2024-07-22 02:28:09,437 - 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+ ------------------------------------------------------------ 2024-07-22 02:28:09,752 - pyskl - INFO - Config: modality = 'b' graph = 'coco_new' work_dir = './work_dirs/test_aclnet/k400/b_2' 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=['b']), 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=['b']), 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=['b']), 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=['b']), 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=['b']), 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=['b']), 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) 2024-07-22 02:28:09,753 - pyskl - INFO - Set random seed to 684653118, deterministic: False 2024-07-22 02:28:19,849 - pyskl - INFO - 239737 videos remain after valid thresholding 2024-07-22 02:28:33,732 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-07-22 02:28:33,733 - pyskl - INFO - Start running, host: lhd@zkyd, work_dir: /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2 2024-07-22 02:28:33,736 - 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 -------------------- 2024-07-22 02:28:33,759 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2024-07-22 02:28:33,764 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2 by HardDiskBackend. 2024-07-22 02:31:51,819 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 12 days, 21:03:37, time: 1.980, data_time: 1.268, memory: 15990, top1_acc: 0.0081, top5_acc: 0.0380, loss_cls: 6.4006, loss: 6.4006 2024-07-22 02:33:02,194 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 17:24:14, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.0172, top5_acc: 0.0669, loss_cls: 6.2476, loss: 6.2476 2024-07-22 02:34:12,455 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 7 days, 8:06:48, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0177, top5_acc: 0.0830, loss_cls: 6.0773, loss: 6.0773 2024-07-22 02:35:22,693 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 15:26:57, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0266, top5_acc: 0.1030, loss_cls: 5.9443, loss: 5.9443 2024-07-22 02:36:32,873 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 6 days, 5:25:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0270, top5_acc: 0.1050, loss_cls: 5.8917, loss: 5.8917 2024-07-22 02:37:43,185 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 22:46:10, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0372, top5_acc: 0.1258, loss_cls: 5.8177, loss: 5.8177 2024-07-22 02:38:53,128 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 17:55:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.0359, top5_acc: 0.1277, loss_cls: 5.7933, loss: 5.7933 2024-07-22 02:40:03,592 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 14:23:36, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0387, top5_acc: 0.1333, loss_cls: 5.7389, loss: 5.7389 2024-07-22 02:41:13,384 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 5 days, 11:31:26, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.0427, top5_acc: 0.1420, loss_cls: 5.7035, loss: 5.7035 2024-07-22 02:42:23,367 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 5 days, 9:15:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0389, top5_acc: 0.1484, loss_cls: 5.6641, loss: 5.6641 2024-07-22 02:43:33,632 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 5 days, 7:25:59, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0433, top5_acc: 0.1530, loss_cls: 5.6448, loss: 5.6448 2024-07-22 02:44:43,875 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 5 days, 5:54:35, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0497, top5_acc: 0.1589, loss_cls: 5.6149, loss: 5.6149 2024-07-22 02:45:53,962 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 5 days, 4:35:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0478, top5_acc: 0.1737, loss_cls: 5.5865, loss: 5.5865 2024-07-22 02:47:04,028 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 5 days, 3:28:13, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0553, top5_acc: 0.1777, loss_cls: 5.5587, loss: 5.5587 2024-07-22 02:48:14,207 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 5 days, 2:30:05, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0587, top5_acc: 0.1884, loss_cls: 5.5032, loss: 5.5032 2024-07-22 02:49:24,225 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 5 days, 1:38:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0609, top5_acc: 0.1961, loss_cls: 5.4723, loss: 5.4723 2024-07-22 02:50:34,288 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 5 days, 0:52:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0638, top5_acc: 0.2006, loss_cls: 5.4466, loss: 5.4466 2024-07-22 02:51:44,822 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 5 days, 0:14:03, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.0650, top5_acc: 0.2055, loss_cls: 5.4502, loss: 5.4502 2024-07-22 02:52:54,852 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 4 days, 23:37:09, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0622, top5_acc: 0.2111, loss_cls: 5.4325, loss: 5.4325 2024-07-22 02:54:05,149 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 23:05:03, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0731, top5_acc: 0.2150, loss_cls: 5.4096, loss: 5.4096 2024-07-22 02:55:17,523 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 22:45:09, time: 0.724, data_time: 0.000, memory: 15990, top1_acc: 0.0722, top5_acc: 0.2102, loss_cls: 5.3951, loss: 5.3951 2024-07-22 02:56:29,374 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 22:24:43, time: 0.719, data_time: 0.000, memory: 15990, top1_acc: 0.0731, top5_acc: 0.2238, loss_cls: 5.3464, loss: 5.3464 2024-07-22 02:57:39,638 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 21:59:31, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0813, top5_acc: 0.2364, loss_cls: 5.3223, loss: 5.3223 2024-07-22 02:58:49,710 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 21:35:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0753, top5_acc: 0.2277, loss_cls: 5.3416, loss: 5.3416 2024-07-22 02:59:59,954 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 21:14:07, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0803, top5_acc: 0.2341, loss_cls: 5.3116, loss: 5.3116 2024-07-22 03:01:09,850 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 20:52:57, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.0798, top5_acc: 0.2334, loss_cls: 5.3214, loss: 5.3214 2024-07-22 03:02:20,082 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 20:34:26, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0844, top5_acc: 0.2358, loss_cls: 5.2828, loss: 5.2828 2024-07-22 03:03:30,125 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 20:16:31, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0864, top5_acc: 0.2425, loss_cls: 5.2641, loss: 5.2641 2024-07-22 03:04:40,117 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 19:59:36, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0861, top5_acc: 0.2428, loss_cls: 5.2744, loss: 5.2744 2024-07-22 03:05:50,263 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 19:44:13, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.0852, top5_acc: 0.2478, loss_cls: 5.2361, loss: 5.2361 2024-07-22 03:06:59,972 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 19:28:26, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.0973, top5_acc: 0.2637, loss_cls: 5.1862, loss: 5.1862 2024-07-22 03:08:09,985 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 19:14:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.0978, top5_acc: 0.2673, loss_cls: 5.1779, loss: 5.1779 2024-07-22 03:09:19,799 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 19:00:40, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.0977, top5_acc: 0.2587, loss_cls: 5.1942, loss: 5.1942 2024-07-22 03:10:30,011 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 18:48:44, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0952, top5_acc: 0.2580, loss_cls: 5.1787, loss: 5.1787 2024-07-22 03:11:40,286 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 18:37:35, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1033, top5_acc: 0.2787, loss_cls: 5.1267, loss: 5.1267 2024-07-22 03:12:50,549 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 18:26:57, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.0928, top5_acc: 0.2683, loss_cls: 5.1641, loss: 5.1641 2024-07-22 03:14:00,782 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 18:16:45, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.0998, top5_acc: 0.2741, loss_cls: 5.1224, loss: 5.1224 2024-07-22 03:14:35,416 - pyskl - INFO - Saving checkpoint at 1 epochs 2024-07-22 03:16:28,134 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 03:16:28,796 - pyskl - INFO - top1_acc 0.0700 top5_acc 0.2054 2024-07-22 03:16:28,796 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 03:16:28,834 - pyskl - INFO - mean_acc 0.0700 2024-07-22 03:16:29,086 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2024-07-22 03:16:29,086 - pyskl - INFO - Best top1_acc is 0.0700 at 1 epoch. 2024-07-22 03:16:29,100 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0700, top5_acc: 0.2054, mean_class_accuracy: 0.0700 2024-07-22 03:19:46,797 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 21:52:48, time: 1.977, data_time: 1.269, memory: 15990, top1_acc: 0.1056, top5_acc: 0.2878, loss_cls: 5.1004, loss: 5.1004 2024-07-22 03:20:56,735 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 21:37:08, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1127, top5_acc: 0.2891, loss_cls: 5.0728, loss: 5.0728 2024-07-22 03:22:07,056 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 21:23:05, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1055, top5_acc: 0.2877, loss_cls: 5.0880, loss: 5.0880 2024-07-22 03:23:16,960 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 21:08:42, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1125, top5_acc: 0.2867, loss_cls: 5.0607, loss: 5.0607 2024-07-22 03:24:26,919 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 20:55:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1136, top5_acc: 0.2978, loss_cls: 5.0405, loss: 5.0405 2024-07-22 03:25:36,491 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 20:41:11, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.1184, top5_acc: 0.3041, loss_cls: 5.0334, loss: 5.0334 2024-07-22 03:26:46,585 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 20:28:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1211, top5_acc: 0.3052, loss_cls: 5.0237, loss: 5.0237 2024-07-22 03:27:56,549 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 20:16:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1209, top5_acc: 0.3139, loss_cls: 5.0115, loss: 5.0115 2024-07-22 03:29:06,362 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 20:05:07, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1266, top5_acc: 0.3002, loss_cls: 4.9761, loss: 4.9761 2024-07-22 03:30:16,338 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 19:54:03, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1153, top5_acc: 0.3128, loss_cls: 4.9843, loss: 4.9843 2024-07-22 03:31:26,237 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 19:43:14, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1237, top5_acc: 0.3198, loss_cls: 4.9646, loss: 4.9646 2024-07-22 03:32:36,209 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 19:32:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1289, top5_acc: 0.3220, loss_cls: 4.9619, loss: 4.9619 2024-07-22 03:33:46,153 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 19:22:59, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1305, top5_acc: 0.3187, loss_cls: 4.9705, loss: 4.9705 2024-07-22 03:34:56,111 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 19:13:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1278, top5_acc: 0.3258, loss_cls: 4.9188, loss: 4.9188 2024-07-22 03:36:06,091 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 19:04:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1295, top5_acc: 0.3223, loss_cls: 4.9264, loss: 4.9264 2024-07-22 03:37:15,890 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 18:54:53, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1358, top5_acc: 0.3323, loss_cls: 4.9334, loss: 4.9334 2024-07-22 03:38:25,783 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 18:46:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1328, top5_acc: 0.3283, loss_cls: 4.8810, loss: 4.8810 2024-07-22 03:39:35,673 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 18:37:33, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1339, top5_acc: 0.3323, loss_cls: 4.8801, loss: 4.8801 2024-07-22 03:40:45,490 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 18:29:10, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1431, top5_acc: 0.3394, loss_cls: 4.8679, loss: 4.8679 2024-07-22 03:41:55,359 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 18:21:07, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1420, top5_acc: 0.3422, loss_cls: 4.8858, loss: 4.8858 2024-07-22 03:43:05,279 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 18:13:23, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1398, top5_acc: 0.3503, loss_cls: 4.8448, loss: 4.8448 2024-07-22 03:44:14,977 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 18:05:31, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1425, top5_acc: 0.3395, loss_cls: 4.8461, loss: 4.8461 2024-07-22 03:45:24,763 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 17:58:01, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1353, top5_acc: 0.3425, loss_cls: 4.8607, loss: 4.8607 2024-07-22 03:46:34,575 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 17:50:45, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1313, top5_acc: 0.3380, loss_cls: 4.9014, loss: 4.9014 2024-07-22 03:47:44,269 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 17:43:31, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1450, top5_acc: 0.3514, loss_cls: 4.8053, loss: 4.8053 2024-07-22 03:48:53,910 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 17:36:24, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.1464, top5_acc: 0.3478, loss_cls: 4.8276, loss: 4.8276 2024-07-22 03:50:03,983 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 17:30:05, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1466, top5_acc: 0.3467, loss_cls: 4.8567, loss: 4.8567 2024-07-22 03:51:13,825 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 17:23:35, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1372, top5_acc: 0.3362, loss_cls: 4.8534, loss: 4.8534 2024-07-22 03:52:23,726 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 17:17:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1453, top5_acc: 0.3539, loss_cls: 4.8154, loss: 4.8154 2024-07-22 03:53:33,412 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 17:10:57, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1466, top5_acc: 0.3588, loss_cls: 4.7870, loss: 4.7870 2024-07-22 03:54:43,595 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 17:05:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1528, top5_acc: 0.3597, loss_cls: 4.7842, loss: 4.7842 2024-07-22 03:55:53,427 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 16:59:29, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1411, top5_acc: 0.3552, loss_cls: 4.8218, loss: 4.8218 2024-07-22 03:57:03,529 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 16:54:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1534, top5_acc: 0.3584, loss_cls: 4.7886, loss: 4.7886 2024-07-22 03:58:13,713 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 16:48:52, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1486, top5_acc: 0.3584, loss_cls: 4.7890, loss: 4.7890 2024-07-22 03:59:23,748 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 16:43:36, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1573, top5_acc: 0.3762, loss_cls: 4.7069, loss: 4.7069 2024-07-22 04:00:33,738 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 16:38:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1461, top5_acc: 0.3656, loss_cls: 4.7828, loss: 4.7828 2024-07-22 04:01:43,583 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 16:33:06, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1531, top5_acc: 0.3716, loss_cls: 4.7225, loss: 4.7225 2024-07-22 04:02:18,195 - pyskl - INFO - Saving checkpoint at 2 epochs 2024-07-22 04:04:10,925 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 04:04:11,595 - pyskl - INFO - top1_acc 0.1017 top5_acc 0.2768 2024-07-22 04:04:11,596 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 04:04:11,634 - pyskl - INFO - mean_acc 0.1016 2024-07-22 04:04:11,638 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_1.pth was removed 2024-07-22 04:04:11,881 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2024-07-22 04:04:11,882 - pyskl - INFO - Best top1_acc is 0.1017 at 2 epoch. 2024-07-22 04:04:11,892 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.1017, top5_acc: 0.2768, mean_class_accuracy: 0.1016 2024-07-22 04:07:30,120 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 18:22:42, time: 1.982, data_time: 1.275, memory: 15990, top1_acc: 0.1625, top5_acc: 0.3733, loss_cls: 4.6820, loss: 4.6820 2024-07-22 04:08:40,151 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 18:16:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1622, top5_acc: 0.3800, loss_cls: 4.7020, loss: 4.7020 2024-07-22 04:09:50,559 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 18:10:35, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1480, top5_acc: 0.3652, loss_cls: 4.7607, loss: 4.7607 2024-07-22 04:11:00,378 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 18:04:15, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1509, top5_acc: 0.3647, loss_cls: 4.7551, loss: 4.7551 2024-07-22 04:12:10,555 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 17:58:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1514, top5_acc: 0.3702, loss_cls: 4.7162, loss: 4.7162 2024-07-22 04:13:20,478 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 17:52:29, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1581, top5_acc: 0.3747, loss_cls: 4.7049, loss: 4.7049 2024-07-22 04:14:30,383 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 17:46:36, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1598, top5_acc: 0.3783, loss_cls: 4.6841, loss: 4.6841 2024-07-22 04:15:40,177 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 17:40:43, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1669, top5_acc: 0.3802, loss_cls: 4.6993, loss: 4.6993 2024-07-22 04:16:49,937 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 17:34:54, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1695, top5_acc: 0.3825, loss_cls: 4.6770, loss: 4.6770 2024-07-22 04:18:00,132 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 17:29:41, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1611, top5_acc: 0.3809, loss_cls: 4.7151, loss: 4.7151 2024-07-22 04:19:09,907 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 17:24:06, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1659, top5_acc: 0.3823, loss_cls: 4.6807, loss: 4.6807 2024-07-22 04:20:19,955 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 17:18:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1625, top5_acc: 0.3777, loss_cls: 4.6845, loss: 4.6845 2024-07-22 04:21:29,732 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 17:13:31, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1714, top5_acc: 0.3864, loss_cls: 4.6621, loss: 4.6621 2024-07-22 04:22:39,620 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 17:08:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1689, top5_acc: 0.3912, loss_cls: 4.6495, loss: 4.6495 2024-07-22 04:23:49,609 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 17:03:22, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1683, top5_acc: 0.3923, loss_cls: 4.6400, loss: 4.6400 2024-07-22 04:24:59,792 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 16:58:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1716, top5_acc: 0.3892, loss_cls: 4.6139, loss: 4.6139 2024-07-22 04:26:09,755 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 16:53:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1747, top5_acc: 0.3934, loss_cls: 4.6297, loss: 4.6297 2024-07-22 04:27:19,406 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 16:48:44, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.1695, top5_acc: 0.3975, loss_cls: 4.6070, loss: 4.6070 2024-07-22 04:28:29,167 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 16:43:51, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1677, top5_acc: 0.3952, loss_cls: 4.6521, loss: 4.6521 2024-07-22 04:29:38,852 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 16:38:59, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1780, top5_acc: 0.3980, loss_cls: 4.5759, loss: 4.5759 2024-07-22 04:30:48,711 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 16:34:20, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1794, top5_acc: 0.3947, loss_cls: 4.6136, loss: 4.6136 2024-07-22 04:31:58,683 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 16:29:53, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1766, top5_acc: 0.3931, loss_cls: 4.5867, loss: 4.5867 2024-07-22 04:33:08,444 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 16:25:18, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1809, top5_acc: 0.4072, loss_cls: 4.5647, loss: 4.5647 2024-07-22 04:34:18,516 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 16:21:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1825, top5_acc: 0.3994, loss_cls: 4.6086, loss: 4.6086 2024-07-22 04:35:28,253 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 16:16:36, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1789, top5_acc: 0.4120, loss_cls: 4.5776, loss: 4.5776 2024-07-22 04:36:37,983 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 16:12:11, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1781, top5_acc: 0.3966, loss_cls: 4.5777, loss: 4.5777 2024-07-22 04:37:47,841 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 16:07:56, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1777, top5_acc: 0.4102, loss_cls: 4.5634, loss: 4.5634 2024-07-22 04:38:57,939 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 16:03:59, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1850, top5_acc: 0.3998, loss_cls: 4.5577, loss: 4.5577 2024-07-22 04:40:07,766 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 15:59:50, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.1897, top5_acc: 0.4158, loss_cls: 4.5259, loss: 4.5259 2024-07-22 04:41:17,764 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 15:55:53, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1828, top5_acc: 0.4066, loss_cls: 4.5291, loss: 4.5291 2024-07-22 04:42:27,639 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 15:51:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1722, top5_acc: 0.3997, loss_cls: 4.6176, loss: 4.6176 2024-07-22 04:43:37,330 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 15:47:47, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.1797, top5_acc: 0.4075, loss_cls: 4.5598, loss: 4.5598 2024-07-22 04:44:47,187 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 15:43:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4216, loss_cls: 4.5190, loss: 4.5190 2024-07-22 04:45:57,127 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 15:40:06, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1770, top5_acc: 0.3994, loss_cls: 4.5715, loss: 4.5715 2024-07-22 04:47:07,340 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 15:36:35, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4220, loss_cls: 4.5034, loss: 4.5034 2024-07-22 04:48:17,384 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 15:32:59, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1811, top5_acc: 0.4103, loss_cls: 4.5492, loss: 4.5492 2024-07-22 04:49:27,297 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 15:29:18, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.1858, top5_acc: 0.4080, loss_cls: 4.5788, loss: 4.5788 2024-07-22 04:50:02,025 - pyskl - INFO - Saving checkpoint at 3 epochs 2024-07-22 04:51:54,612 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 04:51:55,287 - pyskl - INFO - top1_acc 0.1047 top5_acc 0.2741 2024-07-22 04:51:55,288 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 04:51:55,331 - pyskl - INFO - mean_acc 0.1045 2024-07-22 04:51:55,335 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_2.pth was removed 2024-07-22 04:51:55,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2024-07-22 04:51:55,579 - pyskl - INFO - Best top1_acc is 0.1047 at 3 epoch. 2024-07-22 04:51:55,590 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.1047, top5_acc: 0.2741, mean_class_accuracy: 0.1045 2024-07-22 04:55:11,949 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 16:40:20, time: 1.964, data_time: 1.256, memory: 15990, top1_acc: 0.1875, top5_acc: 0.4252, loss_cls: 4.4884, loss: 4.4884 2024-07-22 04:56:22,159 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 16:36:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1908, top5_acc: 0.4206, loss_cls: 4.5085, loss: 4.5085 2024-07-22 04:57:32,440 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 16:32:25, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1773, top5_acc: 0.4080, loss_cls: 4.5590, loss: 4.5590 2024-07-22 04:58:42,463 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 16:28:22, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1939, top5_acc: 0.4192, loss_cls: 4.4907, loss: 4.4907 2024-07-22 04:59:52,423 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 16:24:18, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1875, top5_acc: 0.4109, loss_cls: 4.5360, loss: 4.5360 2024-07-22 05:01:02,780 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 16:20:36, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1823, top5_acc: 0.4072, loss_cls: 4.5627, loss: 4.5627 2024-07-22 05:02:12,937 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 16:16:47, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1941, top5_acc: 0.4152, loss_cls: 4.5217, loss: 4.5217 2024-07-22 05:03:23,281 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 16:13:10, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.1894, top5_acc: 0.4150, loss_cls: 4.4966, loss: 4.4966 2024-07-22 05:04:33,720 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 16:09:39, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.1983, top5_acc: 0.4370, loss_cls: 4.4402, loss: 4.4402 2024-07-22 05:05:43,752 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 16:05:52, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1920, top5_acc: 0.4127, loss_cls: 4.5028, loss: 4.5028 2024-07-22 05:06:53,858 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 16:02:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1981, top5_acc: 0.4313, loss_cls: 4.4716, loss: 4.4716 2024-07-22 05:08:04,355 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 15:58:50, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2045, top5_acc: 0.4395, loss_cls: 4.4264, loss: 4.4264 2024-07-22 05:09:14,912 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 15:55:33, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1845, top5_acc: 0.4209, loss_cls: 4.4944, loss: 4.4944 2024-07-22 05:10:25,481 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 15:52:19, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4261, loss_cls: 4.4840, loss: 4.4840 2024-07-22 05:11:35,590 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 15:48:47, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1994, top5_acc: 0.4234, loss_cls: 4.4944, loss: 4.4944 2024-07-22 05:12:45,621 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 15:45:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4289, loss_cls: 4.5073, loss: 4.5073 2024-07-22 05:13:55,842 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 15:41:51, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1973, top5_acc: 0.4200, loss_cls: 4.5025, loss: 4.5025 2024-07-22 05:15:06,295 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 15:38:40, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4359, loss_cls: 4.4406, loss: 4.4406 2024-07-22 05:16:16,448 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 15:35:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2048, top5_acc: 0.4292, loss_cls: 4.4102, loss: 4.4102 2024-07-22 05:17:26,444 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 15:31:52, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1928, top5_acc: 0.4234, loss_cls: 4.4673, loss: 4.4673 2024-07-22 05:18:36,487 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 15:28:30, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1988, top5_acc: 0.4336, loss_cls: 4.4590, loss: 4.4590 2024-07-22 05:19:46,479 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 15:25:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2030, top5_acc: 0.4319, loss_cls: 4.4582, loss: 4.4582 2024-07-22 05:20:56,980 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 15:22:08, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2000, top5_acc: 0.4323, loss_cls: 4.4536, loss: 4.4536 2024-07-22 05:22:07,215 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 15:18:59, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1986, top5_acc: 0.4327, loss_cls: 4.4360, loss: 4.4360 2024-07-22 05:23:17,189 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 15:15:42, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2033, top5_acc: 0.4428, loss_cls: 4.4147, loss: 4.4147 2024-07-22 05:24:27,494 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 15:12:39, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2053, top5_acc: 0.4384, loss_cls: 4.4115, loss: 4.4115 2024-07-22 05:25:37,693 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 15:09:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.1961, top5_acc: 0.4281, loss_cls: 4.4658, loss: 4.4658 2024-07-22 05:26:47,530 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 15:06:16, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2058, top5_acc: 0.4386, loss_cls: 4.4211, loss: 4.4211 2024-07-22 05:27:57,566 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 15:03:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2008, top5_acc: 0.4423, loss_cls: 4.4365, loss: 4.4365 2024-07-22 05:29:07,430 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 14:59:55, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4420, loss_cls: 4.3915, loss: 4.3915 2024-07-22 05:30:17,558 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 14:56:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.1984, top5_acc: 0.4397, loss_cls: 4.3999, loss: 4.3999 2024-07-22 05:31:27,554 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 14:53:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.1980, top5_acc: 0.4444, loss_cls: 4.3979, loss: 4.3979 2024-07-22 05:32:37,726 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 14:50:52, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4384, loss_cls: 4.4060, loss: 4.4060 2024-07-22 05:33:47,561 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 14:47:45, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2056, top5_acc: 0.4383, loss_cls: 4.3933, loss: 4.3933 2024-07-22 05:34:58,232 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 14:45:10, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2044, top5_acc: 0.4384, loss_cls: 4.4187, loss: 4.4187 2024-07-22 05:36:08,462 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 14:42:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2017, top5_acc: 0.4356, loss_cls: 4.3965, loss: 4.3965 2024-07-22 05:37:18,776 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 14:39:34, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2045, top5_acc: 0.4327, loss_cls: 4.4052, loss: 4.4052 2024-07-22 05:37:53,256 - pyskl - INFO - Saving checkpoint at 4 epochs 2024-07-22 05:39:45,410 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 05:39:46,076 - pyskl - INFO - top1_acc 0.1391 top5_acc 0.3215 2024-07-22 05:39:46,077 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 05:39:46,114 - pyskl - INFO - mean_acc 0.1388 2024-07-22 05:39:46,119 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_3.pth was removed 2024-07-22 05:39:46,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2024-07-22 05:39:46,373 - pyskl - INFO - Best top1_acc is 0.1391 at 4 epoch. 2024-07-22 05:39:46,384 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1391, top5_acc: 0.3215, mean_class_accuracy: 0.1388 2024-07-22 05:43:03,820 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 15:32:49, time: 1.974, data_time: 1.267, memory: 15990, top1_acc: 0.2164, top5_acc: 0.4480, loss_cls: 4.3479, loss: 4.3479 2024-07-22 05:44:14,034 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 15:29:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2075, top5_acc: 0.4364, loss_cls: 4.3943, loss: 4.3943 2024-07-22 05:45:24,369 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 15:26:36, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2078, top5_acc: 0.4503, loss_cls: 4.3694, loss: 4.3694 2024-07-22 05:46:34,384 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 15:23:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2186, top5_acc: 0.4514, loss_cls: 4.3325, loss: 4.3325 2024-07-22 05:47:44,541 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 15:20:16, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2092, top5_acc: 0.4402, loss_cls: 4.3933, loss: 4.3933 2024-07-22 05:48:54,723 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 15:17:11, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2080, top5_acc: 0.4436, loss_cls: 4.3899, loss: 4.3899 2024-07-22 05:50:05,005 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 15:14:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2100, top5_acc: 0.4389, loss_cls: 4.3574, loss: 4.3574 2024-07-22 05:51:15,060 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 15:11:05, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2120, top5_acc: 0.4447, loss_cls: 4.3815, loss: 4.3815 2024-07-22 05:52:25,276 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 15:08:06, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2133, top5_acc: 0.4497, loss_cls: 4.3806, loss: 4.3806 2024-07-22 05:53:35,838 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 15:05:20, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2161, top5_acc: 0.4503, loss_cls: 4.3420, loss: 4.3420 2024-07-22 05:54:46,254 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 15:02:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2081, top5_acc: 0.4366, loss_cls: 4.3976, loss: 4.3976 2024-07-22 05:55:56,221 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 14:59:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2191, top5_acc: 0.4497, loss_cls: 4.3838, loss: 4.3838 2024-07-22 05:57:06,555 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 14:56:37, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2128, top5_acc: 0.4494, loss_cls: 4.3679, loss: 4.3679 2024-07-22 05:58:16,591 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 14:53:38, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2136, top5_acc: 0.4492, loss_cls: 4.3592, loss: 4.3592 2024-07-22 05:59:26,612 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 14:50:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2156, top5_acc: 0.4511, loss_cls: 4.3663, loss: 4.3663 2024-07-22 06:00:36,724 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 14:47:47, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2153, top5_acc: 0.4489, loss_cls: 4.3572, loss: 4.3572 2024-07-22 06:01:46,713 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 14:44:51, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2131, top5_acc: 0.4469, loss_cls: 4.3636, loss: 4.3636 2024-07-22 06:02:56,821 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 14:42:00, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2002, top5_acc: 0.4377, loss_cls: 4.4073, loss: 4.4073 2024-07-22 06:04:07,032 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 14:39:13, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2166, top5_acc: 0.4512, loss_cls: 4.3361, loss: 4.3361 2024-07-22 06:05:17,279 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 14:36:29, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2194, top5_acc: 0.4491, loss_cls: 4.3529, loss: 4.3529 2024-07-22 06:06:27,167 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 14:33:34, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4550, loss_cls: 4.3188, loss: 4.3188 2024-07-22 06:07:37,195 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 14:30:45, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4647, loss_cls: 4.3100, loss: 4.3100 2024-07-22 06:08:47,658 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 14:28:11, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2183, top5_acc: 0.4562, loss_cls: 4.3339, loss: 4.3339 2024-07-22 06:09:57,999 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 14:25:34, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2162, top5_acc: 0.4580, loss_cls: 4.3221, loss: 4.3221 2024-07-22 06:11:08,050 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 14:22:49, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4556, loss_cls: 4.3204, loss: 4.3204 2024-07-22 06:12:18,216 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 14:20:08, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2195, top5_acc: 0.4533, loss_cls: 4.3259, loss: 4.3259 2024-07-22 06:13:28,311 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 4 days, 14:17:27, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2170, top5_acc: 0.4511, loss_cls: 4.3366, loss: 4.3366 2024-07-22 06:14:38,453 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 4 days, 14:14:48, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4619, loss_cls: 4.2964, loss: 4.2964 2024-07-22 06:15:48,283 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 4 days, 14:12:00, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2236, top5_acc: 0.4509, loss_cls: 4.3150, loss: 4.3150 2024-07-22 06:16:58,211 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 4 days, 14:09:16, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4617, loss_cls: 4.2901, loss: 4.2901 2024-07-22 06:18:08,711 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 4 days, 14:06:51, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2213, top5_acc: 0.4689, loss_cls: 4.2801, loss: 4.2801 2024-07-22 06:19:18,454 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 4 days, 14:04:04, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4477, loss_cls: 4.3435, loss: 4.3435 2024-07-22 06:20:28,397 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 4 days, 14:01:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2211, top5_acc: 0.4628, loss_cls: 4.3087, loss: 4.3087 2024-07-22 06:21:38,874 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 4 days, 13:59:00, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2238, top5_acc: 0.4664, loss_cls: 4.3076, loss: 4.3076 2024-07-22 06:22:49,301 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 4 days, 13:56:36, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2275, top5_acc: 0.4669, loss_cls: 4.2721, loss: 4.2721 2024-07-22 06:23:59,382 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 4 days, 13:54:03, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2173, top5_acc: 0.4525, loss_cls: 4.3405, loss: 4.3405 2024-07-22 06:25:09,360 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 4 days, 13:51:28, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2223, top5_acc: 0.4547, loss_cls: 4.3156, loss: 4.3156 2024-07-22 06:25:44,373 - pyskl - INFO - Saving checkpoint at 5 epochs 2024-07-22 06:27:37,044 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 06:27:37,733 - pyskl - INFO - top1_acc 0.1554 top5_acc 0.3693 2024-07-22 06:27:37,733 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 06:27:37,771 - pyskl - INFO - mean_acc 0.1554 2024-07-22 06:27:37,776 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_4.pth was removed 2024-07-22 06:27:38,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2024-07-22 06:27:38,040 - pyskl - INFO - Best top1_acc is 0.1554 at 5 epoch. 2024-07-22 06:27:38,057 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.1554, top5_acc: 0.3693, mean_class_accuracy: 0.1554 2024-07-22 06:30:57,034 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 14:34:14, time: 1.990, data_time: 1.285, memory: 15990, top1_acc: 0.2277, top5_acc: 0.4697, loss_cls: 4.2394, loss: 4.2394 2024-07-22 06:32:07,696 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 14:31:45, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2298, top5_acc: 0.4722, loss_cls: 4.2623, loss: 4.2623 2024-07-22 06:33:17,928 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 14:29:05, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2198, top5_acc: 0.4628, loss_cls: 4.2948, loss: 4.2948 2024-07-22 06:34:27,998 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 14:26:21, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2227, top5_acc: 0.4594, loss_cls: 4.3040, loss: 4.3040 2024-07-22 06:35:38,132 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 14:23:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2233, top5_acc: 0.4558, loss_cls: 4.3244, loss: 4.3244 2024-07-22 06:36:48,528 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 14:21:07, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4594, loss_cls: 4.2745, loss: 4.2745 2024-07-22 06:37:58,531 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 14:18:24, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2245, top5_acc: 0.4619, loss_cls: 4.2728, loss: 4.2728 2024-07-22 06:39:08,387 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 14:15:37, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2248, top5_acc: 0.4611, loss_cls: 4.2959, loss: 4.2959 2024-07-22 06:40:18,495 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 14:12:59, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2230, top5_acc: 0.4572, loss_cls: 4.3147, loss: 4.3147 2024-07-22 06:41:28,783 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 4 days, 14:10:27, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4711, loss_cls: 4.2551, loss: 4.2551 2024-07-22 06:42:38,919 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 4 days, 14:07:51, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2348, top5_acc: 0.4683, loss_cls: 4.2519, loss: 4.2519 2024-07-22 06:43:48,803 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 4 days, 14:05:09, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2297, top5_acc: 0.4591, loss_cls: 4.3163, loss: 4.3163 2024-07-22 06:44:59,251 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 4 days, 14:02:44, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2209, top5_acc: 0.4680, loss_cls: 4.2663, loss: 4.2663 2024-07-22 06:46:09,166 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 4 days, 14:00:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2283, top5_acc: 0.4644, loss_cls: 4.2787, loss: 4.2787 2024-07-22 06:47:19,330 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 4 days, 13:57:33, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2288, top5_acc: 0.4655, loss_cls: 4.2868, loss: 4.2868 2024-07-22 06:48:29,436 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 4 days, 13:55:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2220, top5_acc: 0.4606, loss_cls: 4.2875, loss: 4.2875 2024-07-22 06:49:39,345 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 4 days, 13:52:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2252, top5_acc: 0.4597, loss_cls: 4.2867, loss: 4.2867 2024-07-22 06:50:49,449 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 4 days, 13:49:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2278, top5_acc: 0.4716, loss_cls: 4.2791, loss: 4.2791 2024-07-22 06:51:59,631 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 4 days, 13:47:25, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4714, loss_cls: 4.2803, loss: 4.2803 2024-07-22 06:53:09,762 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 4 days, 13:44:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2266, top5_acc: 0.4595, loss_cls: 4.2990, loss: 4.2990 2024-07-22 06:54:19,629 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 4 days, 13:42:22, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4728, loss_cls: 4.2428, loss: 4.2428 2024-07-22 06:55:29,705 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 4 days, 13:39:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4623, loss_cls: 4.2769, loss: 4.2769 2024-07-22 06:56:40,000 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 4 days, 13:37:32, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2256, top5_acc: 0.4664, loss_cls: 4.2970, loss: 4.2970 2024-07-22 06:57:50,035 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 4 days, 13:35:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2345, top5_acc: 0.4714, loss_cls: 4.2569, loss: 4.2569 2024-07-22 06:59:00,216 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 4 days, 13:32:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2286, top5_acc: 0.4669, loss_cls: 4.2768, loss: 4.2768 2024-07-22 07:00:10,369 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 4 days, 13:30:17, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4727, loss_cls: 4.2102, loss: 4.2102 2024-07-22 07:01:20,502 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 4 days, 13:27:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2311, top5_acc: 0.4775, loss_cls: 4.2424, loss: 4.2424 2024-07-22 07:02:30,492 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 4 days, 13:25:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4744, loss_cls: 4.2414, loss: 4.2414 2024-07-22 07:03:40,400 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 4 days, 13:22:59, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2272, top5_acc: 0.4736, loss_cls: 4.2762, loss: 4.2762 2024-07-22 07:04:50,419 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 4 days, 13:20:35, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2259, top5_acc: 0.4745, loss_cls: 4.2185, loss: 4.2185 2024-07-22 07:06:00,822 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 4 days, 13:18:21, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2263, top5_acc: 0.4717, loss_cls: 4.2530, loss: 4.2530 2024-07-22 07:07:10,806 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 4 days, 13:15:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4711, loss_cls: 4.2511, loss: 4.2511 2024-07-22 07:08:21,020 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 4 days, 13:13:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4789, loss_cls: 4.2394, loss: 4.2394 2024-07-22 07:09:30,812 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 4 days, 13:11:13, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4706, loss_cls: 4.2840, loss: 4.2840 2024-07-22 07:10:41,309 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 4 days, 13:09:04, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2378, top5_acc: 0.4666, loss_cls: 4.2449, loss: 4.2449 2024-07-22 07:11:51,424 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 4 days, 13:06:46, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2383, top5_acc: 0.4720, loss_cls: 4.2424, loss: 4.2424 2024-07-22 07:13:01,651 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 4 days, 13:04:31, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2292, top5_acc: 0.4700, loss_cls: 4.2302, loss: 4.2302 2024-07-22 07:13:36,357 - pyskl - INFO - Saving checkpoint at 6 epochs 2024-07-22 07:15:29,886 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 07:15:30,561 - pyskl - INFO - top1_acc 0.1758 top5_acc 0.3870 2024-07-22 07:15:30,561 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 07:15:30,600 - pyskl - INFO - mean_acc 0.1757 2024-07-22 07:15:30,604 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_5.pth was removed 2024-07-22 07:15:30,848 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2024-07-22 07:15:30,849 - pyskl - INFO - Best top1_acc is 0.1758 at 6 epoch. 2024-07-22 07:15:30,859 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1758, top5_acc: 0.3870, mean_class_accuracy: 0.1757 2024-07-22 07:18:50,078 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 4 days, 13:39:45, time: 1.992, data_time: 1.283, memory: 15990, top1_acc: 0.2458, top5_acc: 0.4819, loss_cls: 4.1509, loss: 4.1509 2024-07-22 07:20:00,697 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 4 days, 13:37:30, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4764, loss_cls: 4.2179, loss: 4.2179 2024-07-22 07:21:11,575 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 4 days, 13:35:22, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4788, loss_cls: 4.2248, loss: 4.2248 2024-07-22 07:22:22,360 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 4 days, 13:33:13, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2302, top5_acc: 0.4688, loss_cls: 4.2586, loss: 4.2586 2024-07-22 07:23:32,428 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 4 days, 13:30:47, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2327, top5_acc: 0.4686, loss_cls: 4.2258, loss: 4.2258 2024-07-22 07:24:42,448 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 4 days, 13:28:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2308, top5_acc: 0.4714, loss_cls: 4.2339, loss: 4.2339 2024-07-22 07:25:52,614 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 4 days, 13:25:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4828, loss_cls: 4.1756, loss: 4.1756 2024-07-22 07:27:02,995 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 4 days, 13:23:41, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4813, loss_cls: 4.1907, loss: 4.1907 2024-07-22 07:28:13,310 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 4 days, 13:21:24, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4747, loss_cls: 4.2162, loss: 4.2162 2024-07-22 07:29:23,870 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 4 days, 13:19:12, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2253, top5_acc: 0.4675, loss_cls: 4.2862, loss: 4.2862 2024-07-22 07:30:34,147 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 4 days, 13:16:55, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4766, loss_cls: 4.2227, loss: 4.2227 2024-07-22 07:31:44,434 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 4 days, 13:14:38, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2334, top5_acc: 0.4759, loss_cls: 4.2266, loss: 4.2266 2024-07-22 07:32:54,775 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 4 days, 13:12:23, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2397, top5_acc: 0.4764, loss_cls: 4.2042, loss: 4.2042 2024-07-22 07:34:05,431 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 4 days, 13:10:16, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4736, loss_cls: 4.2359, loss: 4.2359 2024-07-22 07:35:15,445 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 4 days, 13:07:55, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4825, loss_cls: 4.2083, loss: 4.2083 2024-07-22 07:36:25,966 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 4 days, 13:05:46, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4769, loss_cls: 4.1960, loss: 4.1960 2024-07-22 07:37:35,920 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 4 days, 13:03:24, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2284, top5_acc: 0.4703, loss_cls: 4.2203, loss: 4.2203 2024-07-22 07:38:45,905 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 4 days, 13:01:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2255, top5_acc: 0.4713, loss_cls: 4.2489, loss: 4.2489 2024-07-22 07:39:55,807 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 4 days, 12:58:43, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4747, loss_cls: 4.2241, loss: 4.2241 2024-07-22 07:41:05,872 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 4 days, 12:56:26, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2319, top5_acc: 0.4655, loss_cls: 4.2816, loss: 4.2816 2024-07-22 07:42:15,893 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 4 days, 12:54:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4780, loss_cls: 4.2455, loss: 4.2455 2024-07-22 07:43:26,222 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 4 days, 12:51:58, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4700, loss_cls: 4.2190, loss: 4.2190 2024-07-22 07:44:36,724 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 4 days, 12:49:52, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4797, loss_cls: 4.2154, loss: 4.2154 2024-07-22 07:45:47,248 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 4 days, 12:47:47, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4831, loss_cls: 4.1745, loss: 4.1745 2024-07-22 07:46:57,415 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 4 days, 12:45:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2330, top5_acc: 0.4594, loss_cls: 4.2840, loss: 4.2840 2024-07-22 07:48:07,852 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 4 days, 12:43:28, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2355, top5_acc: 0.4809, loss_cls: 4.2226, loss: 4.2226 2024-07-22 07:49:18,251 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 4 days, 12:41:22, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2303, top5_acc: 0.4706, loss_cls: 4.2474, loss: 4.2474 2024-07-22 07:50:28,671 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 4 days, 12:39:16, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2205, top5_acc: 0.4642, loss_cls: 4.2843, loss: 4.2843 2024-07-22 07:51:39,044 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 4 days, 12:37:10, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2309, top5_acc: 0.4745, loss_cls: 4.2192, loss: 4.2192 2024-07-22 07:52:49,235 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 4 days, 12:35:00, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4897, loss_cls: 4.1748, loss: 4.1748 2024-07-22 07:53:59,415 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 4 days, 12:32:51, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2405, top5_acc: 0.4913, loss_cls: 4.1713, loss: 4.1713 2024-07-22 07:55:09,549 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 4 days, 12:30:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2342, top5_acc: 0.4720, loss_cls: 4.2404, loss: 4.2404 2024-07-22 07:56:19,659 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 4 days, 12:28:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2325, top5_acc: 0.4677, loss_cls: 4.2282, loss: 4.2282 2024-07-22 07:57:30,355 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 4 days, 12:26:34, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2370, top5_acc: 0.4750, loss_cls: 4.2356, loss: 4.2356 2024-07-22 07:58:40,747 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 4 days, 12:24:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2341, top5_acc: 0.4698, loss_cls: 4.2583, loss: 4.2583 2024-07-22 07:59:51,165 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 4 days, 12:22:29, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4825, loss_cls: 4.1844, loss: 4.1844 2024-07-22 08:01:01,337 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 4 days, 12:20:22, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4947, loss_cls: 4.1599, loss: 4.1599 2024-07-22 08:01:35,969 - pyskl - INFO - Saving checkpoint at 7 epochs 2024-07-22 08:03:28,668 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 08:03:29,364 - pyskl - INFO - top1_acc 0.1357 top5_acc 0.3263 2024-07-22 08:03:29,364 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 08:03:29,404 - pyskl - INFO - mean_acc 0.1356 2024-07-22 08:03:29,416 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1357, top5_acc: 0.3263, mean_class_accuracy: 0.1356 2024-07-22 08:06:48,503 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 4 days, 12:50:03, time: 1.991, data_time: 1.284, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4898, loss_cls: 4.1753, loss: 4.1753 2024-07-22 08:07:59,386 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 4 days, 12:48:04, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2291, top5_acc: 0.4880, loss_cls: 4.1865, loss: 4.1865 2024-07-22 08:09:09,808 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 4 days, 12:45:56, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4778, loss_cls: 4.1622, loss: 4.1622 2024-07-22 08:10:19,832 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 4 days, 12:43:40, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2364, top5_acc: 0.4789, loss_cls: 4.2150, loss: 4.2150 2024-07-22 08:11:29,866 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 4 days, 12:41:25, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4920, loss_cls: 4.1529, loss: 4.1529 2024-07-22 08:12:40,464 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 4 days, 12:39:22, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4741, loss_cls: 4.1978, loss: 4.1978 2024-07-22 08:13:50,985 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 4 days, 12:37:17, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4789, loss_cls: 4.1931, loss: 4.1931 2024-07-22 08:15:01,269 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 4 days, 12:35:09, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4844, loss_cls: 4.1797, loss: 4.1797 2024-07-22 08:16:11,373 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 4 days, 12:32:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2373, top5_acc: 0.4853, loss_cls: 4.1853, loss: 4.1853 2024-07-22 08:17:21,246 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 4 days, 12:30:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2403, top5_acc: 0.4863, loss_cls: 4.1593, loss: 4.1593 2024-07-22 08:18:31,247 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 4 days, 12:28:28, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4855, loss_cls: 4.1861, loss: 4.1861 2024-07-22 08:19:41,523 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 4 days, 12:26:21, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4723, loss_cls: 4.2088, loss: 4.2088 2024-07-22 08:20:51,727 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 4 days, 12:24:13, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2408, top5_acc: 0.4820, loss_cls: 4.2013, loss: 4.2013 2024-07-22 08:22:01,752 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 4 days, 12:22:02, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4809, loss_cls: 4.1988, loss: 4.1988 2024-07-22 08:23:11,602 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 4 days, 12:19:47, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2417, top5_acc: 0.4916, loss_cls: 4.1745, loss: 4.1745 2024-07-22 08:24:21,815 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 4 days, 12:17:41, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4822, loss_cls: 4.1705, loss: 4.1705 2024-07-22 08:25:31,789 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 4 days, 12:15:30, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2384, top5_acc: 0.4800, loss_cls: 4.2121, loss: 4.2121 2024-07-22 08:26:41,796 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 4 days, 12:13:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4903, loss_cls: 4.1757, loss: 4.1757 2024-07-22 08:27:52,107 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 4 days, 12:11:17, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2322, top5_acc: 0.4802, loss_cls: 4.2201, loss: 4.2201 2024-07-22 08:29:02,487 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 4 days, 12:09:15, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2372, top5_acc: 0.4777, loss_cls: 4.2083, loss: 4.2083 2024-07-22 08:30:12,515 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 4 days, 12:07:07, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4917, loss_cls: 4.1462, loss: 4.1462 2024-07-22 08:31:22,747 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 4 days, 12:05:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4861, loss_cls: 4.1901, loss: 4.1901 2024-07-22 08:32:33,220 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 4 days, 12:03:04, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4877, loss_cls: 4.2029, loss: 4.2029 2024-07-22 08:33:43,234 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 4 days, 12:00:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2328, top5_acc: 0.4767, loss_cls: 4.2282, loss: 4.2282 2024-07-22 08:34:53,562 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 4 days, 11:58:55, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2423, top5_acc: 0.4842, loss_cls: 4.1877, loss: 4.1877 2024-07-22 08:36:03,661 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 4 days, 11:56:50, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2392, top5_acc: 0.4902, loss_cls: 4.1766, loss: 4.1766 2024-07-22 08:37:13,578 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 4 days, 11:54:43, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2389, top5_acc: 0.4870, loss_cls: 4.1716, loss: 4.1716 2024-07-22 08:38:23,626 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 4 days, 11:52:38, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2434, top5_acc: 0.4941, loss_cls: 4.1667, loss: 4.1667 2024-07-22 08:39:33,682 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 4 days, 11:50:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4803, loss_cls: 4.1850, loss: 4.1850 2024-07-22 08:40:43,816 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 4 days, 11:48:30, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4905, loss_cls: 4.1791, loss: 4.1791 2024-07-22 08:41:53,749 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 4 days, 11:46:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4772, loss_cls: 4.2030, loss: 4.2030 2024-07-22 08:43:04,193 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 4 days, 11:44:28, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4897, loss_cls: 4.1740, loss: 4.1740 2024-07-22 08:44:14,152 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 4 days, 11:42:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2362, top5_acc: 0.4713, loss_cls: 4.2330, loss: 4.2330 2024-07-22 08:45:24,253 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 4 days, 11:40:21, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4945, loss_cls: 4.1616, loss: 4.1616 2024-07-22 08:46:34,840 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 4 days, 11:38:28, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2437, top5_acc: 0.4864, loss_cls: 4.1478, loss: 4.1478 2024-07-22 08:47:44,749 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 4 days, 11:36:23, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2338, top5_acc: 0.4894, loss_cls: 4.1582, loss: 4.1582 2024-07-22 08:48:55,289 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 4 days, 11:34:30, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2361, top5_acc: 0.4872, loss_cls: 4.1836, loss: 4.1836 2024-07-22 08:49:30,041 - pyskl - INFO - Saving checkpoint at 8 epochs 2024-07-22 08:51:23,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 08:51:23,804 - pyskl - INFO - top1_acc 0.1729 top5_acc 0.3938 2024-07-22 08:51:23,804 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 08:51:23,842 - pyskl - INFO - mean_acc 0.1726 2024-07-22 08:51:23,853 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1729, top5_acc: 0.3938, mean_class_accuracy: 0.1726 2024-07-22 08:54:42,209 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 4 days, 11:59:52, time: 1.983, data_time: 1.272, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4953, loss_cls: 4.1367, loss: 4.1367 2024-07-22 08:55:52,806 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 4 days, 11:57:55, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4875, loss_cls: 4.1512, loss: 4.1512 2024-07-22 08:57:03,762 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 4 days, 11:56:04, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.5006, loss_cls: 4.1232, loss: 4.1232 2024-07-22 08:58:14,002 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 4 days, 11:54:01, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4900, loss_cls: 4.1312, loss: 4.1312 2024-07-22 08:59:24,345 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 4 days, 11:52:01, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4919, loss_cls: 4.1453, loss: 4.1453 2024-07-22 09:00:34,565 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 4 days, 11:49:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.5039, loss_cls: 4.1015, loss: 4.1015 2024-07-22 09:01:44,628 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 4 days, 11:47:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4903, loss_cls: 4.1839, loss: 4.1839 2024-07-22 09:02:54,645 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 4 days, 11:45:47, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4858, loss_cls: 4.1774, loss: 4.1774 2024-07-22 09:04:04,487 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 4 days, 11:43:39, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4797, loss_cls: 4.1943, loss: 4.1943 2024-07-22 09:05:14,744 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 4 days, 11:41:39, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4755, loss_cls: 4.2110, loss: 4.2110 2024-07-22 09:06:24,724 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 4 days, 11:39:34, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4909, loss_cls: 4.1309, loss: 4.1309 2024-07-22 09:07:34,809 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 4 days, 11:37:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4906, loss_cls: 4.1660, loss: 4.1660 2024-07-22 09:08:45,071 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 4 days, 11:35:31, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4934, loss_cls: 4.1457, loss: 4.1457 2024-07-22 09:09:55,031 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 4 days, 11:33:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4933, loss_cls: 4.1458, loss: 4.1458 2024-07-22 09:11:05,114 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 4 days, 11:31:25, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2414, top5_acc: 0.4913, loss_cls: 4.1591, loss: 4.1591 2024-07-22 09:12:15,220 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 4 days, 11:29:24, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4955, loss_cls: 4.1277, loss: 4.1277 2024-07-22 09:13:25,197 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 4 days, 11:27:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4813, loss_cls: 4.2082, loss: 4.2082 2024-07-22 09:14:35,463 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 4 days, 11:25:23, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4831, loss_cls: 4.1830, loss: 4.1830 2024-07-22 09:15:45,672 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 4 days, 11:23:24, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4925, loss_cls: 4.1244, loss: 4.1244 2024-07-22 09:16:55,494 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 4 days, 11:21:20, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4778, loss_cls: 4.2144, loss: 4.2144 2024-07-22 09:18:05,748 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 4 days, 11:19:23, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.4988, loss_cls: 4.1242, loss: 4.1242 2024-07-22 09:19:15,695 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 4 days, 11:17:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4845, loss_cls: 4.1774, loss: 4.1774 2024-07-22 09:20:26,430 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 4 days, 11:15:32, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2380, top5_acc: 0.4872, loss_cls: 4.1864, loss: 4.1864 2024-07-22 09:21:36,418 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 4 days, 11:13:31, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4877, loss_cls: 4.1400, loss: 4.1400 2024-07-22 09:22:46,602 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 4 days, 11:11:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4916, loss_cls: 4.1434, loss: 4.1434 2024-07-22 09:23:56,968 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 4 days, 11:09:40, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4891, loss_cls: 4.1750, loss: 4.1750 2024-07-22 09:25:06,906 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 4 days, 11:07:40, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2395, top5_acc: 0.4917, loss_cls: 4.1560, loss: 4.1560 2024-07-22 09:26:16,976 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 4 days, 11:05:42, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.4948, loss_cls: 4.1382, loss: 4.1382 2024-07-22 09:27:26,847 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 4 days, 11:03:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2452, top5_acc: 0.4811, loss_cls: 4.1657, loss: 4.1657 2024-07-22 09:28:36,974 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 4 days, 11:01:44, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4922, loss_cls: 4.1657, loss: 4.1657 2024-07-22 09:29:46,984 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 4 days, 10:59:46, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4864, loss_cls: 4.1834, loss: 4.1834 2024-07-22 09:30:56,885 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 4 days, 10:57:46, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2356, top5_acc: 0.4797, loss_cls: 4.2000, loss: 4.2000 2024-07-22 09:32:07,143 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 4 days, 10:55:52, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4958, loss_cls: 4.1384, loss: 4.1384 2024-07-22 09:33:17,115 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 4 days, 10:53:55, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4881, loss_cls: 4.1600, loss: 4.1600 2024-07-22 09:34:27,672 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 4 days, 10:52:06, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4819, loss_cls: 4.1747, loss: 4.1747 2024-07-22 09:35:37,803 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 4 days, 10:50:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4888, loss_cls: 4.1689, loss: 4.1689 2024-07-22 09:36:48,151 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 4 days, 10:48:20, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4869, loss_cls: 4.1672, loss: 4.1672 2024-07-22 09:37:22,643 - pyskl - INFO - Saving checkpoint at 9 epochs 2024-07-22 09:39:15,117 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 09:39:15,775 - pyskl - INFO - top1_acc 0.1722 top5_acc 0.3940 2024-07-22 09:39:15,775 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 09:39:15,814 - pyskl - INFO - mean_acc 0.1723 2024-07-22 09:39:15,824 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1722, top5_acc: 0.3940, mean_class_accuracy: 0.1723 2024-07-22 09:42:34,109 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 4 days, 11:10:31, time: 1.983, data_time: 1.275, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4983, loss_cls: 4.1159, loss: 4.1159 2024-07-22 09:43:44,670 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 4 days, 11:08:38, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4975, loss_cls: 4.1176, loss: 4.1176 2024-07-22 09:44:55,106 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 4 days, 11:06:45, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4838, loss_cls: 4.1686, loss: 4.1686 2024-07-22 09:46:05,755 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 4 days, 11:04:55, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4841, loss_cls: 4.1885, loss: 4.1885 2024-07-22 09:47:15,880 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 4 days, 11:02:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4894, loss_cls: 4.1677, loss: 4.1677 2024-07-22 09:48:25,866 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 4 days, 11:00:57, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2495, top5_acc: 0.4958, loss_cls: 4.1321, loss: 4.1321 2024-07-22 09:49:36,059 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 4 days, 10:59:00, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.5022, loss_cls: 4.1011, loss: 4.1011 2024-07-22 09:50:46,469 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 4 days, 10:57:07, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2430, top5_acc: 0.4928, loss_cls: 4.1570, loss: 4.1570 2024-07-22 09:51:56,456 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 4 days, 10:55:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2461, top5_acc: 0.4881, loss_cls: 4.1599, loss: 4.1599 2024-07-22 09:53:06,407 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 4 days, 10:53:09, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.5003, loss_cls: 4.1326, loss: 4.1326 2024-07-22 09:54:16,420 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 4 days, 10:51:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2436, top5_acc: 0.4852, loss_cls: 4.1420, loss: 4.1420 2024-07-22 09:55:26,576 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 4 days, 10:49:15, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4892, loss_cls: 4.1452, loss: 4.1452 2024-07-22 09:56:36,286 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 4 days, 10:47:13, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2380, top5_acc: 0.4842, loss_cls: 4.1841, loss: 4.1841 2024-07-22 09:57:45,970 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 4 days, 10:45:11, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2381, top5_acc: 0.4772, loss_cls: 4.1710, loss: 4.1710 2024-07-22 09:58:55,991 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 4 days, 10:43:14, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.4909, loss_cls: 4.1477, loss: 4.1477 2024-07-22 10:00:06,230 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 4 days, 10:41:21, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2398, top5_acc: 0.4791, loss_cls: 4.1698, loss: 4.1698 2024-07-22 10:01:16,003 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 4 days, 10:39:21, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2439, top5_acc: 0.4928, loss_cls: 4.1372, loss: 4.1372 2024-07-22 10:02:26,390 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 4 days, 10:37:30, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2402, top5_acc: 0.4861, loss_cls: 4.1603, loss: 4.1603 2024-07-22 10:03:36,701 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 4 days, 10:35:39, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2498, top5_acc: 0.4911, loss_cls: 4.1791, loss: 4.1791 2024-07-22 10:04:46,789 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 4 days, 10:33:44, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5012, loss_cls: 4.1099, loss: 4.1099 2024-07-22 10:05:57,092 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 4 days, 10:31:53, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4881, loss_cls: 4.1433, loss: 4.1433 2024-07-22 10:07:07,380 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 4 days, 10:30:02, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4906, loss_cls: 4.1357, loss: 4.1357 2024-07-22 10:08:17,669 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 4 days, 10:28:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2412, top5_acc: 0.4959, loss_cls: 4.1440, loss: 4.1440 2024-07-22 10:09:27,653 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 4 days, 10:26:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5045, loss_cls: 4.0823, loss: 4.0823 2024-07-22 10:10:37,855 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 4 days, 10:24:24, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2444, top5_acc: 0.4913, loss_cls: 4.1695, loss: 4.1695 2024-07-22 10:11:47,926 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 4 days, 10:22:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4930, loss_cls: 4.1314, loss: 4.1314 2024-07-22 10:12:57,870 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 4 days, 10:20:36, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4919, loss_cls: 4.1155, loss: 4.1155 2024-07-22 10:14:07,787 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 4 days, 10:18:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4920, loss_cls: 4.1204, loss: 4.1204 2024-07-22 10:15:17,496 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 4 days, 10:16:43, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2462, top5_acc: 0.4909, loss_cls: 4.1375, loss: 4.1375 2024-07-22 10:16:27,254 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 4 days, 10:14:46, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4978, loss_cls: 4.1315, loss: 4.1315 2024-07-22 10:17:37,179 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 4 days, 10:12:52, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4867, loss_cls: 4.1420, loss: 4.1420 2024-07-22 10:18:47,072 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 4 days, 10:10:57, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4848, loss_cls: 4.1767, loss: 4.1767 2024-07-22 10:19:57,461 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 4 days, 10:09:10, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2420, top5_acc: 0.4955, loss_cls: 4.1417, loss: 4.1417 2024-07-22 10:21:07,345 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 4 days, 10:07:16, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2352, top5_acc: 0.4848, loss_cls: 4.1581, loss: 4.1581 2024-07-22 10:22:17,992 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 4 days, 10:05:33, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.4942, loss_cls: 4.1227, loss: 4.1227 2024-07-22 10:23:27,994 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 4 days, 10:03:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.4967, loss_cls: 4.1045, loss: 4.1045 2024-07-22 10:24:38,484 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 4 days, 10:01:56, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4928, loss_cls: 4.1099, loss: 4.1099 2024-07-22 10:25:13,000 - pyskl - INFO - Saving checkpoint at 10 epochs 2024-07-22 10:27:05,300 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 10:27:05,959 - pyskl - INFO - top1_acc 0.1677 top5_acc 0.3770 2024-07-22 10:27:05,959 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 10:27:05,998 - pyskl - INFO - mean_acc 0.1677 2024-07-22 10:27:06,009 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1677, top5_acc: 0.3770, mean_class_accuracy: 0.1677 2024-07-22 10:30:26,283 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 4 days, 10:22:02, time: 2.003, data_time: 1.297, memory: 15990, top1_acc: 0.2537, top5_acc: 0.5059, loss_cls: 4.0656, loss: 4.0656 2024-07-22 10:31:37,226 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 4 days, 10:20:20, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4856, loss_cls: 4.1788, loss: 4.1788 2024-07-22 10:32:47,570 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 4 days, 10:18:30, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5169, loss_cls: 4.0281, loss: 4.0281 2024-07-22 10:33:57,783 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 4 days, 10:16:38, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4945, loss_cls: 4.1164, loss: 4.1164 2024-07-22 10:35:07,999 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 4 days, 10:14:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.5031, loss_cls: 4.1073, loss: 4.1073 2024-07-22 10:36:18,206 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 4 days, 10:12:55, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4964, loss_cls: 4.1240, loss: 4.1240 2024-07-22 10:37:28,513 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 4 days, 10:11:05, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.5125, loss_cls: 4.0980, loss: 4.0980 2024-07-22 10:38:38,600 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 4 days, 10:09:12, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4878, loss_cls: 4.1378, loss: 4.1378 2024-07-22 10:39:48,468 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 4 days, 10:07:17, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4914, loss_cls: 4.1400, loss: 4.1400 2024-07-22 10:40:58,824 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 4 days, 10:05:28, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4920, loss_cls: 4.1133, loss: 4.1133 2024-07-22 10:42:08,904 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 4 days, 10:03:36, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5106, loss_cls: 4.0491, loss: 4.0491 2024-07-22 10:43:18,656 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 4 days, 10:01:40, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5000, loss_cls: 4.1300, loss: 4.1300 2024-07-22 10:44:28,755 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 4 days, 9:59:48, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2394, top5_acc: 0.4864, loss_cls: 4.1904, loss: 4.1904 2024-07-22 10:45:38,795 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 4 days, 9:57:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.4936, loss_cls: 4.1345, loss: 4.1345 2024-07-22 10:46:48,516 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 4 days, 9:56:00, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.4933, loss_cls: 4.1350, loss: 4.1350 2024-07-22 10:47:58,498 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 4 days, 9:54:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4908, loss_cls: 4.1238, loss: 4.1238 2024-07-22 10:49:08,919 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 4 days, 9:52:21, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2369, top5_acc: 0.4795, loss_cls: 4.2023, loss: 4.2023 2024-07-22 10:50:18,829 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 4 days, 9:50:29, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4955, loss_cls: 4.1534, loss: 4.1534 2024-07-22 10:51:29,015 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 4 days, 9:48:40, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.5017, loss_cls: 4.1205, loss: 4.1205 2024-07-22 10:52:39,176 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 4 days, 9:46:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4900, loss_cls: 4.1337, loss: 4.1337 2024-07-22 10:53:49,381 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 4 days, 9:45:02, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4853, loss_cls: 4.1771, loss: 4.1771 2024-07-22 10:54:59,410 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 4 days, 9:43:12, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2466, top5_acc: 0.4995, loss_cls: 4.1174, loss: 4.1174 2024-07-22 10:56:09,451 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 4 days, 9:41:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4941, loss_cls: 4.1284, loss: 4.1284 2024-07-22 10:57:19,567 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 4 days, 9:39:32, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.4952, loss_cls: 4.1271, loss: 4.1271 2024-07-22 10:58:29,683 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 4 days, 9:37:44, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.4967, loss_cls: 4.1019, loss: 4.1019 2024-07-22 10:59:39,516 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 4 days, 9:35:51, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4850, loss_cls: 4.1586, loss: 4.1586 2024-07-22 11:00:49,397 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 4 days, 9:34:00, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2411, top5_acc: 0.4898, loss_cls: 4.1694, loss: 4.1694 2024-07-22 11:01:59,812 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 4 days, 9:32:16, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4947, loss_cls: 4.1469, loss: 4.1469 2024-07-22 11:03:09,982 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 4 days, 9:30:28, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2472, top5_acc: 0.5053, loss_cls: 4.0960, loss: 4.0960 2024-07-22 11:04:19,976 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 4 days, 9:28:39, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4903, loss_cls: 4.1487, loss: 4.1487 2024-07-22 11:05:29,716 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 4 days, 9:26:47, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.4956, loss_cls: 4.1036, loss: 4.1036 2024-07-22 11:06:39,539 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 4 days, 9:24:55, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.5006, loss_cls: 4.1158, loss: 4.1158 2024-07-22 11:07:49,469 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 4 days, 9:23:06, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4995, loss_cls: 4.1030, loss: 4.1030 2024-07-22 11:08:59,551 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 4 days, 9:21:18, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4975, loss_cls: 4.1028, loss: 4.1028 2024-07-22 11:10:10,303 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 4 days, 9:19:40, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4888, loss_cls: 4.1494, loss: 4.1494 2024-07-22 11:11:20,410 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 4 days, 9:17:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4945, loss_cls: 4.1421, loss: 4.1421 2024-07-22 11:12:30,277 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 4 days, 9:16:03, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4938, loss_cls: 4.1276, loss: 4.1276 2024-07-22 11:13:04,843 - pyskl - INFO - Saving checkpoint at 11 epochs 2024-07-22 11:14:57,264 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 11:14:57,943 - pyskl - INFO - top1_acc 0.1715 top5_acc 0.3849 2024-07-22 11:14:57,943 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 11:14:57,982 - pyskl - INFO - mean_acc 0.1713 2024-07-22 11:14:57,992 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1715, top5_acc: 0.3849, mean_class_accuracy: 0.1713 2024-07-22 11:18:17,782 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 4 days, 9:33:56, time: 1.998, data_time: 1.292, memory: 15990, top1_acc: 0.2487, top5_acc: 0.4969, loss_cls: 4.1457, loss: 4.1457 2024-07-22 11:19:28,392 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 4 days, 9:32:13, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.4991, loss_cls: 4.1267, loss: 4.1267 2024-07-22 11:20:38,892 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 4 days, 9:30:28, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.4975, loss_cls: 4.1028, loss: 4.1028 2024-07-22 11:21:49,471 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 4 days, 9:28:45, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5031, loss_cls: 4.0749, loss: 4.0749 2024-07-22 11:22:59,505 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 4 days, 9:26:56, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.4970, loss_cls: 4.1048, loss: 4.1048 2024-07-22 11:24:09,544 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 4 days, 9:25:06, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.4989, loss_cls: 4.0566, loss: 4.0566 2024-07-22 11:25:19,827 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 4 days, 9:23:20, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.4967, loss_cls: 4.0842, loss: 4.0842 2024-07-22 11:26:29,903 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 4 days, 9:21:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4939, loss_cls: 4.1241, loss: 4.1241 2024-07-22 11:27:39,808 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 4 days, 9:19:40, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5038, loss_cls: 4.0741, loss: 4.0741 2024-07-22 11:28:50,178 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 4 days, 9:17:56, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.4989, loss_cls: 4.1200, loss: 4.1200 2024-07-22 11:30:00,286 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 4 days, 9:16:08, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.4845, loss_cls: 4.1677, loss: 4.1677 2024-07-22 11:31:10,438 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 4 days, 9:14:21, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.5055, loss_cls: 4.1039, loss: 4.1039 2024-07-22 11:32:20,475 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 4 days, 9:12:33, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.4892, loss_cls: 4.1320, loss: 4.1320 2024-07-22 11:33:30,637 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 4 days, 9:10:46, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.4925, loss_cls: 4.1262, loss: 4.1262 2024-07-22 11:34:40,679 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 4 days, 9:08:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4948, loss_cls: 4.1297, loss: 4.1297 2024-07-22 11:35:50,788 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 4 days, 9:07:11, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.4916, loss_cls: 4.1503, loss: 4.1503 2024-07-22 11:37:00,903 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 4 days, 9:05:25, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5095, loss_cls: 4.0920, loss: 4.0920 2024-07-22 11:38:11,230 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 4 days, 9:03:41, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.4967, loss_cls: 4.1246, loss: 4.1246 2024-07-22 11:39:21,238 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 4 days, 9:01:53, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2456, top5_acc: 0.4891, loss_cls: 4.1334, loss: 4.1334 2024-07-22 11:40:31,242 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 4 days, 9:00:06, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2441, top5_acc: 0.4986, loss_cls: 4.1199, loss: 4.1199 2024-07-22 11:41:41,650 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 4 days, 8:58:23, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.4997, loss_cls: 4.0803, loss: 4.0803 2024-07-22 11:42:51,811 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 4 days, 8:56:38, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.4958, loss_cls: 4.0981, loss: 4.0981 2024-07-22 11:44:01,981 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 4 days, 8:54:53, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5050, loss_cls: 4.0986, loss: 4.0986 2024-07-22 11:45:12,113 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 4 days, 8:53:08, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2477, top5_acc: 0.5073, loss_cls: 4.0909, loss: 4.0909 2024-07-22 11:46:22,225 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 4 days, 8:51:22, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.4973, loss_cls: 4.1270, loss: 4.1270 2024-07-22 11:47:32,696 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 4 days, 8:49:41, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4888, loss_cls: 4.1334, loss: 4.1334 2024-07-22 11:48:42,676 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 4 days, 8:47:55, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5109, loss_cls: 4.0715, loss: 4.0715 2024-07-22 11:49:52,950 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 4 days, 8:46:12, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2375, top5_acc: 0.4880, loss_cls: 4.1621, loss: 4.1621 2024-07-22 11:51:03,237 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 4 days, 8:44:29, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4991, loss_cls: 4.1207, loss: 4.1207 2024-07-22 11:52:13,087 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 4 days, 8:42:42, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4863, loss_cls: 4.1687, loss: 4.1687 2024-07-22 11:53:23,491 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 4 days, 8:41:01, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2387, top5_acc: 0.4964, loss_cls: 4.1375, loss: 4.1375 2024-07-22 11:54:33,612 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 4 days, 8:39:16, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2489, top5_acc: 0.4955, loss_cls: 4.1293, loss: 4.1293 2024-07-22 11:55:43,747 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 4 days, 8:37:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.4930, loss_cls: 4.1161, loss: 4.1161 2024-07-22 11:56:53,747 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 4 days, 8:35:47, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.5006, loss_cls: 4.1032, loss: 4.1032 2024-07-22 11:58:04,342 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 4 days, 8:34:09, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5050, loss_cls: 4.0965, loss: 4.0965 2024-07-22 11:59:14,582 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 4 days, 8:32:27, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5070, loss_cls: 4.0623, loss: 4.0623 2024-07-22 12:00:24,958 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 4 days, 8:30:46, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2431, top5_acc: 0.4903, loss_cls: 4.1385, loss: 4.1385 2024-07-22 12:00:59,461 - pyskl - INFO - Saving checkpoint at 12 epochs 2024-07-22 12:02:52,552 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 12:02:53,228 - pyskl - INFO - top1_acc 0.1915 top5_acc 0.4149 2024-07-22 12:02:53,228 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 12:02:53,265 - pyskl - INFO - mean_acc 0.1912 2024-07-22 12:02:53,270 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_6.pth was removed 2024-07-22 12:02:53,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2024-07-22 12:02:53,517 - pyskl - INFO - Best top1_acc is 0.1915 at 12 epoch. 2024-07-22 12:02:53,528 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1915, top5_acc: 0.4149, mean_class_accuracy: 0.1912 2024-07-22 12:06:11,055 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 4 days, 8:46:27, time: 1.975, data_time: 1.263, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5044, loss_cls: 4.0683, loss: 4.0683 2024-07-22 12:07:21,303 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 4 days, 8:44:43, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5109, loss_cls: 4.0361, loss: 4.0361 2024-07-22 12:08:32,146 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 4 days, 8:43:06, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.5042, loss_cls: 4.0906, loss: 4.0906 2024-07-22 12:09:42,601 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 4 days, 8:41:24, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5139, loss_cls: 4.0393, loss: 4.0393 2024-07-22 12:10:52,693 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 4 days, 8:39:38, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4955, loss_cls: 4.0883, loss: 4.0883 2024-07-22 12:12:03,207 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 4 days, 8:37:58, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.4989, loss_cls: 4.1134, loss: 4.1134 2024-07-22 12:13:13,500 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 4 days, 8:36:15, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.5006, loss_cls: 4.1062, loss: 4.1062 2024-07-22 12:14:23,467 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 4 days, 8:34:28, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.4925, loss_cls: 4.1175, loss: 4.1175 2024-07-22 12:15:33,642 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 4 days, 8:32:44, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.4972, loss_cls: 4.1247, loss: 4.1247 2024-07-22 12:16:43,601 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 4 days, 8:30:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.5048, loss_cls: 4.1011, loss: 4.1011 2024-07-22 12:17:54,300 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 4 days, 8:29:20, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.4977, loss_cls: 4.1292, loss: 4.1292 2024-07-22 12:19:04,539 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 4 days, 8:27:37, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.4938, loss_cls: 4.0909, loss: 4.0909 2024-07-22 12:20:14,684 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 4 days, 8:25:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5047, loss_cls: 4.0744, loss: 4.0744 2024-07-22 12:21:24,978 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 4 days, 8:24:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.4980, loss_cls: 4.1268, loss: 4.1268 2024-07-22 12:22:34,894 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 4 days, 8:22:25, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.5023, loss_cls: 4.0896, loss: 4.0896 2024-07-22 12:23:44,712 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 4 days, 8:20:38, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.5022, loss_cls: 4.0968, loss: 4.0968 2024-07-22 12:24:55,175 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 4 days, 8:18:59, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.5005, loss_cls: 4.1089, loss: 4.1089 2024-07-22 12:26:05,084 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 4 days, 8:17:13, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5066, loss_cls: 4.0798, loss: 4.0798 2024-07-22 12:27:15,022 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 4 days, 8:15:28, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4909, loss_cls: 4.1299, loss: 4.1299 2024-07-22 12:28:25,394 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 4 days, 8:13:47, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2367, top5_acc: 0.4992, loss_cls: 4.1651, loss: 4.1651 2024-07-22 12:29:35,186 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 4 days, 8:12:01, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2447, top5_acc: 0.4809, loss_cls: 4.1827, loss: 4.1827 2024-07-22 12:30:45,283 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 4 days, 8:10:18, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4938, loss_cls: 4.1367, loss: 4.1367 2024-07-22 12:31:55,182 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 4 days, 8:08:33, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.4991, loss_cls: 4.1427, loss: 4.1427 2024-07-22 12:33:05,071 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 4 days, 8:06:48, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4950, loss_cls: 4.1385, loss: 4.1385 2024-07-22 12:34:15,350 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 4 days, 8:05:07, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4945, loss_cls: 4.1095, loss: 4.1095 2024-07-22 12:35:25,469 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 4 days, 8:03:25, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2455, top5_acc: 0.4997, loss_cls: 4.0968, loss: 4.0968 2024-07-22 12:36:35,443 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 4 days, 8:01:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5012, loss_cls: 4.1089, loss: 4.1089 2024-07-22 12:37:45,374 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 4 days, 7:59:57, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2502, top5_acc: 0.4967, loss_cls: 4.1178, loss: 4.1178 2024-07-22 12:38:55,504 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 4 days, 7:58:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.4986, loss_cls: 4.1016, loss: 4.1016 2024-07-22 12:40:06,215 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 4 days, 7:56:40, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5072, loss_cls: 4.0667, loss: 4.0667 2024-07-22 12:41:16,472 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 4 days, 7:55:00, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.4977, loss_cls: 4.0993, loss: 4.0993 2024-07-22 12:42:27,021 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 4 days, 7:53:23, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.4998, loss_cls: 4.1129, loss: 4.1129 2024-07-22 12:43:37,211 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 4 days, 7:51:43, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2522, top5_acc: 0.5005, loss_cls: 4.0990, loss: 4.0990 2024-07-22 12:44:47,268 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 4 days, 7:50:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5081, loss_cls: 4.0905, loss: 4.0905 2024-07-22 12:45:57,664 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 4 days, 7:48:23, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.4989, loss_cls: 4.0911, loss: 4.0911 2024-07-22 12:47:07,836 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 4 days, 7:46:42, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2422, top5_acc: 0.4841, loss_cls: 4.1514, loss: 4.1514 2024-07-22 12:48:18,119 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 4 days, 7:45:03, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4913, loss_cls: 4.1065, loss: 4.1065 2024-07-22 12:48:52,903 - pyskl - INFO - Saving checkpoint at 13 epochs 2024-07-22 12:50:47,233 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 12:50:47,912 - pyskl - INFO - top1_acc 0.1843 top5_acc 0.4078 2024-07-22 12:50:47,912 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 12:50:47,954 - pyskl - INFO - mean_acc 0.1841 2024-07-22 12:50:47,966 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1843, top5_acc: 0.4078, mean_class_accuracy: 0.1841 2024-07-22 12:54:06,362 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 4 days, 7:59:26, time: 1.984, data_time: 1.280, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5005, loss_cls: 4.0461, loss: 4.0461 2024-07-22 12:55:17,259 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 4 days, 7:57:51, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.5056, loss_cls: 4.0633, loss: 4.0633 2024-07-22 12:56:27,820 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 4 days, 7:56:13, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5142, loss_cls: 4.0545, loss: 4.0545 2024-07-22 12:57:38,347 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 4 days, 7:54:35, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.4944, loss_cls: 4.1149, loss: 4.1149 2024-07-22 12:58:48,588 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 4 days, 7:52:53, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.5038, loss_cls: 4.0918, loss: 4.0918 2024-07-22 12:59:58,409 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 4 days, 7:51:08, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2525, top5_acc: 0.5030, loss_cls: 4.1134, loss: 4.1134 2024-07-22 13:01:08,451 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 4 days, 7:49:25, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.5069, loss_cls: 4.1029, loss: 4.1029 2024-07-22 13:02:18,641 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 4 days, 7:47:44, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.4913, loss_cls: 4.1164, loss: 4.1164 2024-07-22 13:03:28,963 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 4 days, 7:46:04, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5091, loss_cls: 4.0637, loss: 4.0637 2024-07-22 13:04:39,270 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 4 days, 7:44:24, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2570, top5_acc: 0.5073, loss_cls: 4.0584, loss: 4.0584 2024-07-22 13:05:49,398 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 4 days, 7:42:43, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5009, loss_cls: 4.0859, loss: 4.0859 2024-07-22 13:06:59,679 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 4 days, 7:41:03, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.5039, loss_cls: 4.1037, loss: 4.1037 2024-07-22 13:08:09,768 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 4 days, 7:39:21, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5033, loss_cls: 4.1076, loss: 4.1076 2024-07-22 13:09:20,031 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 4 days, 7:37:41, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2453, top5_acc: 0.4942, loss_cls: 4.1274, loss: 4.1274 2024-07-22 13:10:30,110 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 4 days, 7:36:00, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.5016, loss_cls: 4.0907, loss: 4.0907 2024-07-22 13:11:40,234 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 4 days, 7:34:19, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.5045, loss_cls: 4.0834, loss: 4.0834 2024-07-22 13:12:50,284 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 4 days, 7:32:37, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5069, loss_cls: 4.0906, loss: 4.0906 2024-07-22 13:14:00,723 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 4 days, 7:30:59, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.4967, loss_cls: 4.1020, loss: 4.1020 2024-07-22 13:15:11,076 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 4 days, 7:29:21, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5106, loss_cls: 4.0734, loss: 4.0734 2024-07-22 13:16:21,168 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 4 days, 7:27:40, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5005, loss_cls: 4.0834, loss: 4.0834 2024-07-22 13:17:31,508 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 4 days, 7:26:02, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.5011, loss_cls: 4.1299, loss: 4.1299 2024-07-22 13:18:41,507 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 4 days, 7:24:21, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2509, top5_acc: 0.4942, loss_cls: 4.0982, loss: 4.0982 2024-07-22 13:19:51,238 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 4 days, 7:22:36, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.5084, loss_cls: 4.0869, loss: 4.0869 2024-07-22 13:21:01,777 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 4 days, 7:21:01, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.5053, loss_cls: 4.0938, loss: 4.0938 2024-07-22 13:22:12,149 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 4 days, 7:19:23, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4984, loss_cls: 4.0732, loss: 4.0732 2024-07-22 13:23:22,012 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 4 days, 7:17:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5089, loss_cls: 4.0723, loss: 4.0723 2024-07-22 13:24:32,111 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 4 days, 7:16:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.4916, loss_cls: 4.1022, loss: 4.1022 2024-07-22 13:25:42,428 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 4 days, 7:14:23, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.4988, loss_cls: 4.1095, loss: 4.1095 2024-07-22 13:26:52,412 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 4 days, 7:12:42, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2570, top5_acc: 0.4938, loss_cls: 4.0938, loss: 4.0938 2024-07-22 13:28:02,529 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 4 days, 7:11:03, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.4972, loss_cls: 4.1165, loss: 4.1165 2024-07-22 13:29:12,410 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 4 days, 7:09:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5012, loss_cls: 4.0890, loss: 4.0890 2024-07-22 13:30:22,576 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 4 days, 7:07:42, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2487, top5_acc: 0.5061, loss_cls: 4.0952, loss: 4.0952 2024-07-22 13:31:32,749 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 4 days, 7:06:04, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.5008, loss_cls: 4.1039, loss: 4.1039 2024-07-22 13:32:43,000 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 4 days, 7:04:26, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5028, loss_cls: 4.0699, loss: 4.0699 2024-07-22 13:33:53,482 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 4 days, 7:02:51, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.4981, loss_cls: 4.1169, loss: 4.1169 2024-07-22 13:35:03,792 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 4 days, 7:01:14, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2459, top5_acc: 0.4963, loss_cls: 4.1080, loss: 4.1080 2024-07-22 13:36:13,821 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 4 days, 6:59:35, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5011, loss_cls: 4.0778, loss: 4.0778 2024-07-22 13:36:48,440 - pyskl - INFO - Saving checkpoint at 14 epochs 2024-07-22 13:38:41,075 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 13:38:41,741 - pyskl - INFO - top1_acc 0.1812 top5_acc 0.4060 2024-07-22 13:38:41,741 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 13:38:41,782 - pyskl - INFO - mean_acc 0.1810 2024-07-22 13:38:41,792 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1812, top5_acc: 0.4060, mean_class_accuracy: 0.1810 2024-07-22 13:42:00,031 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 4 days, 7:12:40, time: 1.982, data_time: 1.278, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5042, loss_cls: 4.0915, loss: 4.0915 2024-07-22 13:43:10,288 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 4 days, 7:11:01, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4966, loss_cls: 4.1207, loss: 4.1207 2024-07-22 13:44:21,728 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 4 days, 7:09:34, time: 0.714, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5050, loss_cls: 4.0610, loss: 4.0610 2024-07-22 13:45:32,176 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 4 days, 7:07:57, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5066, loss_cls: 4.0486, loss: 4.0486 2024-07-22 13:46:42,489 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 4 days, 7:06:18, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.4945, loss_cls: 4.0894, loss: 4.0894 2024-07-22 13:47:52,745 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 4 days, 7:04:40, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5028, loss_cls: 4.0844, loss: 4.0844 2024-07-22 13:49:02,675 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 4 days, 7:02:58, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.4986, loss_cls: 4.1243, loss: 4.1243 2024-07-22 13:50:13,291 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 4 days, 7:01:23, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2648, top5_acc: 0.5000, loss_cls: 4.0717, loss: 4.0717 2024-07-22 13:51:23,071 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 4 days, 6:59:41, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5141, loss_cls: 4.0639, loss: 4.0639 2024-07-22 13:52:32,999 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 4 days, 6:57:59, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2425, top5_acc: 0.4978, loss_cls: 4.1180, loss: 4.1180 2024-07-22 13:53:42,978 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 4 days, 6:56:19, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5061, loss_cls: 4.0865, loss: 4.0865 2024-07-22 13:54:52,901 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 4 days, 6:54:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5059, loss_cls: 4.0955, loss: 4.0955 2024-07-22 13:56:02,574 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 4 days, 6:52:54, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2400, top5_acc: 0.4845, loss_cls: 4.1582, loss: 4.1582 2024-07-22 13:57:12,715 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 4 days, 6:51:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2500, top5_acc: 0.5000, loss_cls: 4.0894, loss: 4.0894 2024-07-22 13:58:22,577 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 4 days, 6:49:34, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5069, loss_cls: 4.0784, loss: 4.0784 2024-07-22 13:59:32,514 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 4 days, 6:47:54, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.5059, loss_cls: 4.0647, loss: 4.0647 2024-07-22 14:00:42,571 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 4 days, 6:46:14, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4964, loss_cls: 4.1275, loss: 4.1275 2024-07-22 14:01:52,536 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 4 days, 6:44:34, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.4978, loss_cls: 4.1080, loss: 4.1080 2024-07-22 14:03:02,416 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 4 days, 6:42:54, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5003, loss_cls: 4.1150, loss: 4.1150 2024-07-22 14:04:12,240 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 4 days, 6:41:13, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.5044, loss_cls: 4.0968, loss: 4.0968 2024-07-22 14:05:22,074 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 4 days, 6:39:32, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2483, top5_acc: 0.4964, loss_cls: 4.0946, loss: 4.0946 2024-07-22 14:06:31,781 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 4 days, 6:37:50, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5045, loss_cls: 4.0880, loss: 4.0880 2024-07-22 14:07:41,887 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 4 days, 6:36:12, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2464, top5_acc: 0.4905, loss_cls: 4.1312, loss: 4.1312 2024-07-22 14:08:51,957 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 4 days, 6:34:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.5019, loss_cls: 4.1029, loss: 4.1029 2024-07-22 14:10:01,984 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 4 days, 6:32:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2469, top5_acc: 0.4906, loss_cls: 4.1298, loss: 4.1298 2024-07-22 14:11:12,011 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 4 days, 6:31:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5039, loss_cls: 4.0603, loss: 4.0603 2024-07-22 14:12:21,918 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 4 days, 6:29:36, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5056, loss_cls: 4.0856, loss: 4.0856 2024-07-22 14:13:31,702 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 4 days, 6:27:56, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5075, loss_cls: 4.0587, loss: 4.0587 2024-07-22 14:14:41,669 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 4 days, 6:26:17, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5153, loss_cls: 4.0597, loss: 4.0597 2024-07-22 14:15:52,017 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 4 days, 6:24:42, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2491, top5_acc: 0.5019, loss_cls: 4.0947, loss: 4.0947 2024-07-22 14:17:01,691 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 4 days, 6:23:00, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2473, top5_acc: 0.4972, loss_cls: 4.1130, loss: 4.1130 2024-07-22 14:18:11,755 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 4 days, 6:21:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2481, top5_acc: 0.4991, loss_cls: 4.1189, loss: 4.1189 2024-07-22 14:19:21,580 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 4 days, 6:19:43, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2592, top5_acc: 0.4970, loss_cls: 4.0736, loss: 4.0736 2024-07-22 14:20:31,529 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 4 days, 6:18:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.5014, loss_cls: 4.0822, loss: 4.0822 2024-07-22 14:21:41,853 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 4 days, 6:16:30, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.4969, loss_cls: 4.1089, loss: 4.1089 2024-07-22 14:22:51,773 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 4 days, 6:14:51, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5020, loss_cls: 4.0634, loss: 4.0634 2024-07-22 14:24:01,700 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 4 days, 6:13:13, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5017, loss_cls: 4.0974, loss: 4.0974 2024-07-22 14:24:36,198 - pyskl - INFO - Saving checkpoint at 15 epochs 2024-07-22 14:26:28,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 14:26:29,009 - pyskl - INFO - top1_acc 0.1728 top5_acc 0.3920 2024-07-22 14:26:29,009 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 14:26:29,047 - pyskl - INFO - mean_acc 0.1725 2024-07-22 14:26:29,057 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1728, top5_acc: 0.3920, mean_class_accuracy: 0.1725 2024-07-22 14:29:51,027 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 4 days, 6:25:47, time: 2.020, data_time: 1.312, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5200, loss_cls: 4.0440, loss: 4.0440 2024-07-22 14:31:01,359 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 4 days, 6:24:10, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5145, loss_cls: 4.0278, loss: 4.0278 2024-07-22 14:32:12,500 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 4 days, 6:22:41, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5067, loss_cls: 4.0691, loss: 4.0691 2024-07-22 14:33:23,300 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 4 days, 6:21:10, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5092, loss_cls: 4.0508, loss: 4.0508 2024-07-22 14:34:33,986 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 4 days, 6:19:37, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.4950, loss_cls: 4.0452, loss: 4.0452 2024-07-22 14:35:44,047 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 4 days, 6:17:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.5058, loss_cls: 4.0897, loss: 4.0897 2024-07-22 14:36:54,069 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 4 days, 6:16:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5081, loss_cls: 4.0552, loss: 4.0552 2024-07-22 14:38:04,039 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 4 days, 6:14:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2494, top5_acc: 0.4952, loss_cls: 4.0940, loss: 4.0940 2024-07-22 14:39:13,969 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 4 days, 6:13:02, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2486, top5_acc: 0.5023, loss_cls: 4.1097, loss: 4.1097 2024-07-22 14:40:23,974 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 4 days, 6:11:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5069, loss_cls: 4.0682, loss: 4.0682 2024-07-22 14:41:34,064 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 4 days, 6:09:46, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5008, loss_cls: 4.0726, loss: 4.0726 2024-07-22 14:42:44,189 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 4 days, 6:08:09, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2528, top5_acc: 0.5009, loss_cls: 4.0740, loss: 4.0740 2024-07-22 14:43:53,959 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 4 days, 6:06:28, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2448, top5_acc: 0.4956, loss_cls: 4.1198, loss: 4.1198 2024-07-22 14:45:03,579 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 4 days, 6:04:47, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2508, top5_acc: 0.5072, loss_cls: 4.0743, loss: 4.0743 2024-07-22 14:46:13,511 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 4 days, 6:03:08, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5038, loss_cls: 4.0686, loss: 4.0686 2024-07-22 14:47:23,290 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 4 days, 6:01:29, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4986, loss_cls: 4.1007, loss: 4.1007 2024-07-22 14:48:33,029 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 4 days, 5:59:49, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5103, loss_cls: 4.0682, loss: 4.0682 2024-07-22 14:49:42,764 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 4 days, 5:58:09, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5003, loss_cls: 4.0678, loss: 4.0678 2024-07-22 14:50:53,008 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 4 days, 5:56:33, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.5014, loss_cls: 4.1032, loss: 4.1032 2024-07-22 14:52:02,786 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 4 days, 5:54:54, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.5045, loss_cls: 4.1106, loss: 4.1106 2024-07-22 14:53:12,336 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 4 days, 5:53:13, time: 0.695, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5056, loss_cls: 4.0659, loss: 4.0659 2024-07-22 14:54:22,240 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 4 days, 5:51:35, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5048, loss_cls: 4.1020, loss: 4.1020 2024-07-22 14:55:32,124 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 4 days, 5:49:56, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.5005, loss_cls: 4.1147, loss: 4.1147 2024-07-22 14:56:41,727 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 4 days, 5:48:16, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2505, top5_acc: 0.4878, loss_cls: 4.1366, loss: 4.1366 2024-07-22 14:57:51,604 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 4 days, 5:46:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5045, loss_cls: 4.0706, loss: 4.0706 2024-07-22 14:59:01,892 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 4 days, 5:45:03, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.5002, loss_cls: 4.1029, loss: 4.1029 2024-07-22 15:00:11,820 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 4 days, 5:43:26, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5023, loss_cls: 4.0889, loss: 4.0889 2024-07-22 15:01:21,585 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 4 days, 5:41:47, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.4925, loss_cls: 4.0801, loss: 4.0801 2024-07-22 15:02:31,281 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 4 days, 5:40:08, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5011, loss_cls: 4.0938, loss: 4.0938 2024-07-22 15:03:41,244 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 4 days, 5:38:31, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.5055, loss_cls: 4.0944, loss: 4.0944 2024-07-22 15:04:51,415 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 4 days, 5:36:56, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2503, top5_acc: 0.4863, loss_cls: 4.1510, loss: 4.1510 2024-07-22 15:06:01,298 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 4 days, 5:35:19, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5033, loss_cls: 4.0776, loss: 4.0776 2024-07-22 15:07:11,139 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 4 days, 5:33:41, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2478, top5_acc: 0.5045, loss_cls: 4.1001, loss: 4.1001 2024-07-22 15:08:21,142 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 4 days, 5:32:05, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5050, loss_cls: 4.0699, loss: 4.0699 2024-07-22 15:09:31,460 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 4 days, 5:30:32, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2544, top5_acc: 0.4970, loss_cls: 4.1083, loss: 4.1083 2024-07-22 15:10:41,379 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 4 days, 5:28:55, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5170, loss_cls: 4.0573, loss: 4.0573 2024-07-22 15:11:51,476 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 4 days, 5:27:20, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.4956, loss_cls: 4.0924, loss: 4.0924 2024-07-22 15:12:26,017 - pyskl - INFO - Saving checkpoint at 16 epochs 2024-07-22 15:14:18,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 15:14:19,168 - pyskl - INFO - top1_acc 0.1673 top5_acc 0.3803 2024-07-22 15:14:19,168 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 15:14:19,208 - pyskl - INFO - mean_acc 0.1671 2024-07-22 15:14:19,219 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1673, top5_acc: 0.3803, mean_class_accuracy: 0.1671 2024-07-22 15:17:38,441 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 4 days, 5:38:31, time: 1.992, data_time: 1.289, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5089, loss_cls: 4.0649, loss: 4.0649 2024-07-22 15:18:49,124 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 4 days, 5:37:00, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2469, top5_acc: 0.5020, loss_cls: 4.0989, loss: 4.0989 2024-07-22 15:20:00,404 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 4 days, 5:35:33, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5197, loss_cls: 4.0011, loss: 4.0011 2024-07-22 15:21:10,700 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 4 days, 5:33:59, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2494, top5_acc: 0.5011, loss_cls: 4.1090, loss: 4.1090 2024-07-22 15:22:21,133 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 4 days, 5:32:25, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2475, top5_acc: 0.5028, loss_cls: 4.0657, loss: 4.0657 2024-07-22 15:23:31,461 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 4 days, 5:30:51, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5105, loss_cls: 4.0610, loss: 4.0610 2024-07-22 15:24:41,641 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 4 days, 5:29:16, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5073, loss_cls: 4.0692, loss: 4.0692 2024-07-22 15:25:51,566 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 4 days, 5:27:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5205, loss_cls: 4.0063, loss: 4.0063 2024-07-22 15:27:01,780 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 4 days, 5:26:04, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5103, loss_cls: 4.0659, loss: 4.0659 2024-07-22 15:28:11,551 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 4 days, 5:24:25, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5103, loss_cls: 4.0578, loss: 4.0578 2024-07-22 15:29:21,317 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 4 days, 5:22:47, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5041, loss_cls: 4.0750, loss: 4.0750 2024-07-22 15:30:31,148 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 4 days, 5:21:09, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.5047, loss_cls: 4.0818, loss: 4.0818 2024-07-22 15:31:40,884 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 4 days, 5:19:31, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5077, loss_cls: 4.0867, loss: 4.0867 2024-07-22 15:32:50,894 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 4 days, 5:17:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5084, loss_cls: 4.0469, loss: 4.0469 2024-07-22 15:34:00,789 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 4 days, 5:16:18, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5055, loss_cls: 4.0526, loss: 4.0526 2024-07-22 15:35:10,519 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 4 days, 5:14:39, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2442, top5_acc: 0.4941, loss_cls: 4.1237, loss: 4.1237 2024-07-22 15:36:20,659 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 4 days, 5:13:05, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5216, loss_cls: 4.0193, loss: 4.0193 2024-07-22 15:37:30,494 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 4 days, 5:11:27, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2523, top5_acc: 0.4970, loss_cls: 4.1052, loss: 4.1052 2024-07-22 15:38:40,064 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 4 days, 5:09:48, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4947, loss_cls: 4.0970, loss: 4.0970 2024-07-22 15:39:50,049 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 4 days, 5:08:12, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5091, loss_cls: 4.0717, loss: 4.0717 2024-07-22 15:40:59,829 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 4 days, 5:06:35, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4928, loss_cls: 4.1264, loss: 4.1264 2024-07-22 15:42:09,626 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 4 days, 5:04:58, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5067, loss_cls: 4.0616, loss: 4.0616 2024-07-22 15:43:20,148 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 4 days, 5:03:27, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5033, loss_cls: 4.0895, loss: 4.0895 2024-07-22 15:44:29,885 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 4 days, 5:01:49, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5144, loss_cls: 4.0379, loss: 4.0379 2024-07-22 15:45:39,791 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 4 days, 5:00:13, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2536, top5_acc: 0.4991, loss_cls: 4.1181, loss: 4.1181 2024-07-22 15:46:49,788 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 4 days, 4:58:38, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5130, loss_cls: 4.0241, loss: 4.0241 2024-07-22 15:47:59,689 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 4 days, 4:57:02, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5108, loss_cls: 4.0554, loss: 4.0554 2024-07-22 15:49:09,896 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 4 days, 4:55:29, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5112, loss_cls: 4.0337, loss: 4.0337 2024-07-22 15:50:19,913 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 4 days, 4:53:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5045, loss_cls: 4.0413, loss: 4.0413 2024-07-22 15:51:29,794 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 4 days, 4:52:18, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5012, loss_cls: 4.0656, loss: 4.0656 2024-07-22 15:52:39,645 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 4 days, 4:50:42, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2611, top5_acc: 0.5008, loss_cls: 4.0752, loss: 4.0752 2024-07-22 15:53:49,775 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 4 days, 4:49:09, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.5023, loss_cls: 4.0997, loss: 4.0997 2024-07-22 15:54:59,423 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 4 days, 4:47:31, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2427, top5_acc: 0.4880, loss_cls: 4.1501, loss: 4.1501 2024-07-22 15:56:09,665 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 4 days, 4:45:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5028, loss_cls: 4.0836, loss: 4.0836 2024-07-22 15:57:20,128 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 4 days, 4:44:28, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2492, top5_acc: 0.5030, loss_cls: 4.1190, loss: 4.1190 2024-07-22 15:58:30,475 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 4 days, 4:42:56, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5042, loss_cls: 4.0904, loss: 4.0904 2024-07-22 15:59:40,765 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 4 days, 4:41:24, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5103, loss_cls: 4.0643, loss: 4.0643 2024-07-22 16:00:15,206 - pyskl - INFO - Saving checkpoint at 17 epochs 2024-07-22 16:02:07,747 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 16:02:08,415 - pyskl - INFO - top1_acc 0.1654 top5_acc 0.3647 2024-07-22 16:02:08,415 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 16:02:08,457 - pyskl - INFO - mean_acc 0.1652 2024-07-22 16:02:08,468 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1654, top5_acc: 0.3647, mean_class_accuracy: 0.1652 2024-07-22 16:05:27,226 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 4 days, 4:51:40, time: 1.987, data_time: 1.283, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5180, loss_cls: 4.0274, loss: 4.0274 2024-07-22 16:06:37,639 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 4 days, 4:50:08, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5125, loss_cls: 4.0243, loss: 4.0243 2024-07-22 16:07:48,938 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 4 days, 4:48:43, time: 0.713, data_time: 0.000, memory: 15990, top1_acc: 0.2517, top5_acc: 0.5038, loss_cls: 4.0842, loss: 4.0842 2024-07-22 16:08:59,455 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 4 days, 4:47:12, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5128, loss_cls: 4.0550, loss: 4.0550 2024-07-22 16:10:10,176 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 4 days, 4:45:42, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5084, loss_cls: 4.0603, loss: 4.0603 2024-07-22 16:11:20,671 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 4 days, 4:44:11, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5033, loss_cls: 4.0741, loss: 4.0741 2024-07-22 16:12:30,793 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 4 days, 4:42:36, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4977, loss_cls: 4.0866, loss: 4.0866 2024-07-22 16:13:40,898 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 4 days, 4:41:02, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.5088, loss_cls: 4.0842, loss: 4.0842 2024-07-22 16:14:50,979 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 4 days, 4:39:28, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5084, loss_cls: 4.0802, loss: 4.0802 2024-07-22 16:16:01,112 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 4 days, 4:37:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5142, loss_cls: 4.0455, loss: 4.0455 2024-07-22 16:17:11,035 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 4 days, 4:36:18, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5081, loss_cls: 4.0781, loss: 4.0781 2024-07-22 16:18:21,168 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 4 days, 4:34:45, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5100, loss_cls: 4.0567, loss: 4.0567 2024-07-22 16:19:31,014 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 4 days, 4:33:09, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5000, loss_cls: 4.0750, loss: 4.0750 2024-07-22 16:20:40,931 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 4 days, 4:31:34, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5064, loss_cls: 4.0726, loss: 4.0726 2024-07-22 16:21:50,745 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 4 days, 4:29:58, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5009, loss_cls: 4.0937, loss: 4.0937 2024-07-22 16:23:00,790 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 4 days, 4:28:24, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5094, loss_cls: 4.0217, loss: 4.0217 2024-07-22 16:24:10,788 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 4 days, 4:26:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5078, loss_cls: 4.0568, loss: 4.0568 2024-07-22 16:25:20,717 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 4 days, 4:25:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5094, loss_cls: 4.0442, loss: 4.0442 2024-07-22 16:26:30,404 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 4 days, 4:23:38, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.5089, loss_cls: 4.0592, loss: 4.0592 2024-07-22 16:27:40,227 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 4 days, 4:22:02, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2570, top5_acc: 0.5083, loss_cls: 4.0877, loss: 4.0877 2024-07-22 16:28:50,057 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 4 days, 4:20:27, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5073, loss_cls: 4.0577, loss: 4.0577 2024-07-22 16:29:59,965 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 4 days, 4:18:52, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5048, loss_cls: 4.0657, loss: 4.0657 2024-07-22 16:31:09,910 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 4 days, 4:17:18, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2537, top5_acc: 0.4978, loss_cls: 4.1032, loss: 4.1032 2024-07-22 16:32:19,848 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 4 days, 4:15:44, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2512, top5_acc: 0.4966, loss_cls: 4.1066, loss: 4.1066 2024-07-22 16:33:29,763 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 4 days, 4:14:09, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.4988, loss_cls: 4.1121, loss: 4.1121 2024-07-22 16:34:39,485 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 4 days, 4:12:34, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5127, loss_cls: 4.0280, loss: 4.0280 2024-07-22 16:35:49,394 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 4 days, 4:10:59, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5073, loss_cls: 4.0681, loss: 4.0681 2024-07-22 16:36:59,293 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 4 days, 4:09:25, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2531, top5_acc: 0.4953, loss_cls: 4.0842, loss: 4.0842 2024-07-22 16:38:09,029 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 4 days, 4:07:50, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5017, loss_cls: 4.0832, loss: 4.0832 2024-07-22 16:39:18,922 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 4 days, 4:06:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5084, loss_cls: 4.0675, loss: 4.0675 2024-07-22 16:40:28,695 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 4 days, 4:04:40, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5069, loss_cls: 4.0530, loss: 4.0530 2024-07-22 16:41:38,683 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 4 days, 4:03:07, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2567, top5_acc: 0.5017, loss_cls: 4.1034, loss: 4.1034 2024-07-22 16:42:48,759 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 4 days, 4:01:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5128, loss_cls: 4.0332, loss: 4.0332 2024-07-22 16:43:58,726 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 4 days, 4:00:01, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4986, loss_cls: 4.0836, loss: 4.0836 2024-07-22 16:45:09,100 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 4 days, 3:58:31, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5078, loss_cls: 4.0599, loss: 4.0599 2024-07-22 16:46:19,178 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 4 days, 3:56:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.4947, loss_cls: 4.1336, loss: 4.1336 2024-07-22 16:47:29,262 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 4 days, 3:55:26, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5038, loss_cls: 4.0798, loss: 4.0798 2024-07-22 16:48:03,850 - pyskl - INFO - Saving checkpoint at 18 epochs 2024-07-22 16:49:56,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 16:49:57,109 - pyskl - INFO - top1_acc 0.1795 top5_acc 0.4076 2024-07-22 16:49:57,109 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 16:49:57,152 - pyskl - INFO - mean_acc 0.1792 2024-07-22 16:49:57,162 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1795, top5_acc: 0.4076, mean_class_accuracy: 0.1792 2024-07-22 16:53:16,156 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 4 days, 4:04:59, time: 1.990, data_time: 1.286, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5114, loss_cls: 4.0313, loss: 4.0313 2024-07-22 16:54:26,837 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 4 days, 4:03:30, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5139, loss_cls: 4.0580, loss: 4.0580 2024-07-22 16:55:37,926 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 4 days, 4:02:04, time: 0.711, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5112, loss_cls: 4.0467, loss: 4.0467 2024-07-22 16:56:48,319 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 4 days, 4:00:33, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5081, loss_cls: 4.0531, loss: 4.0531 2024-07-22 16:57:58,940 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 4 days, 3:59:04, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5166, loss_cls: 4.0366, loss: 4.0366 2024-07-22 16:59:09,735 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 4 days, 3:57:36, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5077, loss_cls: 4.0669, loss: 4.0669 2024-07-22 17:00:19,997 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 4 days, 3:56:04, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5084, loss_cls: 4.0527, loss: 4.0527 2024-07-22 17:01:30,161 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 4 days, 3:54:32, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5105, loss_cls: 4.0395, loss: 4.0395 2024-07-22 17:02:39,874 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 4 days, 3:52:57, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5180, loss_cls: 3.9939, loss: 3.9939 2024-07-22 17:03:49,926 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 4 days, 3:51:23, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.5014, loss_cls: 4.0721, loss: 4.0721 2024-07-22 17:04:59,694 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 4 days, 3:49:48, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5153, loss_cls: 4.0046, loss: 4.0046 2024-07-22 17:06:09,306 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 4 days, 3:48:12, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5122, loss_cls: 4.0402, loss: 4.0402 2024-07-22 17:07:19,243 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 4 days, 3:46:39, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2530, top5_acc: 0.5048, loss_cls: 4.0937, loss: 4.0937 2024-07-22 17:08:29,177 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 4 days, 3:45:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5059, loss_cls: 4.0537, loss: 4.0537 2024-07-22 17:09:39,072 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 4 days, 3:43:31, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.5089, loss_cls: 4.0489, loss: 4.0489 2024-07-22 17:10:48,796 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 4 days, 3:41:56, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2484, top5_acc: 0.4945, loss_cls: 4.1316, loss: 4.1316 2024-07-22 17:11:58,531 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 4 days, 3:40:21, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2627, top5_acc: 0.5053, loss_cls: 4.0383, loss: 4.0383 2024-07-22 17:13:08,371 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 4 days, 3:38:47, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5147, loss_cls: 4.0170, loss: 4.0170 2024-07-22 17:14:18,219 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 4 days, 3:37:14, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5241, loss_cls: 4.0089, loss: 4.0089 2024-07-22 17:15:27,951 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 4 days, 3:35:39, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.5011, loss_cls: 4.0793, loss: 4.0793 2024-07-22 17:16:38,064 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 4 days, 3:34:07, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5089, loss_cls: 4.0570, loss: 4.0570 2024-07-22 17:17:47,782 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 4 days, 3:32:32, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5138, loss_cls: 4.0303, loss: 4.0303 2024-07-22 17:18:57,963 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 4 days, 3:31:01, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2514, top5_acc: 0.5012, loss_cls: 4.1014, loss: 4.1014 2024-07-22 17:20:07,727 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 4 days, 3:29:27, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.5014, loss_cls: 4.1031, loss: 4.1031 2024-07-22 17:21:17,673 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 4 days, 3:27:54, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5098, loss_cls: 4.0667, loss: 4.0667 2024-07-22 17:22:27,627 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 4 days, 3:26:22, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5147, loss_cls: 4.0291, loss: 4.0291 2024-07-22 17:23:37,622 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 4 days, 3:24:49, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5017, loss_cls: 4.0676, loss: 4.0676 2024-07-22 17:24:47,414 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 4 days, 3:23:16, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5125, loss_cls: 4.0372, loss: 4.0372 2024-07-22 17:25:57,293 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 4 days, 3:21:43, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5139, loss_cls: 4.0217, loss: 4.0217 2024-07-22 17:27:07,202 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 4 days, 3:20:10, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5023, loss_cls: 4.0892, loss: 4.0892 2024-07-22 17:28:17,350 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 4 days, 3:18:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2548, top5_acc: 0.5014, loss_cls: 4.0882, loss: 4.0882 2024-07-22 17:29:27,130 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 4 days, 3:17:05, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5025, loss_cls: 4.0968, loss: 4.0968 2024-07-22 17:30:37,145 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 4 days, 3:15:34, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5061, loss_cls: 4.0966, loss: 4.0966 2024-07-22 17:31:47,359 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 4 days, 3:14:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5145, loss_cls: 4.0509, loss: 4.0509 2024-07-22 17:32:57,547 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 4 days, 3:12:33, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5147, loss_cls: 4.0452, loss: 4.0452 2024-07-22 17:34:07,392 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 4 days, 3:11:00, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2550, top5_acc: 0.4997, loss_cls: 4.0844, loss: 4.0844 2024-07-22 17:35:17,373 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 4 days, 3:09:28, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5045, loss_cls: 4.0702, loss: 4.0702 2024-07-22 17:35:51,988 - pyskl - INFO - Saving checkpoint at 19 epochs 2024-07-22 17:37:44,057 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 17:37:44,721 - pyskl - INFO - top1_acc 0.1727 top5_acc 0.3988 2024-07-22 17:37:44,722 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 17:37:44,759 - pyskl - INFO - mean_acc 0.1724 2024-07-22 17:37:44,769 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1727, top5_acc: 0.3988, mean_class_accuracy: 0.1724 2024-07-22 17:41:03,254 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 4 days, 3:18:17, time: 1.985, data_time: 1.280, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5103, loss_cls: 4.0087, loss: 4.0087 2024-07-22 17:42:13,727 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 4 days, 3:16:48, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5100, loss_cls: 4.0292, loss: 4.0292 2024-07-22 17:43:24,731 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 4 days, 3:15:22, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5261, loss_cls: 4.0024, loss: 4.0024 2024-07-22 17:44:35,117 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 4 days, 3:13:53, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5162, loss_cls: 4.0041, loss: 4.0041 2024-07-22 17:45:45,482 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 4 days, 3:12:23, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5103, loss_cls: 4.0453, loss: 4.0453 2024-07-22 17:46:55,742 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 4 days, 3:10:52, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5095, loss_cls: 4.0591, loss: 4.0591 2024-07-22 17:48:05,774 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 4 days, 3:09:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5061, loss_cls: 4.0570, loss: 4.0570 2024-07-22 17:49:15,711 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 4 days, 3:07:47, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2552, top5_acc: 0.4938, loss_cls: 4.1147, loss: 4.1147 2024-07-22 17:50:25,545 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 4 days, 3:06:14, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5095, loss_cls: 4.0215, loss: 4.0215 2024-07-22 17:51:35,309 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 4 days, 3:04:40, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5159, loss_cls: 4.0217, loss: 4.0217 2024-07-22 17:52:45,197 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 4 days, 3:03:08, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5045, loss_cls: 4.0658, loss: 4.0658 2024-07-22 17:53:55,183 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 4 days, 3:01:36, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5005, loss_cls: 4.0726, loss: 4.0726 2024-07-22 17:55:04,997 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 4 days, 3:00:02, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5109, loss_cls: 4.0363, loss: 4.0363 2024-07-22 17:56:14,863 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 4 days, 2:58:30, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5102, loss_cls: 4.0434, loss: 4.0434 2024-07-22 17:57:24,839 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 4 days, 2:56:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5153, loss_cls: 4.0134, loss: 4.0134 2024-07-22 17:58:34,562 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 4 days, 2:55:24, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.5016, loss_cls: 4.0827, loss: 4.0827 2024-07-22 17:59:44,363 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 4 days, 2:53:51, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5166, loss_cls: 4.0108, loss: 4.0108 2024-07-22 18:00:54,279 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 4 days, 2:52:19, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5073, loss_cls: 4.0733, loss: 4.0733 2024-07-22 18:02:03,983 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 4 days, 2:50:45, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5139, loss_cls: 4.0368, loss: 4.0368 2024-07-22 18:03:13,625 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 4 days, 2:49:12, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5020, loss_cls: 4.0910, loss: 4.0910 2024-07-22 18:04:23,312 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 4 days, 2:47:38, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2533, top5_acc: 0.5066, loss_cls: 4.0680, loss: 4.0680 2024-07-22 18:05:33,151 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 4 days, 2:46:06, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5152, loss_cls: 4.0676, loss: 4.0676 2024-07-22 18:06:43,120 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 4 days, 2:44:34, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2572, top5_acc: 0.5059, loss_cls: 4.0820, loss: 4.0820 2024-07-22 18:07:53,116 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 4 days, 2:43:03, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5152, loss_cls: 4.0161, loss: 4.0161 2024-07-22 18:09:02,817 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 4 days, 2:41:30, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5120, loss_cls: 4.0282, loss: 4.0282 2024-07-22 18:10:12,953 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 4 days, 2:40:00, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5083, loss_cls: 4.0679, loss: 4.0679 2024-07-22 18:11:22,831 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 4 days, 2:38:28, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2511, top5_acc: 0.5083, loss_cls: 4.0637, loss: 4.0637 2024-07-22 18:12:32,585 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 4 days, 2:36:55, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5081, loss_cls: 4.0561, loss: 4.0561 2024-07-22 18:13:42,598 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 4 days, 2:35:24, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5138, loss_cls: 4.0668, loss: 4.0668 2024-07-22 18:14:52,555 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 4 days, 2:33:53, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5053, loss_cls: 4.0750, loss: 4.0750 2024-07-22 18:16:02,503 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 4 days, 2:32:22, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5111, loss_cls: 4.0471, loss: 4.0471 2024-07-22 18:17:12,329 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 4 days, 2:30:50, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5030, loss_cls: 4.0804, loss: 4.0804 2024-07-22 18:18:22,273 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 4 days, 2:29:19, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5223, loss_cls: 4.0249, loss: 4.0249 2024-07-22 18:19:32,492 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 4 days, 2:27:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2450, top5_acc: 0.5008, loss_cls: 4.1163, loss: 4.1163 2024-07-22 18:20:42,745 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 4 days, 2:26:21, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5050, loss_cls: 4.0495, loss: 4.0495 2024-07-22 18:21:52,633 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 4 days, 2:24:49, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5011, loss_cls: 4.0770, loss: 4.0770 2024-07-22 18:23:02,640 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 4 days, 2:23:19, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5119, loss_cls: 4.0456, loss: 4.0456 2024-07-22 18:23:37,058 - pyskl - INFO - Saving checkpoint at 20 epochs 2024-07-22 18:25:29,318 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 18:25:29,992 - pyskl - INFO - top1_acc 0.1855 top5_acc 0.4022 2024-07-22 18:25:29,993 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 18:25:30,034 - pyskl - INFO - mean_acc 0.1853 2024-07-22 18:25:30,044 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1855, top5_acc: 0.4022, mean_class_accuracy: 0.1853 2024-07-22 18:28:49,086 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 4 days, 2:31:35, time: 1.990, data_time: 1.284, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5309, loss_cls: 3.9625, loss: 3.9625 2024-07-22 18:29:59,452 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 4 days, 2:30:06, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5120, loss_cls: 4.0375, loss: 4.0375 2024-07-22 18:31:10,222 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 4 days, 2:28:40, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5158, loss_cls: 4.0450, loss: 4.0450 2024-07-22 18:32:20,534 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 4 days, 2:27:11, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5208, loss_cls: 3.9994, loss: 3.9994 2024-07-22 18:33:31,128 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 4 days, 2:25:44, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2506, top5_acc: 0.5077, loss_cls: 4.0680, loss: 4.0680 2024-07-22 18:34:41,414 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 4 days, 2:24:14, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5086, loss_cls: 4.0539, loss: 4.0539 2024-07-22 18:35:51,618 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 4 days, 2:22:44, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5012, loss_cls: 4.0665, loss: 4.0665 2024-07-22 18:37:01,458 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 4 days, 2:21:12, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5205, loss_cls: 4.0339, loss: 4.0339 2024-07-22 18:38:11,538 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 4 days, 2:19:42, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5061, loss_cls: 4.0752, loss: 4.0752 2024-07-22 18:39:21,227 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 4 days, 2:18:09, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2520, top5_acc: 0.5019, loss_cls: 4.0841, loss: 4.0841 2024-07-22 18:40:31,353 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 4 days, 2:16:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5134, loss_cls: 4.0280, loss: 4.0280 2024-07-22 18:41:41,361 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 4 days, 2:15:08, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5109, loss_cls: 4.0303, loss: 4.0303 2024-07-22 18:42:51,316 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 4 days, 2:13:37, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5095, loss_cls: 4.0592, loss: 4.0592 2024-07-22 18:44:01,065 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 4 days, 2:12:05, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5020, loss_cls: 4.0683, loss: 4.0683 2024-07-22 18:45:10,780 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 4 days, 2:10:33, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5009, loss_cls: 4.0575, loss: 4.0575 2024-07-22 18:46:20,575 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 4 days, 2:09:01, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5138, loss_cls: 4.0259, loss: 4.0259 2024-07-22 18:47:30,346 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 4 days, 2:07:29, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.5061, loss_cls: 4.1034, loss: 4.1034 2024-07-22 18:48:40,374 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 4 days, 2:05:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5041, loss_cls: 4.0917, loss: 4.0917 2024-07-22 18:49:50,099 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 4 days, 2:04:26, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5130, loss_cls: 4.0298, loss: 4.0298 2024-07-22 18:51:00,017 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 4 days, 2:02:55, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2573, top5_acc: 0.5091, loss_cls: 4.0516, loss: 4.0516 2024-07-22 18:52:09,882 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 4 days, 2:01:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5072, loss_cls: 4.0521, loss: 4.0521 2024-07-22 18:53:19,710 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 4 days, 1:59:53, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2527, top5_acc: 0.5031, loss_cls: 4.0986, loss: 4.0986 2024-07-22 18:54:29,403 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 4 days, 1:58:21, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2445, top5_acc: 0.4973, loss_cls: 4.0990, loss: 4.0990 2024-07-22 18:55:39,134 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 4 days, 1:56:49, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.4991, loss_cls: 4.0735, loss: 4.0735 2024-07-22 18:56:49,213 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 4 days, 1:55:19, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5052, loss_cls: 4.0762, loss: 4.0762 2024-07-22 18:57:58,967 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 4 days, 1:53:48, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5098, loss_cls: 4.0556, loss: 4.0556 2024-07-22 18:59:08,948 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 4 days, 1:52:18, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5092, loss_cls: 4.0791, loss: 4.0791 2024-07-22 19:00:18,929 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 4 days, 1:50:48, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5088, loss_cls: 4.0661, loss: 4.0661 2024-07-22 19:01:28,979 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 4 days, 1:49:18, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5175, loss_cls: 4.0113, loss: 4.0113 2024-07-22 19:02:38,725 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 4 days, 1:47:47, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5130, loss_cls: 4.0516, loss: 4.0516 2024-07-22 19:03:48,854 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 4 days, 1:46:18, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5086, loss_cls: 4.0566, loss: 4.0566 2024-07-22 19:04:58,494 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 4 days, 1:44:46, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5028, loss_cls: 4.0925, loss: 4.0925 2024-07-22 19:06:08,592 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 4 days, 1:43:17, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5039, loss_cls: 4.0546, loss: 4.0546 2024-07-22 19:07:18,553 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 4 days, 1:41:47, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5116, loss_cls: 4.0465, loss: 4.0465 2024-07-22 19:08:28,765 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 4 days, 1:40:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5077, loss_cls: 4.0719, loss: 4.0719 2024-07-22 19:09:38,554 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 4 days, 1:38:48, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5108, loss_cls: 4.0358, loss: 4.0358 2024-07-22 19:10:48,754 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 4 days, 1:37:20, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5119, loss_cls: 4.0534, loss: 4.0534 2024-07-22 19:11:23,065 - pyskl - INFO - Saving checkpoint at 21 epochs 2024-07-22 19:13:15,350 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 19:13:16,022 - pyskl - INFO - top1_acc 0.1632 top5_acc 0.3699 2024-07-22 19:13:16,022 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 19:13:16,061 - pyskl - INFO - mean_acc 0.1631 2024-07-22 19:13:16,071 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1632, top5_acc: 0.3699, mean_class_accuracy: 0.1631 2024-07-22 19:16:36,781 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 4 days, 1:45:13, time: 2.007, data_time: 1.299, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5230, loss_cls: 4.0022, loss: 4.0022 2024-07-22 19:17:47,152 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 4 days, 1:43:45, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5205, loss_cls: 4.0189, loss: 4.0189 2024-07-22 19:18:57,907 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 4 days, 1:42:20, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5127, loss_cls: 4.0281, loss: 4.0281 2024-07-22 19:20:07,930 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 4 days, 1:40:50, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2516, top5_acc: 0.5044, loss_cls: 4.0540, loss: 4.0540 2024-07-22 19:21:18,484 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 4 days, 1:39:23, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2564, top5_acc: 0.5078, loss_cls: 4.0575, loss: 4.0575 2024-07-22 19:22:29,155 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 4 days, 1:37:57, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.5081, loss_cls: 4.0631, loss: 4.0631 2024-07-22 19:23:38,987 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 4 days, 1:36:26, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5152, loss_cls: 4.0286, loss: 4.0286 2024-07-22 19:24:49,094 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 4 days, 1:34:57, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5084, loss_cls: 4.0589, loss: 4.0589 2024-07-22 19:25:59,055 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 4 days, 1:33:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.5088, loss_cls: 4.0602, loss: 4.0602 2024-07-22 19:27:09,230 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 4 days, 1:31:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2556, top5_acc: 0.5084, loss_cls: 4.0778, loss: 4.0778 2024-07-22 19:28:19,349 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 4 days, 1:30:29, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2611, top5_acc: 0.5105, loss_cls: 4.0553, loss: 4.0553 2024-07-22 19:29:29,252 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 4 days, 1:28:58, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5192, loss_cls: 4.0206, loss: 4.0206 2024-07-22 19:30:39,252 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 4 days, 1:27:29, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5136, loss_cls: 4.0457, loss: 4.0457 2024-07-22 19:31:49,416 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 4 days, 1:26:00, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5266, loss_cls: 3.9680, loss: 3.9680 2024-07-22 19:32:59,198 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 4 days, 1:24:29, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5150, loss_cls: 4.0426, loss: 4.0426 2024-07-22 19:34:09,413 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 4 days, 1:23:01, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5136, loss_cls: 4.0494, loss: 4.0494 2024-07-22 19:35:19,139 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 4 days, 1:21:30, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5083, loss_cls: 4.0628, loss: 4.0628 2024-07-22 19:36:29,246 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 4 days, 1:20:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5048, loss_cls: 4.0562, loss: 4.0562 2024-07-22 19:37:38,855 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 4 days, 1:18:29, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5056, loss_cls: 4.0531, loss: 4.0531 2024-07-22 19:38:48,923 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 4 days, 1:17:00, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5236, loss_cls: 4.0038, loss: 4.0038 2024-07-22 19:39:59,026 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 4 days, 1:15:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5139, loss_cls: 4.0201, loss: 4.0201 2024-07-22 19:41:09,051 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 4 days, 1:14:02, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5084, loss_cls: 4.0463, loss: 4.0463 2024-07-22 19:42:19,082 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 4 days, 1:12:33, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5186, loss_cls: 3.9962, loss: 3.9962 2024-07-22 19:43:28,918 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 4 days, 1:11:03, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2570, top5_acc: 0.5134, loss_cls: 4.0458, loss: 4.0458 2024-07-22 19:44:39,146 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 4 days, 1:09:35, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5072, loss_cls: 4.0592, loss: 4.0592 2024-07-22 19:45:49,108 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 4 days, 1:08:06, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5067, loss_cls: 4.0756, loss: 4.0756 2024-07-22 19:46:59,273 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 4 days, 1:06:38, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2416, top5_acc: 0.4877, loss_cls: 4.1223, loss: 4.1223 2024-07-22 19:48:09,272 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 4 days, 1:05:09, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2558, top5_acc: 0.5050, loss_cls: 4.0878, loss: 4.0878 2024-07-22 19:49:19,108 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 4 days, 1:03:39, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5066, loss_cls: 4.0555, loss: 4.0555 2024-07-22 19:50:28,942 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 4 days, 1:02:09, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5181, loss_cls: 4.0034, loss: 4.0034 2024-07-22 19:51:38,670 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 4 days, 1:00:39, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5162, loss_cls: 4.0166, loss: 4.0166 2024-07-22 19:52:48,673 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 4 days, 0:59:10, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5034, loss_cls: 4.0699, loss: 4.0699 2024-07-22 19:53:58,577 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 4 days, 0:57:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5002, loss_cls: 4.1098, loss: 4.1098 2024-07-22 19:55:08,852 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 4 days, 0:56:14, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5106, loss_cls: 4.0339, loss: 4.0339 2024-07-22 19:56:19,150 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 4 days, 0:54:47, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.4988, loss_cls: 4.0532, loss: 4.0532 2024-07-22 19:57:29,384 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 4 days, 0:53:19, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5134, loss_cls: 4.0161, loss: 4.0161 2024-07-22 19:58:40,387 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 4 days, 0:51:57, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5139, loss_cls: 4.0543, loss: 4.0543 2024-07-22 19:59:14,929 - pyskl - INFO - Saving checkpoint at 22 epochs 2024-07-22 20:01:07,584 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 20:01:08,255 - pyskl - INFO - top1_acc 0.1992 top5_acc 0.4258 2024-07-22 20:01:08,255 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 20:01:08,293 - pyskl - INFO - mean_acc 0.1989 2024-07-22 20:01:08,298 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_12.pth was removed 2024-07-22 20:01:08,545 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2024-07-22 20:01:08,545 - pyskl - INFO - Best top1_acc is 0.1992 at 22 epoch. 2024-07-22 20:01:08,556 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1992, top5_acc: 0.4258, mean_class_accuracy: 0.1989 2024-07-22 20:04:30,156 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 4 days, 0:59:25, time: 2.016, data_time: 1.310, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5184, loss_cls: 3.9979, loss: 3.9979 2024-07-22 20:05:41,179 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 4 days, 0:58:02, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2770, top5_acc: 0.5350, loss_cls: 3.9536, loss: 3.9536 2024-07-22 20:06:52,159 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 4 days, 0:56:38, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5194, loss_cls: 4.0008, loss: 4.0008 2024-07-22 20:08:02,554 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 4 days, 0:55:11, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5202, loss_cls: 3.9799, loss: 3.9799 2024-07-22 20:09:13,360 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 4 days, 0:53:46, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5188, loss_cls: 4.0183, loss: 4.0183 2024-07-22 20:10:23,907 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 4 days, 0:52:21, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5150, loss_cls: 4.0308, loss: 4.0308 2024-07-22 20:11:33,671 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 4 days, 0:50:50, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5042, loss_cls: 4.0414, loss: 4.0414 2024-07-22 20:12:43,570 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 4 days, 0:49:20, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.5131, loss_cls: 4.0583, loss: 4.0583 2024-07-22 20:13:53,487 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 4 days, 0:47:51, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5031, loss_cls: 4.0440, loss: 4.0440 2024-07-22 20:15:03,359 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 4 days, 0:46:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5069, loss_cls: 4.0605, loss: 4.0605 2024-07-22 20:16:13,304 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 4 days, 0:44:52, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5028, loss_cls: 4.0651, loss: 4.0651 2024-07-22 20:17:23,216 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 4 days, 0:43:23, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5077, loss_cls: 4.0469, loss: 4.0469 2024-07-22 20:18:33,243 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 4 days, 0:41:54, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.4963, loss_cls: 4.0796, loss: 4.0796 2024-07-22 20:19:43,420 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 4 days, 0:40:26, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5052, loss_cls: 4.0230, loss: 4.0230 2024-07-22 20:20:53,512 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 4 days, 0:38:58, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5184, loss_cls: 4.0204, loss: 4.0204 2024-07-22 20:22:03,331 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 4 days, 0:37:28, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5127, loss_cls: 4.0195, loss: 4.0195 2024-07-22 20:23:13,197 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 4 days, 0:35:59, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5138, loss_cls: 4.0438, loss: 4.0438 2024-07-22 20:24:23,287 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 4 days, 0:34:31, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2597, top5_acc: 0.4988, loss_cls: 4.0717, loss: 4.0717 2024-07-22 20:25:33,140 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 4 days, 0:33:02, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5086, loss_cls: 4.0640, loss: 4.0640 2024-07-22 20:26:43,000 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 4 days, 0:31:32, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5233, loss_cls: 3.9725, loss: 3.9725 2024-07-22 20:27:52,949 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 4 days, 0:30:03, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2497, top5_acc: 0.4952, loss_cls: 4.1284, loss: 4.1284 2024-07-22 20:29:02,596 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 4 days, 0:28:33, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.4973, loss_cls: 4.0810, loss: 4.0810 2024-07-22 20:30:12,527 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 4 days, 0:27:04, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5052, loss_cls: 4.0600, loss: 4.0600 2024-07-22 20:31:22,526 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 4 days, 0:25:36, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5127, loss_cls: 4.0482, loss: 4.0482 2024-07-22 20:32:32,208 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 4 days, 0:24:06, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5097, loss_cls: 4.0292, loss: 4.0292 2024-07-22 20:33:42,155 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 4 days, 0:22:37, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5062, loss_cls: 4.0504, loss: 4.0504 2024-07-22 20:34:52,069 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 4 days, 0:21:09, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5047, loss_cls: 4.0911, loss: 4.0911 2024-07-22 20:36:02,180 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 4 days, 0:19:41, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2539, top5_acc: 0.4973, loss_cls: 4.0769, loss: 4.0769 2024-07-22 20:37:11,943 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 4 days, 0:18:12, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5173, loss_cls: 4.0228, loss: 4.0228 2024-07-22 20:38:21,786 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 4 days, 0:16:43, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5039, loss_cls: 4.0842, loss: 4.0842 2024-07-22 20:39:31,600 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 4 days, 0:15:14, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5027, loss_cls: 4.0659, loss: 4.0659 2024-07-22 20:40:41,423 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 4 days, 0:13:45, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5119, loss_cls: 4.0239, loss: 4.0239 2024-07-22 20:41:51,419 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 4 days, 0:12:17, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5108, loss_cls: 4.0312, loss: 4.0312 2024-07-22 20:43:01,232 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 4 days, 0:10:48, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5169, loss_cls: 4.0360, loss: 4.0360 2024-07-22 20:44:11,489 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 4 days, 0:09:22, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5180, loss_cls: 4.0030, loss: 4.0030 2024-07-22 20:45:21,698 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 4 days, 0:07:55, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5172, loss_cls: 4.0304, loss: 4.0304 2024-07-22 20:46:31,698 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 4 days, 0:06:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5194, loss_cls: 4.0423, loss: 4.0423 2024-07-22 20:47:06,217 - pyskl - INFO - Saving checkpoint at 23 epochs 2024-07-22 20:48:58,293 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 20:48:58,957 - pyskl - INFO - top1_acc 0.1755 top5_acc 0.3999 2024-07-22 20:48:58,957 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 20:48:58,996 - pyskl - INFO - mean_acc 0.1753 2024-07-22 20:48:59,006 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1755, top5_acc: 0.3999, mean_class_accuracy: 0.1753 2024-07-22 20:52:19,903 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 4 days, 0:13:23, time: 2.009, data_time: 1.299, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5214, loss_cls: 3.9943, loss: 3.9943 2024-07-22 20:53:30,372 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 4 days, 0:11:57, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2570, top5_acc: 0.5148, loss_cls: 4.0287, loss: 4.0287 2024-07-22 20:54:41,176 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 4 days, 0:10:33, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5122, loss_cls: 4.0166, loss: 4.0166 2024-07-22 20:55:52,147 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 4 days, 0:09:10, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5184, loss_cls: 3.9938, loss: 3.9938 2024-07-22 20:57:02,675 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 4 days, 0:07:45, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5095, loss_cls: 4.0308, loss: 4.0308 2024-07-22 20:58:13,310 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 4 days, 0:06:20, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.4994, loss_cls: 4.0940, loss: 4.0940 2024-07-22 20:59:23,520 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 4 days, 0:04:53, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5261, loss_cls: 4.0005, loss: 4.0005 2024-07-22 21:00:33,283 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 4 days, 0:03:24, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2534, top5_acc: 0.5047, loss_cls: 4.0809, loss: 4.0809 2024-07-22 21:01:43,264 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 4 days, 0:01:55, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5136, loss_cls: 4.0383, loss: 4.0383 2024-07-22 21:02:53,209 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 4 days, 0:00:27, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5069, loss_cls: 4.0603, loss: 4.0603 2024-07-22 21:04:03,140 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 3 days, 23:58:59, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5177, loss_cls: 3.9941, loss: 3.9941 2024-07-22 21:05:13,058 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 3 days, 23:57:30, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2764, top5_acc: 0.5194, loss_cls: 3.9756, loss: 3.9756 2024-07-22 21:06:22,937 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 3 days, 23:56:02, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5152, loss_cls: 4.0429, loss: 4.0429 2024-07-22 21:07:32,820 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 3 days, 23:54:33, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5209, loss_cls: 4.0200, loss: 4.0200 2024-07-22 21:08:42,766 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 3 days, 23:53:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5236, loss_cls: 4.0052, loss: 4.0052 2024-07-22 21:09:52,912 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 3 days, 23:51:38, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5008, loss_cls: 4.0765, loss: 4.0765 2024-07-22 21:11:02,975 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 23:50:10, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5095, loss_cls: 4.0431, loss: 4.0431 2024-07-22 21:12:13,025 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 23:48:43, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5153, loss_cls: 4.0403, loss: 4.0403 2024-07-22 21:13:23,109 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 23:47:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5128, loss_cls: 4.0282, loss: 4.0282 2024-07-22 21:14:33,064 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 23:45:48, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5102, loss_cls: 4.0527, loss: 4.0527 2024-07-22 21:15:42,758 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 23:44:18, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5092, loss_cls: 4.0251, loss: 4.0251 2024-07-22 21:16:52,443 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 23:42:49, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5278, loss_cls: 3.9794, loss: 3.9794 2024-07-22 21:18:02,374 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 23:41:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.5078, loss_cls: 4.0501, loss: 4.0501 2024-07-22 21:19:12,267 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 23:39:53, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2589, top5_acc: 0.5103, loss_cls: 4.0496, loss: 4.0496 2024-07-22 21:20:22,253 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 23:38:25, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5188, loss_cls: 3.9860, loss: 3.9860 2024-07-22 21:21:32,287 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 23:36:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.5067, loss_cls: 4.0549, loss: 4.0549 2024-07-22 21:22:42,304 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 23:35:31, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5025, loss_cls: 4.0531, loss: 4.0531 2024-07-22 21:23:51,978 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 23:34:02, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2566, top5_acc: 0.4967, loss_cls: 4.1133, loss: 4.1133 2024-07-22 21:25:01,957 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 23:32:34, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5145, loss_cls: 4.0308, loss: 4.0308 2024-07-22 21:26:11,696 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 23:31:06, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5123, loss_cls: 4.0567, loss: 4.0567 2024-07-22 21:27:21,413 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 23:29:37, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5023, loss_cls: 4.0935, loss: 4.0935 2024-07-22 21:28:31,269 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 23:28:09, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5195, loss_cls: 3.9994, loss: 3.9994 2024-07-22 21:29:41,148 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 23:26:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5091, loss_cls: 4.0336, loss: 4.0336 2024-07-22 21:30:51,495 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 23:25:16, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5214, loss_cls: 3.9766, loss: 3.9766 2024-07-22 21:32:01,678 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 23:23:50, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5080, loss_cls: 4.0596, loss: 4.0596 2024-07-22 21:33:12,107 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 23:22:25, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.4988, loss_cls: 4.0569, loss: 4.0569 2024-07-22 21:34:22,410 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 23:20:59, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5061, loss_cls: 4.0506, loss: 4.0506 2024-07-22 21:34:57,049 - pyskl - INFO - Saving checkpoint at 24 epochs 2024-07-22 21:36:48,695 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 21:36:49,385 - pyskl - INFO - top1_acc 0.1891 top5_acc 0.4108 2024-07-22 21:36:49,385 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 21:36:49,426 - pyskl - INFO - mean_acc 0.1890 2024-07-22 21:36:49,442 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.1891, top5_acc: 0.4108, mean_class_accuracy: 0.1890 2024-07-22 21:40:09,645 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 23:27:26, time: 2.002, data_time: 1.297, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5258, loss_cls: 3.9796, loss: 3.9796 2024-07-22 21:41:19,736 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 23:25:59, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5119, loss_cls: 3.9955, loss: 3.9955 2024-07-22 21:42:30,724 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 23:24:37, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5178, loss_cls: 4.0138, loss: 4.0138 2024-07-22 21:43:41,120 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 23:23:11, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5122, loss_cls: 3.9969, loss: 3.9969 2024-07-22 21:44:51,888 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 23:21:48, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5030, loss_cls: 4.0668, loss: 4.0668 2024-07-22 21:46:02,031 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 23:20:21, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5136, loss_cls: 4.0096, loss: 4.0096 2024-07-22 21:47:12,182 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 23:18:54, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5133, loss_cls: 4.0188, loss: 4.0188 2024-07-22 21:48:22,314 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 23:17:28, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5164, loss_cls: 4.0167, loss: 4.0167 2024-07-22 21:49:32,437 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 23:16:01, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5255, loss_cls: 3.9986, loss: 3.9986 2024-07-22 21:50:42,597 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 23:14:34, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2559, top5_acc: 0.5064, loss_cls: 4.0555, loss: 4.0555 2024-07-22 21:51:52,592 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 23:13:07, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2683, top5_acc: 0.5108, loss_cls: 4.0566, loss: 4.0566 2024-07-22 21:53:02,402 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 23:11:39, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5172, loss_cls: 3.9939, loss: 3.9939 2024-07-22 21:54:12,226 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 23:10:11, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5181, loss_cls: 4.0280, loss: 4.0280 2024-07-22 21:55:21,999 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 23:08:43, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5136, loss_cls: 4.0184, loss: 4.0184 2024-07-22 21:56:32,025 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 23:07:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5091, loss_cls: 4.0403, loss: 4.0403 2024-07-22 21:57:41,845 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 23:05:48, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5166, loss_cls: 4.0147, loss: 4.0147 2024-07-22 21:58:51,570 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 23:04:19, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5023, loss_cls: 4.0831, loss: 4.0831 2024-07-22 22:00:01,358 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 23:02:51, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2562, top5_acc: 0.5073, loss_cls: 4.0736, loss: 4.0736 2024-07-22 22:01:11,300 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 23:01:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5184, loss_cls: 4.0147, loss: 4.0147 2024-07-22 22:02:21,465 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 22:59:58, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5159, loss_cls: 4.0323, loss: 4.0323 2024-07-22 22:03:31,387 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 22:58:30, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5175, loss_cls: 3.9932, loss: 3.9932 2024-07-22 22:04:41,697 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 22:57:05, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5161, loss_cls: 4.0145, loss: 4.0145 2024-07-22 22:05:51,560 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 22:55:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5134, loss_cls: 4.0262, loss: 4.0262 2024-07-22 22:07:01,486 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 22:54:10, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5103, loss_cls: 4.0444, loss: 4.0444 2024-07-22 22:08:11,205 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 22:52:42, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5222, loss_cls: 4.0059, loss: 4.0059 2024-07-22 22:09:20,860 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 22:51:14, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2547, top5_acc: 0.5120, loss_cls: 4.0572, loss: 4.0572 2024-07-22 22:10:30,901 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 22:49:47, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5127, loss_cls: 4.0316, loss: 4.0316 2024-07-22 22:11:40,738 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 22:48:20, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5117, loss_cls: 4.0319, loss: 4.0319 2024-07-22 22:12:50,544 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 22:46:52, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5105, loss_cls: 4.0328, loss: 4.0328 2024-07-22 22:14:00,497 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 22:45:25, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5169, loss_cls: 4.0259, loss: 4.0259 2024-07-22 22:15:10,456 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 22:43:59, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5141, loss_cls: 4.0300, loss: 4.0300 2024-07-22 22:16:20,339 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 22:42:32, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5039, loss_cls: 4.0295, loss: 4.0295 2024-07-22 22:17:30,244 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 22:41:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5098, loss_cls: 4.0384, loss: 4.0384 2024-07-22 22:18:40,176 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 22:39:38, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5150, loss_cls: 4.0269, loss: 4.0269 2024-07-22 22:19:50,330 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 22:38:12, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5084, loss_cls: 4.0420, loss: 4.0420 2024-07-22 22:21:00,298 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 22:36:46, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5109, loss_cls: 4.0411, loss: 4.0411 2024-07-22 22:22:10,502 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 22:35:20, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5166, loss_cls: 4.0588, loss: 4.0588 2024-07-22 22:22:45,016 - pyskl - INFO - Saving checkpoint at 25 epochs 2024-07-22 22:24:37,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 22:24:38,129 - pyskl - INFO - top1_acc 0.1562 top5_acc 0.3687 2024-07-22 22:24:38,129 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 22:24:38,171 - pyskl - INFO - mean_acc 0.1561 2024-07-22 22:24:38,182 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1562, top5_acc: 0.3687, mean_class_accuracy: 0.1561 2024-07-22 22:27:57,684 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 22:41:20, time: 1.995, data_time: 1.289, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5156, loss_cls: 4.0014, loss: 4.0014 2024-07-22 22:29:08,388 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 22:39:57, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5089, loss_cls: 4.0219, loss: 4.0219 2024-07-22 22:30:19,050 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 22:38:33, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5075, loss_cls: 4.0330, loss: 4.0330 2024-07-22 22:31:30,076 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 22:37:12, time: 0.710, data_time: 0.000, memory: 15990, top1_acc: 0.2652, top5_acc: 0.5148, loss_cls: 4.0165, loss: 4.0165 2024-07-22 22:32:40,570 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 22:35:47, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5220, loss_cls: 3.9803, loss: 3.9803 2024-07-22 22:33:50,799 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 22:34:22, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5220, loss_cls: 3.9850, loss: 3.9850 2024-07-22 22:35:00,869 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 22:32:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2553, top5_acc: 0.5009, loss_cls: 4.0927, loss: 4.0927 2024-07-22 22:36:11,155 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 22:31:30, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5112, loss_cls: 4.0444, loss: 4.0444 2024-07-22 22:37:21,273 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 22:30:04, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5131, loss_cls: 4.0485, loss: 4.0485 2024-07-22 22:38:31,283 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 22:28:38, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5133, loss_cls: 4.0406, loss: 4.0406 2024-07-22 22:39:41,101 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 22:27:10, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5077, loss_cls: 4.0470, loss: 4.0470 2024-07-22 22:40:51,095 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 22:25:44, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5197, loss_cls: 4.0098, loss: 4.0098 2024-07-22 22:42:00,965 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 22:24:17, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2611, top5_acc: 0.5139, loss_cls: 4.0256, loss: 4.0256 2024-07-22 22:43:10,891 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 22:22:50, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5159, loss_cls: 4.0108, loss: 4.0108 2024-07-22 22:44:20,876 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 22:21:23, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5205, loss_cls: 4.0145, loss: 4.0145 2024-07-22 22:45:30,647 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 22:19:56, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5152, loss_cls: 3.9965, loss: 3.9965 2024-07-22 22:46:40,597 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 22:18:29, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5028, loss_cls: 4.0548, loss: 4.0548 2024-07-22 22:47:50,497 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 22:17:02, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2630, top5_acc: 0.5098, loss_cls: 4.0331, loss: 4.0331 2024-07-22 22:49:00,235 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 22:15:35, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5156, loss_cls: 4.0435, loss: 4.0435 2024-07-22 22:50:10,174 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 22:14:08, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2623, top5_acc: 0.5184, loss_cls: 4.0259, loss: 4.0259 2024-07-22 22:51:20,006 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 22:12:41, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5158, loss_cls: 4.0235, loss: 4.0235 2024-07-22 22:52:29,914 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 22:11:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5105, loss_cls: 4.0273, loss: 4.0273 2024-07-22 22:53:39,878 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 22:09:48, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5336, loss_cls: 3.9594, loss: 3.9594 2024-07-22 22:54:50,033 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 22:08:23, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5223, loss_cls: 3.9836, loss: 3.9836 2024-07-22 22:55:59,782 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 22:06:56, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2581, top5_acc: 0.5008, loss_cls: 4.0761, loss: 4.0761 2024-07-22 22:57:09,555 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 22:05:28, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.5080, loss_cls: 4.0521, loss: 4.0521 2024-07-22 22:58:19,717 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 22:04:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.4988, loss_cls: 4.0983, loss: 4.0983 2024-07-22 22:59:29,658 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 22:02:37, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5155, loss_cls: 4.0143, loss: 4.0143 2024-07-22 23:00:39,866 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 22:01:12, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5014, loss_cls: 4.0917, loss: 4.0917 2024-07-22 23:01:49,703 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 21:59:45, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5181, loss_cls: 4.0263, loss: 4.0263 2024-07-22 23:02:59,725 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 21:58:20, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5036, loss_cls: 4.0732, loss: 4.0732 2024-07-22 23:04:09,348 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 21:56:52, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2622, top5_acc: 0.5041, loss_cls: 4.0425, loss: 4.0425 2024-07-22 23:05:19,396 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 21:55:26, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5014, loss_cls: 4.0823, loss: 4.0823 2024-07-22 23:06:29,339 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 21:54:00, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5119, loss_cls: 4.0189, loss: 4.0189 2024-07-22 23:07:39,437 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 21:52:35, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5216, loss_cls: 3.9978, loss: 3.9978 2024-07-22 23:08:49,653 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 21:51:10, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5172, loss_cls: 4.0396, loss: 4.0396 2024-07-22 23:09:59,643 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 21:49:45, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5111, loss_cls: 4.0216, loss: 4.0216 2024-07-22 23:10:34,256 - pyskl - INFO - Saving checkpoint at 26 epochs 2024-07-22 23:12:25,909 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-22 23:12:26,576 - pyskl - INFO - top1_acc 0.1870 top5_acc 0.4080 2024-07-22 23:12:26,576 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-22 23:12:26,627 - pyskl - INFO - mean_acc 0.1870 2024-07-22 23:12:26,643 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1870, top5_acc: 0.4080, mean_class_accuracy: 0.1870 2024-07-22 23:15:44,704 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 21:55:16, time: 1.980, data_time: 1.276, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5269, loss_cls: 3.9734, loss: 3.9734 2024-07-22 23:16:55,153 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 21:53:52, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5120, loss_cls: 4.0284, loss: 4.0284 2024-07-22 23:18:05,545 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 21:52:28, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5188, loss_cls: 4.0157, loss: 4.0157 2024-07-22 23:19:16,308 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 21:51:05, time: 0.708, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5178, loss_cls: 4.0027, loss: 4.0027 2024-07-22 23:20:26,989 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 21:49:43, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5186, loss_cls: 4.0103, loss: 4.0103 2024-07-22 23:21:37,347 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 21:48:18, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5142, loss_cls: 4.0006, loss: 4.0006 2024-07-22 23:22:47,403 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 21:46:53, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5106, loss_cls: 4.0604, loss: 4.0604 2024-07-22 23:23:57,314 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 21:45:26, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5173, loss_cls: 4.0036, loss: 4.0036 2024-07-22 23:25:07,523 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 21:44:01, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5072, loss_cls: 4.0468, loss: 4.0468 2024-07-22 23:26:17,583 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 21:42:36, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5095, loss_cls: 4.0512, loss: 4.0512 2024-07-22 23:27:27,402 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 21:41:09, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2612, top5_acc: 0.5097, loss_cls: 4.0398, loss: 4.0398 2024-07-22 23:28:37,196 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 21:39:42, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5136, loss_cls: 4.0127, loss: 4.0127 2024-07-22 23:29:47,157 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 21:38:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5139, loss_cls: 4.0031, loss: 4.0031 2024-07-22 23:30:57,206 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 21:36:50, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5119, loss_cls: 4.0407, loss: 4.0407 2024-07-22 23:32:06,991 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 21:35:24, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5139, loss_cls: 4.0217, loss: 4.0217 2024-07-22 23:33:16,845 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 21:33:57, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5131, loss_cls: 3.9999, loss: 3.9999 2024-07-22 23:34:26,736 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 21:32:31, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5212, loss_cls: 4.0083, loss: 4.0083 2024-07-22 23:35:36,748 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 21:31:05, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5145, loss_cls: 4.0177, loss: 4.0177 2024-07-22 23:36:46,376 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 21:29:38, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5186, loss_cls: 4.0076, loss: 4.0076 2024-07-22 23:37:56,416 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 21:28:13, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5086, loss_cls: 4.0460, loss: 4.0460 2024-07-22 23:39:06,352 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 21:26:47, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5150, loss_cls: 4.0083, loss: 4.0083 2024-07-22 23:40:16,241 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 21:25:21, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5156, loss_cls: 4.0133, loss: 4.0133 2024-07-22 23:41:26,333 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 21:23:56, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5239, loss_cls: 3.9877, loss: 3.9877 2024-07-22 23:42:36,146 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 21:22:29, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5097, loss_cls: 4.0552, loss: 4.0552 2024-07-22 23:43:45,861 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 21:21:03, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5133, loss_cls: 4.0314, loss: 4.0314 2024-07-22 23:44:55,767 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 21:19:37, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5105, loss_cls: 4.0619, loss: 4.0619 2024-07-22 23:46:05,775 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 21:18:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2627, top5_acc: 0.5136, loss_cls: 4.0201, loss: 4.0201 2024-07-22 23:47:15,658 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 21:16:46, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5167, loss_cls: 4.0273, loss: 4.0273 2024-07-22 23:48:25,582 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 21:15:20, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5177, loss_cls: 4.0222, loss: 4.0222 2024-07-22 23:49:35,438 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 21:13:54, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5038, loss_cls: 4.0687, loss: 4.0687 2024-07-22 23:50:45,175 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 21:12:28, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5094, loss_cls: 4.0414, loss: 4.0414 2024-07-22 23:51:55,327 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 21:11:03, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2519, top5_acc: 0.5072, loss_cls: 4.0524, loss: 4.0524 2024-07-22 23:53:05,125 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 21:09:37, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2578, top5_acc: 0.5180, loss_cls: 4.0543, loss: 4.0543 2024-07-22 23:54:15,506 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 21:08:13, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5216, loss_cls: 4.0130, loss: 4.0130 2024-07-22 23:55:25,914 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 21:06:50, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5266, loss_cls: 3.9630, loss: 3.9630 2024-07-22 23:56:36,118 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 21:05:26, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2648, top5_acc: 0.5103, loss_cls: 4.0146, loss: 4.0146 2024-07-22 23:57:45,932 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 21:04:00, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5161, loss_cls: 4.0278, loss: 4.0278 2024-07-22 23:58:20,296 - pyskl - INFO - Saving checkpoint at 27 epochs 2024-07-23 00:00:12,699 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 00:00:13,361 - pyskl - INFO - top1_acc 0.1663 top5_acc 0.3639 2024-07-23 00:00:13,361 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 00:00:13,400 - pyskl - INFO - mean_acc 0.1663 2024-07-23 00:00:13,412 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1663, top5_acc: 0.3639, mean_class_accuracy: 0.1663 2024-07-23 00:03:34,013 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 21:09:24, time: 2.006, data_time: 1.300, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5225, loss_cls: 3.9637, loss: 3.9637 2024-07-23 00:04:43,950 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 21:07:58, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5236, loss_cls: 3.9987, loss: 3.9987 2024-07-23 00:05:53,976 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 21:06:32, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5256, loss_cls: 3.9768, loss: 3.9768 2024-07-23 00:07:04,705 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 21:05:10, time: 0.707, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5144, loss_cls: 3.9939, loss: 3.9939 2024-07-23 00:08:15,017 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 21:03:46, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5094, loss_cls: 4.0275, loss: 4.0275 2024-07-23 00:09:25,567 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 21:02:23, time: 0.705, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5183, loss_cls: 3.9859, loss: 3.9859 2024-07-23 00:10:35,546 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 21:00:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5048, loss_cls: 4.0682, loss: 4.0682 2024-07-23 00:11:45,632 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 20:59:33, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5114, loss_cls: 4.0370, loss: 4.0370 2024-07-23 00:12:55,567 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 20:58:07, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5211, loss_cls: 4.0205, loss: 4.0205 2024-07-23 00:14:05,225 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 20:56:40, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5103, loss_cls: 4.0177, loss: 4.0177 2024-07-23 00:15:15,182 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 20:55:15, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5131, loss_cls: 4.0238, loss: 4.0238 2024-07-23 00:16:24,970 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 20:53:49, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5272, loss_cls: 4.0084, loss: 4.0084 2024-07-23 00:17:34,883 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 20:52:23, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2561, top5_acc: 0.5142, loss_cls: 4.0425, loss: 4.0425 2024-07-23 00:18:44,881 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 20:50:58, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5239, loss_cls: 3.9920, loss: 3.9920 2024-07-23 00:19:54,529 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 20:49:31, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5144, loss_cls: 4.0245, loss: 4.0245 2024-07-23 00:21:04,391 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 20:48:05, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5191, loss_cls: 4.0099, loss: 4.0099 2024-07-23 00:22:14,415 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 20:46:41, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5067, loss_cls: 4.0404, loss: 4.0404 2024-07-23 00:23:24,461 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 20:45:16, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5202, loss_cls: 4.0047, loss: 4.0047 2024-07-23 00:24:34,175 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 20:43:49, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2628, top5_acc: 0.5155, loss_cls: 4.0183, loss: 4.0183 2024-07-23 00:25:43,919 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 20:42:23, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5044, loss_cls: 4.0627, loss: 4.0627 2024-07-23 00:26:53,505 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 20:40:56, time: 0.696, data_time: 0.000, memory: 15990, top1_acc: 0.2620, top5_acc: 0.5144, loss_cls: 4.0165, loss: 4.0165 2024-07-23 00:28:03,434 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 20:39:31, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5164, loss_cls: 4.0375, loss: 4.0375 2024-07-23 00:29:13,355 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 20:38:06, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5142, loss_cls: 4.0474, loss: 4.0474 2024-07-23 00:30:23,110 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 20:36:40, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5041, loss_cls: 4.0505, loss: 4.0505 2024-07-23 00:31:32,991 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 20:35:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5084, loss_cls: 4.0638, loss: 4.0638 2024-07-23 00:32:42,909 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 20:33:49, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5116, loss_cls: 4.0592, loss: 4.0592 2024-07-23 00:33:52,715 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 20:32:24, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5122, loss_cls: 4.0306, loss: 4.0306 2024-07-23 00:35:02,397 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 20:30:58, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5159, loss_cls: 4.0204, loss: 4.0204 2024-07-23 00:36:12,437 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 20:29:33, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5127, loss_cls: 4.0238, loss: 4.0238 2024-07-23 00:37:22,147 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 20:28:07, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5088, loss_cls: 4.0494, loss: 4.0494 2024-07-23 00:38:31,828 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 20:26:41, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5267, loss_cls: 3.9736, loss: 3.9736 2024-07-23 00:39:42,134 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 20:25:18, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5162, loss_cls: 4.0052, loss: 4.0052 2024-07-23 00:40:51,992 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 20:23:52, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2595, top5_acc: 0.5172, loss_cls: 4.0266, loss: 4.0266 2024-07-23 00:42:02,185 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 20:22:29, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2583, top5_acc: 0.5136, loss_cls: 4.0710, loss: 4.0710 2024-07-23 00:43:12,167 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 20:21:04, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5344, loss_cls: 3.9749, loss: 3.9749 2024-07-23 00:44:22,242 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 20:19:40, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5125, loss_cls: 4.0209, loss: 4.0209 2024-07-23 00:45:32,128 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 20:18:15, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2569, top5_acc: 0.5086, loss_cls: 4.0385, loss: 4.0385 2024-07-23 00:46:06,695 - pyskl - INFO - Saving checkpoint at 28 epochs 2024-07-23 00:47:59,144 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 00:47:59,807 - pyskl - INFO - top1_acc 0.1931 top5_acc 0.4135 2024-07-23 00:47:59,807 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 00:47:59,846 - pyskl - INFO - mean_acc 0.1929 2024-07-23 00:47:59,858 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1931, top5_acc: 0.4135, mean_class_accuracy: 0.1929 2024-07-23 00:51:18,649 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 20:23:12, time: 1.988, data_time: 1.282, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5256, loss_cls: 3.9517, loss: 3.9517 2024-07-23 00:52:28,890 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 20:21:48, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5222, loss_cls: 3.9708, loss: 3.9708 2024-07-23 00:53:39,264 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 20:20:25, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5164, loss_cls: 4.0221, loss: 4.0221 2024-07-23 00:54:50,195 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 20:19:04, time: 0.709, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5086, loss_cls: 4.0257, loss: 4.0257 2024-07-23 00:56:00,216 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 20:17:39, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5286, loss_cls: 3.9698, loss: 3.9698 2024-07-23 00:57:10,619 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 20:16:16, time: 0.704, data_time: 0.000, memory: 15990, top1_acc: 0.2603, top5_acc: 0.5028, loss_cls: 4.0654, loss: 4.0654 2024-07-23 00:58:20,809 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 20:14:52, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5220, loss_cls: 3.9989, loss: 3.9989 2024-07-23 00:59:30,822 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 20:13:27, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5197, loss_cls: 4.0116, loss: 4.0116 2024-07-23 01:00:40,955 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 20:12:03, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5225, loss_cls: 3.9893, loss: 3.9893 2024-07-23 01:01:51,030 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 20:10:39, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5059, loss_cls: 4.0392, loss: 4.0392 2024-07-23 01:03:01,155 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 20:09:15, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5277, loss_cls: 3.9817, loss: 3.9817 2024-07-23 01:04:10,878 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 20:07:49, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5114, loss_cls: 4.0392, loss: 4.0392 2024-07-23 01:05:20,758 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 20:06:24, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5211, loss_cls: 4.0070, loss: 4.0070 2024-07-23 01:06:30,521 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 20:04:58, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5106, loss_cls: 4.0301, loss: 4.0301 2024-07-23 01:07:40,290 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 20:03:32, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5220, loss_cls: 3.9954, loss: 3.9954 2024-07-23 01:08:50,451 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 20:02:09, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2545, top5_acc: 0.5062, loss_cls: 4.0552, loss: 4.0552 2024-07-23 01:10:00,488 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 20:00:44, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5100, loss_cls: 4.0411, loss: 4.0411 2024-07-23 01:11:10,387 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 19:59:19, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5208, loss_cls: 3.9955, loss: 3.9955 2024-07-23 01:12:20,703 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 19:57:56, time: 0.703, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5155, loss_cls: 4.0304, loss: 4.0304 2024-07-23 01:13:30,507 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 19:56:31, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5138, loss_cls: 4.0225, loss: 4.0225 2024-07-23 01:14:40,469 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 19:55:06, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5195, loss_cls: 3.9863, loss: 3.9863 2024-07-23 01:15:50,323 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 19:53:41, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5134, loss_cls: 4.0168, loss: 4.0168 2024-07-23 01:17:00,116 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 19:52:16, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2594, top5_acc: 0.5152, loss_cls: 4.0367, loss: 4.0367 2024-07-23 01:18:09,927 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 19:50:51, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5133, loss_cls: 4.0344, loss: 4.0344 2024-07-23 01:19:19,846 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 19:49:26, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5180, loss_cls: 4.0127, loss: 4.0127 2024-07-23 01:20:29,751 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 19:48:02, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5092, loss_cls: 4.0328, loss: 4.0328 2024-07-23 01:21:39,662 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 19:46:37, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5022, loss_cls: 4.0665, loss: 4.0665 2024-07-23 01:22:49,334 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 19:45:11, time: 0.697, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5203, loss_cls: 3.9851, loss: 3.9851 2024-07-23 01:23:59,351 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 19:43:47, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5116, loss_cls: 4.0379, loss: 4.0379 2024-07-23 01:25:09,171 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 19:42:22, time: 0.698, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5111, loss_cls: 4.0246, loss: 4.0246 2024-07-23 01:26:19,384 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 19:40:59, time: 0.702, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5059, loss_cls: 4.0395, loss: 4.0395 2024-07-23 01:27:29,328 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 19:39:35, time: 0.699, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5083, loss_cls: 4.0638, loss: 4.0638 2024-07-23 01:28:39,308 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 19:38:11, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5258, loss_cls: 3.9623, loss: 3.9623 2024-07-23 01:29:49,951 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 19:36:49, time: 0.706, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5186, loss_cls: 4.0202, loss: 4.0202 2024-07-23 01:31:00,073 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 19:35:26, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2712, top5_acc: 0.5167, loss_cls: 4.0205, loss: 4.0205 2024-07-23 01:32:10,100 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 19:34:02, time: 0.700, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5205, loss_cls: 3.9946, loss: 3.9946 2024-07-23 01:33:20,188 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 19:32:38, time: 0.701, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.5084, loss_cls: 4.0525, loss: 4.0525 2024-07-23 01:33:54,332 - pyskl - INFO - Saving checkpoint at 29 epochs 2024-07-23 01:35:46,449 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 01:35:47,107 - pyskl - INFO - top1_acc 0.1823 top5_acc 0.4001 2024-07-23 01:35:47,108 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 01:35:47,147 - pyskl - INFO - mean_acc 0.1822 2024-07-23 01:35:47,158 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1823, top5_acc: 0.4001, mean_class_accuracy: 0.1822 2024-07-23 01:39:16,895 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 19:38:04, time: 2.097, data_time: 1.293, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5356, loss_cls: 3.9030, loss: 3.9030 2024-07-23 01:40:37,239 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 19:37:22, time: 0.803, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5288, loss_cls: 3.9276, loss: 3.9276 2024-07-23 01:41:57,937 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 19:36:42, time: 0.807, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5180, loss_cls: 3.9766, loss: 3.9766 2024-07-23 01:43:18,880 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 19:36:03, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5208, loss_cls: 3.9761, loss: 3.9761 2024-07-23 01:44:39,448 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 19:35:23, time: 0.806, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5172, loss_cls: 3.9927, loss: 3.9927 2024-07-23 01:46:00,191 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 19:34:43, time: 0.807, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5159, loss_cls: 4.0551, loss: 4.0551 2024-07-23 01:47:20,326 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 19:34:00, time: 0.801, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5206, loss_cls: 3.9877, loss: 3.9877 2024-07-23 01:48:40,268 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 19:33:17, time: 0.799, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5170, loss_cls: 4.0193, loss: 4.0193 2024-07-23 01:49:59,981 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 19:32:32, time: 0.797, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5147, loss_cls: 4.0506, loss: 4.0506 2024-07-23 01:51:20,724 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 19:31:52, time: 0.807, data_time: 0.000, memory: 15990, top1_acc: 0.2591, top5_acc: 0.5144, loss_cls: 4.0423, loss: 4.0423 2024-07-23 01:52:41,035 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 19:31:10, time: 0.803, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5144, loss_cls: 4.0114, loss: 4.0114 2024-07-23 01:54:01,655 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 19:30:29, time: 0.806, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5181, loss_cls: 3.9951, loss: 3.9951 2024-07-23 01:55:21,964 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 19:29:46, time: 0.803, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5166, loss_cls: 4.0247, loss: 4.0247 2024-07-23 01:56:41,889 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 19:29:02, time: 0.799, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5248, loss_cls: 3.9783, loss: 3.9783 2024-07-23 01:58:02,118 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 19:28:20, time: 0.802, data_time: 0.000, memory: 15990, top1_acc: 0.2584, top5_acc: 0.5141, loss_cls: 4.0453, loss: 4.0453 2024-07-23 01:59:22,106 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 19:27:36, time: 0.800, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5152, loss_cls: 4.0329, loss: 4.0329 2024-07-23 02:00:42,478 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 19:26:54, time: 0.804, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5128, loss_cls: 3.9888, loss: 3.9888 2024-07-23 02:02:02,289 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 19:26:09, time: 0.798, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5062, loss_cls: 4.0401, loss: 4.0401 2024-07-23 02:03:22,399 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 19:25:25, time: 0.801, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5141, loss_cls: 4.0190, loss: 4.0190 2024-07-23 02:04:42,234 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 19:24:41, time: 0.798, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5217, loss_cls: 3.9861, loss: 3.9861 2024-07-23 02:06:02,287 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 19:23:57, time: 0.801, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5145, loss_cls: 3.9846, loss: 3.9846 2024-07-23 02:07:22,512 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 19:23:14, time: 0.802, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5141, loss_cls: 3.9926, loss: 3.9926 2024-07-23 02:08:42,107 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 19:22:28, time: 0.796, data_time: 0.000, memory: 15990, top1_acc: 0.2611, top5_acc: 0.5084, loss_cls: 4.0258, loss: 4.0258 2024-07-23 02:10:02,023 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 19:21:43, time: 0.799, data_time: 0.000, memory: 15990, top1_acc: 0.2686, top5_acc: 0.5208, loss_cls: 3.9946, loss: 3.9946 2024-07-23 02:11:22,102 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 19:20:59, time: 0.801, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5159, loss_cls: 3.9887, loss: 3.9887 2024-07-23 02:12:42,080 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 19:20:15, time: 0.800, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5228, loss_cls: 4.0011, loss: 4.0011 2024-07-23 02:14:02,054 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 19:19:30, time: 0.800, data_time: 0.000, memory: 15990, top1_acc: 0.2764, top5_acc: 0.5230, loss_cls: 3.9843, loss: 3.9843 2024-07-23 02:15:22,316 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 19:18:46, time: 0.803, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5192, loss_cls: 4.0258, loss: 4.0258 2024-07-23 02:16:42,274 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 19:18:02, time: 0.800, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5206, loss_cls: 3.9980, loss: 3.9980 2024-07-23 02:18:02,806 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 19:17:19, time: 0.805, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5173, loss_cls: 4.0175, loss: 4.0175 2024-07-23 02:19:22,428 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 19:16:33, time: 0.796, data_time: 0.000, memory: 15990, top1_acc: 0.2600, top5_acc: 0.5114, loss_cls: 4.0497, loss: 4.0497 2024-07-23 02:20:42,328 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 19:15:48, time: 0.799, data_time: 0.000, memory: 15990, top1_acc: 0.2614, top5_acc: 0.5162, loss_cls: 4.0373, loss: 4.0373 2024-07-23 02:22:02,681 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 19:15:04, time: 0.804, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5131, loss_cls: 4.0246, loss: 4.0246 2024-07-23 02:23:22,592 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 19:14:19, time: 0.799, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5147, loss_cls: 4.0188, loss: 4.0188 2024-07-23 02:24:43,230 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 19:13:36, time: 0.806, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5142, loss_cls: 4.0505, loss: 4.0505 2024-07-23 02:26:03,675 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 19:12:53, time: 0.804, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5130, loss_cls: 4.0354, loss: 4.0354 2024-07-23 02:27:23,367 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 19:12:07, time: 0.797, data_time: 0.000, memory: 15990, top1_acc: 0.2683, top5_acc: 0.5183, loss_cls: 3.9974, loss: 3.9974 2024-07-23 02:28:02,438 - pyskl - INFO - Saving checkpoint at 30 epochs 2024-07-23 02:29:55,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 02:29:56,160 - pyskl - INFO - top1_acc 0.2068 top5_acc 0.4427 2024-07-23 02:29:56,160 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 02:29:56,207 - pyskl - INFO - mean_acc 0.2066 2024-07-23 02:29:56,212 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_22.pth was removed 2024-07-23 02:29:56,567 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2024-07-23 02:29:56,568 - pyskl - INFO - Best top1_acc is 0.2068 at 30 epoch. 2024-07-23 02:29:56,587 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.2068, top5_acc: 0.4427, mean_class_accuracy: 0.2066 2024-07-23 02:33:47,630 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 19:18:37, time: 2.310, data_time: 1.336, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5269, loss_cls: 4.1838, loss: 4.1838 2024-07-23 02:35:09,595 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 19:17:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5206, loss_cls: 4.1839, loss: 4.1839 2024-07-23 02:36:32,850 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 19:17:27, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5164, loss_cls: 4.2160, loss: 4.2160 2024-07-23 02:37:55,192 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 19:16:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2542, top5_acc: 0.5178, loss_cls: 4.2599, loss: 4.2599 2024-07-23 02:39:18,497 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 19:16:17, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5158, loss_cls: 4.2083, loss: 4.2083 2024-07-23 02:40:40,550 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 19:15:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2617, top5_acc: 0.5078, loss_cls: 4.2831, loss: 4.2831 2024-07-23 02:42:02,747 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 19:15:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5200, loss_cls: 4.2167, loss: 4.2167 2024-07-23 02:43:24,477 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 19:14:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5316, loss_cls: 4.2019, loss: 4.2019 2024-07-23 02:44:46,316 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 19:13:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5203, loss_cls: 4.2193, loss: 4.2193 2024-07-23 02:46:07,789 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 19:13:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5183, loss_cls: 4.1949, loss: 4.1949 2024-07-23 02:47:29,308 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 19:12:22, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5152, loss_cls: 4.2054, loss: 4.2054 2024-07-23 02:48:51,090 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 19:11:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5311, loss_cls: 4.1616, loss: 4.1616 2024-07-23 02:50:12,450 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 19:11:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5239, loss_cls: 4.1861, loss: 4.1861 2024-07-23 02:51:33,909 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 19:10:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5105, loss_cls: 4.2546, loss: 4.2546 2024-07-23 02:52:55,286 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 19:09:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5159, loss_cls: 4.2481, loss: 4.2481 2024-07-23 02:54:16,689 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 19:08:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5233, loss_cls: 4.1990, loss: 4.1990 2024-07-23 02:55:37,752 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 19:08:16, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5109, loss_cls: 4.2762, loss: 4.2762 2024-07-23 02:56:59,782 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 19:07:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2577, top5_acc: 0.5050, loss_cls: 4.2885, loss: 4.2885 2024-07-23 02:58:20,900 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 19:06:54, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5161, loss_cls: 4.2460, loss: 4.2460 2024-07-23 02:59:42,285 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 19:06:13, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5167, loss_cls: 4.2250, loss: 4.2250 2024-07-23 03:01:03,667 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 19:05:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5158, loss_cls: 4.2467, loss: 4.2467 2024-07-23 03:02:25,286 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 19:04:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5220, loss_cls: 4.2083, loss: 4.2083 2024-07-23 03:03:46,863 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 19:04:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2555, top5_acc: 0.5116, loss_cls: 4.2656, loss: 4.2656 2024-07-23 03:05:08,431 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 19:03:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5206, loss_cls: 4.2285, loss: 4.2285 2024-07-23 03:06:29,718 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 19:02:46, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5078, loss_cls: 4.2642, loss: 4.2642 2024-07-23 03:07:51,054 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 19:02:04, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5138, loss_cls: 4.2465, loss: 4.2465 2024-07-23 03:09:12,676 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 19:01:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5130, loss_cls: 4.2379, loss: 4.2379 2024-07-23 03:10:33,683 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 19:00:39, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2770, top5_acc: 0.5241, loss_cls: 4.2219, loss: 4.2219 2024-07-23 03:11:55,682 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 18:59:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2625, top5_acc: 0.5095, loss_cls: 4.2552, loss: 4.2552 2024-07-23 03:13:17,007 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 18:59:17, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5066, loss_cls: 4.2795, loss: 4.2795 2024-07-23 03:14:38,191 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 18:58:34, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5139, loss_cls: 4.2498, loss: 4.2498 2024-07-23 03:15:59,786 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 18:57:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5181, loss_cls: 4.2494, loss: 4.2494 2024-07-23 03:17:21,521 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 18:57:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5145, loss_cls: 4.2470, loss: 4.2470 2024-07-23 03:18:43,784 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 18:56:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5238, loss_cls: 4.2077, loss: 4.2077 2024-07-23 03:20:05,831 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 18:55:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5242, loss_cls: 4.2295, loss: 4.2295 2024-07-23 03:21:27,240 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 18:55:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5230, loss_cls: 4.2030, loss: 4.2030 2024-07-23 03:22:48,664 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 18:54:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5291, loss_cls: 4.1950, loss: 4.1950 2024-07-23 03:23:28,557 - pyskl - INFO - Saving checkpoint at 31 epochs 2024-07-23 03:25:20,677 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 03:25:21,328 - pyskl - INFO - top1_acc 0.1675 top5_acc 0.3954 2024-07-23 03:25:21,329 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 03:25:21,367 - pyskl - INFO - mean_acc 0.1674 2024-07-23 03:25:21,378 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1675, top5_acc: 0.3954, mean_class_accuracy: 0.1674 2024-07-23 03:29:07,785 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 19:00:17, time: 2.264, data_time: 1.284, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5363, loss_cls: 4.1667, loss: 4.1667 2024-07-23 03:30:29,314 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 18:59:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5156, loss_cls: 4.2288, loss: 4.2288 2024-07-23 03:31:51,444 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 18:58:53, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5214, loss_cls: 4.1822, loss: 4.1822 2024-07-23 03:33:13,679 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 18:58:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2681, top5_acc: 0.5275, loss_cls: 4.1920, loss: 4.1920 2024-07-23 03:34:35,926 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 18:57:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5250, loss_cls: 4.1950, loss: 4.1950 2024-07-23 03:35:57,989 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 18:56:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5192, loss_cls: 4.2090, loss: 4.2090 2024-07-23 03:37:19,355 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 18:56:08, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5227, loss_cls: 4.2105, loss: 4.2105 2024-07-23 03:38:41,020 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 18:55:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5311, loss_cls: 4.1944, loss: 4.1944 2024-07-23 03:40:02,608 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 18:54:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5150, loss_cls: 4.2228, loss: 4.2228 2024-07-23 03:41:24,296 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 18:53:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5127, loss_cls: 4.2625, loss: 4.2625 2024-07-23 03:42:45,770 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 18:53:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5095, loss_cls: 4.2617, loss: 4.2617 2024-07-23 03:44:07,052 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 18:52:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5302, loss_cls: 4.2009, loss: 4.2009 2024-07-23 03:45:28,355 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 18:51:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5244, loss_cls: 4.2171, loss: 4.2171 2024-07-23 03:46:50,494 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 18:51:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5134, loss_cls: 4.2461, loss: 4.2461 2024-07-23 03:48:12,139 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 18:50:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5220, loss_cls: 4.2239, loss: 4.2239 2024-07-23 03:49:33,345 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 18:49:38, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5111, loss_cls: 4.2452, loss: 4.2452 2024-07-23 03:50:54,954 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 18:48:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5086, loss_cls: 4.2426, loss: 4.2426 2024-07-23 03:52:16,504 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 18:48:10, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5188, loss_cls: 4.2068, loss: 4.2068 2024-07-23 03:53:38,149 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 18:47:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5102, loss_cls: 4.2463, loss: 4.2463 2024-07-23 03:54:59,670 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 18:46:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5227, loss_cls: 4.2015, loss: 4.2015 2024-07-23 03:56:21,112 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 18:45:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5308, loss_cls: 4.1775, loss: 4.1775 2024-07-23 03:57:42,886 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 18:45:15, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5103, loss_cls: 4.2529, loss: 4.2529 2024-07-23 03:59:04,896 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 18:44:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5172, loss_cls: 4.2390, loss: 4.2390 2024-07-23 04:00:26,279 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 18:43:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5203, loss_cls: 4.2421, loss: 4.2421 2024-07-23 04:01:48,107 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 18:43:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5123, loss_cls: 4.2139, loss: 4.2139 2024-07-23 04:03:09,461 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 18:42:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5117, loss_cls: 4.2409, loss: 4.2409 2024-07-23 04:04:31,331 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 18:41:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5205, loss_cls: 4.2259, loss: 4.2259 2024-07-23 04:05:53,511 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 18:40:55, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5141, loss_cls: 4.2514, loss: 4.2514 2024-07-23 04:07:14,926 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 18:40:10, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5230, loss_cls: 4.1922, loss: 4.1922 2024-07-23 04:08:36,384 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 18:39:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5214, loss_cls: 4.2021, loss: 4.2021 2024-07-23 04:09:58,409 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 18:38:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5355, loss_cls: 4.1575, loss: 4.1575 2024-07-23 04:11:19,914 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 18:37:57, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5178, loss_cls: 4.2361, loss: 4.2361 2024-07-23 04:12:41,193 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 18:37:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2580, top5_acc: 0.5097, loss_cls: 4.2701, loss: 4.2701 2024-07-23 04:14:02,800 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 18:36:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5141, loss_cls: 4.2667, loss: 4.2667 2024-07-23 04:15:24,300 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 18:35:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5186, loss_cls: 4.2174, loss: 4.2174 2024-07-23 04:16:45,813 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 18:34:57, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5169, loss_cls: 4.2208, loss: 4.2208 2024-07-23 04:18:08,053 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 18:34:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5366, loss_cls: 4.1472, loss: 4.1472 2024-07-23 04:18:47,868 - pyskl - INFO - Saving checkpoint at 32 epochs 2024-07-23 04:20:40,327 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 04:20:40,989 - pyskl - INFO - top1_acc 0.1972 top5_acc 0.4159 2024-07-23 04:20:40,989 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 04:20:41,028 - pyskl - INFO - mean_acc 0.1970 2024-07-23 04:20:41,039 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.1972, top5_acc: 0.4159, mean_class_accuracy: 0.1970 2024-07-23 04:24:27,774 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 18:39:45, time: 2.267, data_time: 1.291, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5242, loss_cls: 4.2121, loss: 4.2121 2024-07-23 04:25:49,645 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 18:39:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5398, loss_cls: 4.1568, loss: 4.1568 2024-07-23 04:27:12,555 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 18:38:20, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5373, loss_cls: 4.1626, loss: 4.1626 2024-07-23 04:28:34,786 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 18:37:37, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5177, loss_cls: 4.2268, loss: 4.2268 2024-07-23 04:29:57,477 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 18:36:55, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5202, loss_cls: 4.2273, loss: 4.2273 2024-07-23 04:31:19,641 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 18:36:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5164, loss_cls: 4.2258, loss: 4.2258 2024-07-23 04:32:41,553 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 18:35:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2602, top5_acc: 0.5197, loss_cls: 4.2207, loss: 4.2207 2024-07-23 04:34:03,792 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 18:34:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5280, loss_cls: 4.1865, loss: 4.1865 2024-07-23 04:35:25,371 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 18:33:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5255, loss_cls: 4.2210, loss: 4.2210 2024-07-23 04:36:46,765 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 18:33:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5162, loss_cls: 4.2420, loss: 4.2420 2024-07-23 04:38:08,477 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 18:32:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5170, loss_cls: 4.2250, loss: 4.2250 2024-07-23 04:39:29,817 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 18:31:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5247, loss_cls: 4.1941, loss: 4.1941 2024-07-23 04:40:51,136 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 18:30:52, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5217, loss_cls: 4.2171, loss: 4.2171 2024-07-23 04:42:12,446 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 18:30:05, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5178, loss_cls: 4.2352, loss: 4.2352 2024-07-23 04:43:33,684 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 18:29:17, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5142, loss_cls: 4.2498, loss: 4.2498 2024-07-23 04:44:55,121 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 18:28:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5297, loss_cls: 4.1963, loss: 4.1963 2024-07-23 04:46:16,817 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 18:27:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5266, loss_cls: 4.1726, loss: 4.1726 2024-07-23 04:47:38,619 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 18:26:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5259, loss_cls: 4.2005, loss: 4.2005 2024-07-23 04:49:00,134 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 18:26:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5155, loss_cls: 4.2267, loss: 4.2267 2024-07-23 04:50:21,775 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 18:25:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2619, top5_acc: 0.5103, loss_cls: 4.2812, loss: 4.2812 2024-07-23 04:51:43,097 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 18:24:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5153, loss_cls: 4.2171, loss: 4.2171 2024-07-23 04:53:04,480 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 18:23:51, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5152, loss_cls: 4.2615, loss: 4.2615 2024-07-23 04:54:26,188 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 18:23:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2634, top5_acc: 0.5145, loss_cls: 4.2610, loss: 4.2610 2024-07-23 04:55:48,260 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 18:22:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5088, loss_cls: 4.2531, loss: 4.2531 2024-07-23 04:57:10,779 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 18:21:37, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5188, loss_cls: 4.1882, loss: 4.1882 2024-07-23 04:58:31,818 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 18:20:48, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5216, loss_cls: 4.2101, loss: 4.2101 2024-07-23 04:59:53,139 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 18:20:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5302, loss_cls: 4.1651, loss: 4.1651 2024-07-23 05:01:14,385 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 18:19:12, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2633, top5_acc: 0.5102, loss_cls: 4.2791, loss: 4.2791 2024-07-23 05:02:35,834 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 18:18:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5286, loss_cls: 4.1610, loss: 4.1610 2024-07-23 05:03:57,369 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 18:17:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5239, loss_cls: 4.1930, loss: 4.1930 2024-07-23 05:05:19,494 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 18:16:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2541, top5_acc: 0.5108, loss_cls: 4.2708, loss: 4.2708 2024-07-23 05:06:40,887 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 18:16:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5222, loss_cls: 4.2287, loss: 4.2287 2024-07-23 05:08:02,715 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 18:15:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5200, loss_cls: 4.2131, loss: 4.2131 2024-07-23 05:09:24,170 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 18:14:30, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2700, top5_acc: 0.5130, loss_cls: 4.2271, loss: 4.2271 2024-07-23 05:10:46,202 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 18:13:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2667, top5_acc: 0.5167, loss_cls: 4.2454, loss: 4.2454 2024-07-23 05:12:07,475 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 18:12:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5138, loss_cls: 4.2272, loss: 4.2272 2024-07-23 05:13:28,920 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 18:12:08, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5269, loss_cls: 4.2204, loss: 4.2204 2024-07-23 05:14:08,729 - pyskl - INFO - Saving checkpoint at 33 epochs 2024-07-23 05:16:00,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 05:16:01,530 - pyskl - INFO - top1_acc 0.1954 top5_acc 0.4235 2024-07-23 05:16:01,530 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 05:16:01,571 - pyskl - INFO - mean_acc 0.1950 2024-07-23 05:16:01,583 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1954, top5_acc: 0.4235, mean_class_accuracy: 0.1950 2024-07-23 05:19:56,312 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 18:17:48, time: 2.347, data_time: 1.353, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5463, loss_cls: 4.1080, loss: 4.1080 2024-07-23 05:21:18,912 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 18:17:04, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5231, loss_cls: 4.1973, loss: 4.1973 2024-07-23 05:22:41,894 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 18:16:20, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5314, loss_cls: 4.1805, loss: 4.1805 2024-07-23 05:24:04,510 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 18:15:36, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5212, loss_cls: 4.2116, loss: 4.2116 2024-07-23 05:25:26,421 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 18:14:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2712, top5_acc: 0.5311, loss_cls: 4.1631, loss: 4.1631 2024-07-23 05:26:47,983 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 18:14:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5219, loss_cls: 4.2304, loss: 4.2304 2024-07-23 05:28:09,555 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 18:13:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5172, loss_cls: 4.2366, loss: 4.2366 2024-07-23 05:29:30,563 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 18:12:22, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5173, loss_cls: 4.2329, loss: 4.2329 2024-07-23 05:30:52,300 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 18:11:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5281, loss_cls: 4.1689, loss: 4.1689 2024-07-23 05:32:13,744 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 18:10:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5225, loss_cls: 4.2177, loss: 4.2177 2024-07-23 05:33:35,271 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 18:09:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5150, loss_cls: 4.2231, loss: 4.2231 2024-07-23 05:34:56,785 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 18:09:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5252, loss_cls: 4.1918, loss: 4.1918 2024-07-23 05:36:17,925 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 18:08:17, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5209, loss_cls: 4.2266, loss: 4.2266 2024-07-23 05:37:39,400 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 18:07:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5194, loss_cls: 4.2092, loss: 4.2092 2024-07-23 05:39:01,162 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 18:06:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5219, loss_cls: 4.2441, loss: 4.2441 2024-07-23 05:40:23,139 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 18:05:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5284, loss_cls: 4.1620, loss: 4.1620 2024-07-23 05:41:44,343 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 18:05:03, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5131, loss_cls: 4.2663, loss: 4.2663 2024-07-23 05:43:05,415 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 18:04:12, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5136, loss_cls: 4.2329, loss: 4.2329 2024-07-23 05:44:27,860 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 18:03:26, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2608, top5_acc: 0.5180, loss_cls: 4.2448, loss: 4.2448 2024-07-23 05:45:49,673 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 18:02:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5297, loss_cls: 4.1749, loss: 4.1749 2024-07-23 05:47:11,108 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 18:01:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5173, loss_cls: 4.2430, loss: 4.2430 2024-07-23 05:48:33,001 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 18:01:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2653, top5_acc: 0.5148, loss_cls: 4.2373, loss: 4.2373 2024-07-23 05:49:54,142 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 18:00:10, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5206, loss_cls: 4.2159, loss: 4.2159 2024-07-23 05:51:15,097 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 17:59:18, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5339, loss_cls: 4.1089, loss: 4.1089 2024-07-23 05:52:36,244 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 17:58:28, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5273, loss_cls: 4.1722, loss: 4.1722 2024-07-23 05:53:57,239 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 17:57:36, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5164, loss_cls: 4.2120, loss: 4.2120 2024-07-23 05:55:18,657 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 17:56:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5209, loss_cls: 4.2113, loss: 4.2113 2024-07-23 05:56:40,393 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 17:55:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5214, loss_cls: 4.2247, loss: 4.2247 2024-07-23 05:58:01,838 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 17:55:08, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5175, loss_cls: 4.2340, loss: 4.2340 2024-07-23 05:59:23,219 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 17:54:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5194, loss_cls: 4.2297, loss: 4.2297 2024-07-23 06:00:44,490 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 17:53:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5244, loss_cls: 4.1993, loss: 4.1993 2024-07-23 06:02:06,131 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 17:52:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2661, top5_acc: 0.5241, loss_cls: 4.2064, loss: 4.2064 2024-07-23 06:03:27,537 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 17:51:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5180, loss_cls: 4.1987, loss: 4.1987 2024-07-23 06:04:49,440 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 17:50:59, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5117, loss_cls: 4.2442, loss: 4.2442 2024-07-23 06:06:11,082 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 17:50:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5202, loss_cls: 4.2373, loss: 4.2373 2024-07-23 06:07:32,554 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 17:49:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5214, loss_cls: 4.2092, loss: 4.2092 2024-07-23 06:08:54,236 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 17:48:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5155, loss_cls: 4.2184, loss: 4.2184 2024-07-23 06:09:33,805 - pyskl - INFO - Saving checkpoint at 34 epochs 2024-07-23 06:11:26,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 06:11:27,520 - pyskl - INFO - top1_acc 0.2066 top5_acc 0.4395 2024-07-23 06:11:27,520 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 06:11:27,561 - pyskl - INFO - mean_acc 0.2061 2024-07-23 06:11:27,580 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.2066, top5_acc: 0.4395, mean_class_accuracy: 0.2061 2024-07-23 06:15:21,404 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 17:53:47, time: 2.338, data_time: 1.360, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5217, loss_cls: 4.1756, loss: 4.1756 2024-07-23 06:16:43,718 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 17:53:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5259, loss_cls: 4.1809, loss: 4.1809 2024-07-23 06:18:06,057 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 17:52:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5262, loss_cls: 4.1741, loss: 4.1741 2024-07-23 06:19:27,965 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 17:51:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5256, loss_cls: 4.2047, loss: 4.2047 2024-07-23 06:20:51,211 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 17:50:37, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5312, loss_cls: 4.1481, loss: 4.1481 2024-07-23 06:22:12,760 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 17:49:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5244, loss_cls: 4.2107, loss: 4.2107 2024-07-23 06:23:35,307 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 17:48:59, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5194, loss_cls: 4.1919, loss: 4.1919 2024-07-23 06:24:57,596 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 17:48:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5311, loss_cls: 4.1707, loss: 4.1707 2024-07-23 06:26:19,490 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 17:47:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5175, loss_cls: 4.2563, loss: 4.2563 2024-07-23 06:27:41,418 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 17:46:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5239, loss_cls: 4.1733, loss: 4.1733 2024-07-23 06:29:02,934 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 17:45:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5189, loss_cls: 4.2116, loss: 4.2116 2024-07-23 06:30:25,261 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 17:44:53, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5264, loss_cls: 4.2094, loss: 4.2094 2024-07-23 06:31:47,097 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 17:44:02, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5188, loss_cls: 4.2124, loss: 4.2124 2024-07-23 06:33:08,805 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 17:43:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2694, top5_acc: 0.5181, loss_cls: 4.2317, loss: 4.2317 2024-07-23 06:34:30,272 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 17:42:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5312, loss_cls: 4.1940, loss: 4.1940 2024-07-23 06:35:51,511 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 17:41:28, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5155, loss_cls: 4.2211, loss: 4.2211 2024-07-23 06:37:13,531 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 17:40:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5188, loss_cls: 4.2264, loss: 4.2264 2024-07-23 06:38:34,884 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 17:39:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5223, loss_cls: 4.2041, loss: 4.2041 2024-07-23 06:39:56,769 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 17:38:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5333, loss_cls: 4.1419, loss: 4.1419 2024-07-23 06:41:18,166 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 17:38:05, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5297, loss_cls: 4.2183, loss: 4.2183 2024-07-23 06:42:39,231 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 17:37:12, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5206, loss_cls: 4.1907, loss: 4.1907 2024-07-23 06:44:00,870 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 17:36:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5277, loss_cls: 4.1829, loss: 4.1829 2024-07-23 06:45:22,400 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 17:35:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5269, loss_cls: 4.1892, loss: 4.1892 2024-07-23 06:46:44,110 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 17:34:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2606, top5_acc: 0.5172, loss_cls: 4.2677, loss: 4.2677 2024-07-23 06:48:06,186 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 17:33:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2616, top5_acc: 0.5178, loss_cls: 4.2123, loss: 4.2123 2024-07-23 06:49:27,513 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 17:32:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5234, loss_cls: 4.1836, loss: 4.1836 2024-07-23 06:50:48,983 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 17:32:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5169, loss_cls: 4.2427, loss: 4.2427 2024-07-23 06:52:10,359 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 17:31:11, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5148, loss_cls: 4.2438, loss: 4.2438 2024-07-23 06:53:31,538 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 17:30:18, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5220, loss_cls: 4.1880, loss: 4.1880 2024-07-23 06:54:53,022 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 17:29:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5286, loss_cls: 4.1832, loss: 4.1832 2024-07-23 06:56:14,246 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 17:28:34, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2867, top5_acc: 0.5337, loss_cls: 4.1236, loss: 4.1236 2024-07-23 06:57:35,881 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 17:27:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5145, loss_cls: 4.2523, loss: 4.2523 2024-07-23 06:58:57,993 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 17:26:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5167, loss_cls: 4.2104, loss: 4.2104 2024-07-23 07:00:19,412 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 17:25:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2636, top5_acc: 0.5091, loss_cls: 4.2885, loss: 4.2885 2024-07-23 07:01:41,627 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 17:25:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5212, loss_cls: 4.2033, loss: 4.2033 2024-07-23 07:03:03,421 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 17:24:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5138, loss_cls: 4.2447, loss: 4.2447 2024-07-23 07:04:25,057 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 17:23:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5222, loss_cls: 4.2036, loss: 4.2036 2024-07-23 07:05:04,632 - pyskl - INFO - Saving checkpoint at 35 epochs 2024-07-23 07:06:56,509 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 07:06:57,160 - pyskl - INFO - top1_acc 0.2172 top5_acc 0.4419 2024-07-23 07:06:57,161 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 07:06:57,202 - pyskl - INFO - mean_acc 0.2171 2024-07-23 07:06:57,208 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_30.pth was removed 2024-07-23 07:06:57,469 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2024-07-23 07:06:57,470 - pyskl - INFO - Best top1_acc is 0.2172 at 35 epoch. 2024-07-23 07:06:57,480 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.2172, top5_acc: 0.4419, mean_class_accuracy: 0.2171 2024-07-23 07:10:42,034 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 17:27:56, time: 2.245, data_time: 1.261, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5230, loss_cls: 4.1909, loss: 4.1909 2024-07-23 07:12:04,066 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 17:27:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5345, loss_cls: 4.1717, loss: 4.1717 2024-07-23 07:13:26,957 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 17:26:17, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5245, loss_cls: 4.1967, loss: 4.1967 2024-07-23 07:14:48,843 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 17:25:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5363, loss_cls: 4.1347, loss: 4.1347 2024-07-23 07:16:11,657 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 17:24:37, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5277, loss_cls: 4.1819, loss: 4.1819 2024-07-23 07:17:34,435 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 17:23:48, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5211, loss_cls: 4.1847, loss: 4.1847 2024-07-23 07:18:56,426 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 17:22:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5130, loss_cls: 4.2400, loss: 4.2400 2024-07-23 07:20:18,503 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 17:22:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5167, loss_cls: 4.2027, loss: 4.2027 2024-07-23 07:21:40,115 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 17:21:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5363, loss_cls: 4.1192, loss: 4.1192 2024-07-23 07:23:01,692 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 17:20:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2666, top5_acc: 0.5136, loss_cls: 4.2303, loss: 4.2303 2024-07-23 07:24:23,731 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 17:19:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5169, loss_cls: 4.2321, loss: 4.2321 2024-07-23 07:25:45,071 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 17:18:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2723, top5_acc: 0.5209, loss_cls: 4.2124, loss: 4.2124 2024-07-23 07:27:06,193 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 17:17:40, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5191, loss_cls: 4.2083, loss: 4.2083 2024-07-23 07:28:27,511 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 17:16:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5233, loss_cls: 4.2158, loss: 4.2158 2024-07-23 07:29:48,717 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 17:15:52, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2648, top5_acc: 0.5128, loss_cls: 4.2638, loss: 4.2638 2024-07-23 07:31:10,229 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 17:14:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5262, loss_cls: 4.1883, loss: 4.1883 2024-07-23 07:32:31,899 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 17:14:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5181, loss_cls: 4.2384, loss: 4.2384 2024-07-23 07:33:53,413 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 17:13:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5209, loss_cls: 4.2450, loss: 4.2450 2024-07-23 07:35:14,958 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 17:12:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5188, loss_cls: 4.2379, loss: 4.2379 2024-07-23 07:36:36,632 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 17:11:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5256, loss_cls: 4.1990, loss: 4.1990 2024-07-23 07:37:58,321 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 17:10:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2598, top5_acc: 0.5242, loss_cls: 4.2430, loss: 4.2430 2024-07-23 07:39:20,349 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 17:09:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5311, loss_cls: 4.1510, loss: 4.1510 2024-07-23 07:40:41,565 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 17:08:47, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5250, loss_cls: 4.2077, loss: 4.2077 2024-07-23 07:42:03,817 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 17:07:56, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5236, loss_cls: 4.1848, loss: 4.1848 2024-07-23 07:43:25,679 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 17:07:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5142, loss_cls: 4.2316, loss: 4.2316 2024-07-23 07:44:47,795 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 17:06:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5331, loss_cls: 4.1466, loss: 4.1466 2024-07-23 07:46:09,381 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 17:05:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2647, top5_acc: 0.5242, loss_cls: 4.2065, loss: 4.2065 2024-07-23 07:47:31,048 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 17:04:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5216, loss_cls: 4.2320, loss: 4.2320 2024-07-23 07:48:52,861 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 17:03:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5180, loss_cls: 4.2286, loss: 4.2286 2024-07-23 07:50:14,184 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 17:02:37, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5127, loss_cls: 4.2127, loss: 4.2127 2024-07-23 07:51:35,931 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 17:01:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5194, loss_cls: 4.2340, loss: 4.2340 2024-07-23 07:52:57,796 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 17:00:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5209, loss_cls: 4.2331, loss: 4.2331 2024-07-23 07:54:19,851 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 16:59:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2641, top5_acc: 0.5170, loss_cls: 4.2362, loss: 4.2362 2024-07-23 07:55:41,061 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 16:59:03, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5222, loss_cls: 4.1974, loss: 4.1974 2024-07-23 07:57:02,992 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 16:58:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5180, loss_cls: 4.2250, loss: 4.2250 2024-07-23 07:58:24,399 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 16:57:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5169, loss_cls: 4.2178, loss: 4.2178 2024-07-23 07:59:46,493 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 16:56:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5267, loss_cls: 4.2162, loss: 4.2162 2024-07-23 08:00:26,101 - pyskl - INFO - Saving checkpoint at 36 epochs 2024-07-23 08:02:18,682 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 08:02:19,334 - pyskl - INFO - top1_acc 0.1925 top5_acc 0.4278 2024-07-23 08:02:19,334 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 08:02:19,373 - pyskl - INFO - mean_acc 0.1924 2024-07-23 08:02:19,383 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.1925, top5_acc: 0.4278, mean_class_accuracy: 0.1924 2024-07-23 08:06:06,004 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 17:00:45, time: 2.266, data_time: 1.267, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5269, loss_cls: 4.1742, loss: 4.1742 2024-07-23 08:07:27,541 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 16:59:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5216, loss_cls: 4.2377, loss: 4.2377 2024-07-23 08:08:51,156 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 16:59:02, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5212, loss_cls: 4.2082, loss: 4.2082 2024-07-23 08:10:13,704 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 16:58:11, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5277, loss_cls: 4.1766, loss: 4.1766 2024-07-23 08:11:35,484 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 16:57:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5227, loss_cls: 4.1838, loss: 4.1838 2024-07-23 08:12:57,640 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 16:56:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2639, top5_acc: 0.5244, loss_cls: 4.2256, loss: 4.2256 2024-07-23 08:14:19,319 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 16:55:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5192, loss_cls: 4.1899, loss: 4.1899 2024-07-23 08:15:40,718 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 16:54:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5344, loss_cls: 4.1924, loss: 4.1924 2024-07-23 08:17:02,229 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 16:53:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5322, loss_cls: 4.1502, loss: 4.1502 2024-07-23 08:18:24,051 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 16:52:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5241, loss_cls: 4.1757, loss: 4.1757 2024-07-23 08:19:46,118 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 16:51:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2609, top5_acc: 0.5169, loss_cls: 4.2334, loss: 4.2334 2024-07-23 08:21:07,916 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 16:50:58, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5152, loss_cls: 4.2199, loss: 4.2199 2024-07-23 08:22:29,419 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 16:50:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2672, top5_acc: 0.5206, loss_cls: 4.2159, loss: 4.2159 2024-07-23 08:23:50,578 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 16:49:07, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5159, loss_cls: 4.2037, loss: 4.2037 2024-07-23 08:25:11,925 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 16:48:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5161, loss_cls: 4.2190, loss: 4.2190 2024-07-23 08:26:33,683 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 16:47:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5222, loss_cls: 4.2061, loss: 4.2061 2024-07-23 08:27:55,642 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 16:46:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5281, loss_cls: 4.1844, loss: 4.1844 2024-07-23 08:29:17,152 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 16:45:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5202, loss_cls: 4.2326, loss: 4.2326 2024-07-23 08:30:39,048 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 16:44:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5308, loss_cls: 4.1902, loss: 4.1902 2024-07-23 08:32:00,528 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 16:43:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5234, loss_cls: 4.1950, loss: 4.1950 2024-07-23 08:33:22,009 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 16:42:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5253, loss_cls: 4.1867, loss: 4.1867 2024-07-23 08:34:43,478 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 16:41:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5278, loss_cls: 4.1974, loss: 4.1974 2024-07-23 08:36:04,610 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 16:40:50, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5180, loss_cls: 4.2181, loss: 4.2181 2024-07-23 08:37:26,268 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 16:39:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5175, loss_cls: 4.2202, loss: 4.2202 2024-07-23 08:38:48,011 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 16:39:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2656, top5_acc: 0.5139, loss_cls: 4.2244, loss: 4.2244 2024-07-23 08:40:09,248 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 16:38:04, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5283, loss_cls: 4.1822, loss: 4.1822 2024-07-23 08:41:31,147 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 16:37:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5273, loss_cls: 4.2133, loss: 4.2133 2024-07-23 08:42:52,326 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 16:36:12, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5169, loss_cls: 4.2156, loss: 4.2156 2024-07-23 08:44:13,967 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 16:35:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5169, loss_cls: 4.2297, loss: 4.2297 2024-07-23 08:45:35,094 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 16:34:20, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5355, loss_cls: 4.1622, loss: 4.1622 2024-07-23 08:46:56,749 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 16:33:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5222, loss_cls: 4.2296, loss: 4.2296 2024-07-23 08:48:18,738 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 16:32:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5219, loss_cls: 4.2619, loss: 4.2619 2024-07-23 08:49:40,397 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 16:31:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5284, loss_cls: 4.1577, loss: 4.1577 2024-07-23 08:51:01,747 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 16:30:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2586, top5_acc: 0.5078, loss_cls: 4.2458, loss: 4.2458 2024-07-23 08:52:23,616 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 16:29:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5203, loss_cls: 4.1777, loss: 4.1777 2024-07-23 08:53:44,698 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 16:28:46, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5217, loss_cls: 4.1916, loss: 4.1916 2024-07-23 08:55:06,628 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 16:27:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5144, loss_cls: 4.2371, loss: 4.2371 2024-07-23 08:55:46,753 - pyskl - INFO - Saving checkpoint at 37 epochs 2024-07-23 08:57:39,507 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 08:57:40,157 - pyskl - INFO - top1_acc 0.1871 top5_acc 0.4270 2024-07-23 08:57:40,158 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 08:57:40,196 - pyskl - INFO - mean_acc 0.1871 2024-07-23 08:57:40,205 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.1871, top5_acc: 0.4270, mean_class_accuracy: 0.1871 2024-07-23 09:01:24,549 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 16:31:51, time: 2.243, data_time: 1.271, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5448, loss_cls: 4.1135, loss: 4.1135 2024-07-23 09:02:46,619 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 16:30:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5222, loss_cls: 4.2002, loss: 4.2002 2024-07-23 09:04:09,556 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 16:30:04, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5244, loss_cls: 4.1954, loss: 4.1954 2024-07-23 09:05:32,274 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 16:29:12, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5300, loss_cls: 4.1601, loss: 4.1601 2024-07-23 09:06:55,310 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 16:28:20, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2650, top5_acc: 0.5203, loss_cls: 4.2127, loss: 4.2127 2024-07-23 09:08:17,561 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 16:27:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5241, loss_cls: 4.2268, loss: 4.2268 2024-07-23 09:09:39,239 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 16:26:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5186, loss_cls: 4.2128, loss: 4.2128 2024-07-23 09:11:01,072 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 16:25:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5306, loss_cls: 4.1688, loss: 4.1688 2024-07-23 09:12:22,733 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 16:24:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5144, loss_cls: 4.2261, loss: 4.2261 2024-07-23 09:13:44,444 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 16:23:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5184, loss_cls: 4.2075, loss: 4.2075 2024-07-23 09:15:06,206 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 16:22:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5375, loss_cls: 4.1181, loss: 4.1181 2024-07-23 09:16:27,606 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 16:21:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5155, loss_cls: 4.2144, loss: 4.2144 2024-07-23 09:17:48,984 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 16:20:51, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5275, loss_cls: 4.1758, loss: 4.1758 2024-07-23 09:19:11,125 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 16:19:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5323, loss_cls: 4.1771, loss: 4.1771 2024-07-23 09:20:33,045 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 16:19:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5264, loss_cls: 4.2009, loss: 4.2009 2024-07-23 09:21:55,105 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 16:18:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2664, top5_acc: 0.5217, loss_cls: 4.1989, loss: 4.1989 2024-07-23 09:23:16,648 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 16:17:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5212, loss_cls: 4.1993, loss: 4.1993 2024-07-23 09:24:37,837 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 16:16:10, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5225, loss_cls: 4.2061, loss: 4.2061 2024-07-23 09:25:59,892 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 16:15:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5291, loss_cls: 4.1733, loss: 4.1733 2024-07-23 09:27:21,886 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 16:14:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5289, loss_cls: 4.1784, loss: 4.1784 2024-07-23 09:28:43,483 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 16:13:22, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5336, loss_cls: 4.1528, loss: 4.1528 2024-07-23 09:30:05,188 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 16:12:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5212, loss_cls: 4.2138, loss: 4.2138 2024-07-23 09:31:26,927 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 16:11:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5192, loss_cls: 4.1723, loss: 4.1723 2024-07-23 09:32:48,168 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 16:10:31, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5159, loss_cls: 4.2175, loss: 4.2175 2024-07-23 09:34:09,983 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 16:09:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5208, loss_cls: 4.2069, loss: 4.2069 2024-07-23 09:35:31,335 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 16:08:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5258, loss_cls: 4.1519, loss: 4.1519 2024-07-23 09:36:52,586 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 16:07:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2675, top5_acc: 0.5208, loss_cls: 4.2317, loss: 4.2317 2024-07-23 09:38:14,147 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 16:06:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5253, loss_cls: 4.1855, loss: 4.1855 2024-07-23 09:39:35,486 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 16:05:44, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5177, loss_cls: 4.2208, loss: 4.2208 2024-07-23 09:40:57,186 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 16:04:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5316, loss_cls: 4.1894, loss: 4.1894 2024-07-23 09:42:19,052 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 16:03:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2644, top5_acc: 0.5194, loss_cls: 4.2065, loss: 4.2065 2024-07-23 09:43:40,477 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 16:02:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5170, loss_cls: 4.2235, loss: 4.2235 2024-07-23 09:45:01,879 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 16:01:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5277, loss_cls: 4.1622, loss: 4.1622 2024-07-23 09:46:23,129 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 16:00:57, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5267, loss_cls: 4.1930, loss: 4.1930 2024-07-23 09:47:45,086 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 16:00:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2645, top5_acc: 0.5116, loss_cls: 4.2346, loss: 4.2346 2024-07-23 09:49:06,498 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 15:59:03, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5350, loss_cls: 4.1666, loss: 4.1666 2024-07-23 09:50:28,611 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 15:58:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5319, loss_cls: 4.1639, loss: 4.1639 2024-07-23 09:51:07,847 - pyskl - INFO - Saving checkpoint at 38 epochs 2024-07-23 09:53:00,404 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 09:53:01,063 - pyskl - INFO - top1_acc 0.2066 top5_acc 0.4366 2024-07-23 09:53:01,063 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 09:53:01,102 - pyskl - INFO - mean_acc 0.2064 2024-07-23 09:53:01,112 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.2066, top5_acc: 0.4366, mean_class_accuracy: 0.2064 2024-07-23 09:56:45,688 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 16:01:53, time: 2.246, data_time: 1.279, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5384, loss_cls: 4.1361, loss: 4.1361 2024-07-23 09:58:07,049 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 16:00:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5361, loss_cls: 4.1273, loss: 4.1273 2024-07-23 09:59:31,197 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 16:00:05, time: 0.841, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5341, loss_cls: 4.1418, loss: 4.1418 2024-07-23 10:00:53,966 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 15:59:10, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5387, loss_cls: 4.1454, loss: 4.1454 2024-07-23 10:02:16,755 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 15:58:16, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5262, loss_cls: 4.1720, loss: 4.1720 2024-07-23 10:03:38,659 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 15:57:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2662, top5_acc: 0.5264, loss_cls: 4.1810, loss: 4.1810 2024-07-23 10:04:59,934 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 15:56:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5225, loss_cls: 4.2144, loss: 4.2144 2024-07-23 10:06:22,500 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 15:55:25, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5241, loss_cls: 4.2067, loss: 4.2067 2024-07-23 10:07:43,748 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 15:54:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5264, loss_cls: 4.1814, loss: 4.1814 2024-07-23 10:09:04,988 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 15:53:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5170, loss_cls: 4.2176, loss: 4.2176 2024-07-23 10:10:26,539 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 15:52:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5314, loss_cls: 4.1540, loss: 4.1540 2024-07-23 10:11:48,448 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 15:51:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5375, loss_cls: 4.1625, loss: 4.1625 2024-07-23 10:13:10,705 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 15:50:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5256, loss_cls: 4.2002, loss: 4.2002 2024-07-23 10:14:32,070 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 15:49:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5277, loss_cls: 4.2027, loss: 4.2027 2024-07-23 10:15:53,556 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 15:48:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5236, loss_cls: 4.1780, loss: 4.1780 2024-07-23 10:17:15,249 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 15:47:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5303, loss_cls: 4.1415, loss: 4.1415 2024-07-23 10:18:36,795 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 15:46:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5319, loss_cls: 4.1431, loss: 4.1431 2024-07-23 10:19:58,078 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 15:45:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2725, top5_acc: 0.5195, loss_cls: 4.2223, loss: 4.2223 2024-07-23 10:21:20,191 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 15:44:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5164, loss_cls: 4.2345, loss: 4.2345 2024-07-23 10:22:41,672 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 15:43:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2523, top5_acc: 0.5127, loss_cls: 4.2597, loss: 4.2597 2024-07-23 10:24:03,051 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 15:42:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5177, loss_cls: 4.2085, loss: 4.2085 2024-07-23 10:25:25,038 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 15:41:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2658, top5_acc: 0.5202, loss_cls: 4.2471, loss: 4.2471 2024-07-23 10:26:46,318 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 15:40:50, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5144, loss_cls: 4.2162, loss: 4.2162 2024-07-23 10:28:07,855 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 15:39:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5147, loss_cls: 4.2202, loss: 4.2202 2024-07-23 10:29:29,182 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 15:38:52, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5247, loss_cls: 4.1852, loss: 4.1852 2024-07-23 10:30:50,771 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 15:37:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5273, loss_cls: 4.2315, loss: 4.2315 2024-07-23 10:32:12,395 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 15:36:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5272, loss_cls: 4.1953, loss: 4.1953 2024-07-23 10:33:34,413 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 15:35:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5297, loss_cls: 4.1867, loss: 4.1867 2024-07-23 10:34:55,865 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 15:34:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5148, loss_cls: 4.2267, loss: 4.2267 2024-07-23 10:36:17,330 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 15:34:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5298, loss_cls: 4.1591, loss: 4.1591 2024-07-23 10:37:39,066 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 15:33:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2605, top5_acc: 0.5184, loss_cls: 4.2087, loss: 4.2087 2024-07-23 10:39:00,894 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 15:32:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2723, top5_acc: 0.5273, loss_cls: 4.1815, loss: 4.1815 2024-07-23 10:40:22,898 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 15:31:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5230, loss_cls: 4.2062, loss: 4.2062 2024-07-23 10:41:44,254 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 15:30:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2723, top5_acc: 0.5117, loss_cls: 4.2363, loss: 4.2363 2024-07-23 10:43:06,035 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 15:29:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5342, loss_cls: 4.1580, loss: 4.1580 2024-07-23 10:44:27,697 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 15:28:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5347, loss_cls: 4.1468, loss: 4.1468 2024-07-23 10:45:49,829 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 15:27:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5283, loss_cls: 4.1840, loss: 4.1840 2024-07-23 10:46:29,269 - pyskl - INFO - Saving checkpoint at 39 epochs 2024-07-23 10:48:21,622 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 10:48:22,276 - pyskl - INFO - top1_acc 0.2028 top5_acc 0.4288 2024-07-23 10:48:22,276 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 10:48:22,315 - pyskl - INFO - mean_acc 0.2025 2024-07-23 10:48:22,326 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.2028, top5_acc: 0.4288, mean_class_accuracy: 0.2025 2024-07-23 10:52:07,483 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 15:30:47, time: 2.251, data_time: 1.281, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5387, loss_cls: 4.1229, loss: 4.1229 2024-07-23 10:53:29,257 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 15:29:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5330, loss_cls: 4.1279, loss: 4.1279 2024-07-23 10:54:51,079 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 15:28:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5284, loss_cls: 4.1670, loss: 4.1670 2024-07-23 10:56:14,878 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 15:27:56, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5194, loss_cls: 4.1931, loss: 4.1931 2024-07-23 10:57:37,346 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 15:27:00, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5267, loss_cls: 4.1717, loss: 4.1717 2024-07-23 10:58:59,658 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 15:26:02, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5314, loss_cls: 4.1785, loss: 4.1785 2024-07-23 11:00:21,980 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 15:25:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5256, loss_cls: 4.1900, loss: 4.1900 2024-07-23 11:01:43,878 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 15:24:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5180, loss_cls: 4.2065, loss: 4.2065 2024-07-23 11:03:05,429 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 15:23:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5255, loss_cls: 4.1781, loss: 4.1781 2024-07-23 11:04:26,881 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 15:22:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5320, loss_cls: 4.1643, loss: 4.1643 2024-07-23 11:05:48,743 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 15:21:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5353, loss_cls: 4.1357, loss: 4.1357 2024-07-23 11:07:10,882 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 15:20:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5258, loss_cls: 4.1898, loss: 4.1898 2024-07-23 11:08:32,738 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 15:19:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5233, loss_cls: 4.1531, loss: 4.1531 2024-07-23 11:09:55,211 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 15:18:14, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5317, loss_cls: 4.1714, loss: 4.1714 2024-07-23 11:11:17,344 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 15:17:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2716, top5_acc: 0.5262, loss_cls: 4.1884, loss: 4.1884 2024-07-23 11:12:39,363 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 15:16:17, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5175, loss_cls: 4.2114, loss: 4.2114 2024-07-23 11:14:01,122 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 15:15:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5247, loss_cls: 4.1837, loss: 4.1837 2024-07-23 11:15:23,215 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 15:14:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2642, top5_acc: 0.5128, loss_cls: 4.2329, loss: 4.2329 2024-07-23 11:16:45,241 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 15:13:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5298, loss_cls: 4.1527, loss: 4.1527 2024-07-23 11:18:07,088 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 15:12:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5233, loss_cls: 4.2038, loss: 4.2038 2024-07-23 11:19:28,938 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 15:11:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5247, loss_cls: 4.1865, loss: 4.1865 2024-07-23 11:20:50,843 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 15:10:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2631, top5_acc: 0.5222, loss_cls: 4.2207, loss: 4.2207 2024-07-23 11:22:13,033 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 15:09:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5278, loss_cls: 4.1620, loss: 4.1620 2024-07-23 11:23:35,038 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 15:08:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5169, loss_cls: 4.2228, loss: 4.2228 2024-07-23 11:24:56,636 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 15:07:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5219, loss_cls: 4.1961, loss: 4.1961 2024-07-23 11:26:18,965 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 15:06:28, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5233, loss_cls: 4.1879, loss: 4.1879 2024-07-23 11:27:40,904 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 15:05:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5286, loss_cls: 4.1584, loss: 4.1584 2024-07-23 11:29:02,831 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 15:04:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5228, loss_cls: 4.1927, loss: 4.1927 2024-07-23 11:30:25,180 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 15:03:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2764, top5_acc: 0.5303, loss_cls: 4.1900, loss: 4.1900 2024-07-23 11:31:47,283 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 15:02:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5189, loss_cls: 4.2080, loss: 4.2080 2024-07-23 11:33:08,947 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 15:01:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2734, top5_acc: 0.5244, loss_cls: 4.1846, loss: 4.1846 2024-07-23 11:34:30,658 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 15:00:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2708, top5_acc: 0.5273, loss_cls: 4.1821, loss: 4.1821 2024-07-23 11:35:52,320 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 14:59:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5145, loss_cls: 4.1896, loss: 4.1896 2024-07-23 11:37:13,965 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 14:58:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5267, loss_cls: 4.1990, loss: 4.1990 2024-07-23 11:38:36,128 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 14:57:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2677, top5_acc: 0.5191, loss_cls: 4.2381, loss: 4.2381 2024-07-23 11:39:57,937 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 14:56:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5300, loss_cls: 4.1683, loss: 4.1683 2024-07-23 11:41:20,952 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 14:55:38, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5300, loss_cls: 4.1671, loss: 4.1671 2024-07-23 11:42:00,767 - pyskl - INFO - Saving checkpoint at 40 epochs 2024-07-23 11:43:53,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 11:43:53,677 - pyskl - INFO - top1_acc 0.2261 top5_acc 0.4559 2024-07-23 11:43:53,677 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 11:43:53,716 - pyskl - INFO - mean_acc 0.2259 2024-07-23 11:43:53,720 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_35.pth was removed 2024-07-23 11:43:53,965 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2024-07-23 11:43:53,966 - pyskl - INFO - Best top1_acc is 0.2261 at 40 epoch. 2024-07-23 11:43:53,976 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.2261, top5_acc: 0.4559, mean_class_accuracy: 0.2259 2024-07-23 11:47:35,630 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 14:58:52, time: 2.216, data_time: 1.242, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5316, loss_cls: 4.1094, loss: 4.1094 2024-07-23 11:48:57,050 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 14:57:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5348, loss_cls: 4.1475, loss: 4.1475 2024-07-23 11:50:19,200 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 14:56:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5398, loss_cls: 4.1326, loss: 4.1326 2024-07-23 11:51:40,998 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 14:55:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5300, loss_cls: 4.1739, loss: 4.1739 2024-07-23 11:53:03,999 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 14:54:54, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5245, loss_cls: 4.1589, loss: 4.1589 2024-07-23 11:54:26,409 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 14:53:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5327, loss_cls: 4.1473, loss: 4.1473 2024-07-23 11:55:48,598 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 14:52:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5275, loss_cls: 4.1785, loss: 4.1785 2024-07-23 11:57:10,170 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 14:51:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5311, loss_cls: 4.1867, loss: 4.1867 2024-07-23 11:58:32,910 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 3 days, 14:50:58, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5248, loss_cls: 4.1712, loss: 4.1712 2024-07-23 11:59:54,575 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 3 days, 14:49:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5363, loss_cls: 4.1254, loss: 4.1254 2024-07-23 12:01:16,506 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 3 days, 14:48:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5311, loss_cls: 4.1159, loss: 4.1159 2024-07-23 12:02:38,232 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 3 days, 14:47:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5197, loss_cls: 4.2186, loss: 4.2186 2024-07-23 12:04:00,611 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 3 days, 14:46:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5303, loss_cls: 4.1665, loss: 4.1665 2024-07-23 12:05:22,078 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 3 days, 14:45:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5286, loss_cls: 4.1499, loss: 4.1499 2024-07-23 12:06:43,999 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 3 days, 14:44:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5205, loss_cls: 4.2101, loss: 4.2101 2024-07-23 12:08:06,234 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 3 days, 14:43:57, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5152, loss_cls: 4.2271, loss: 4.2271 2024-07-23 12:09:27,283 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 3 days, 14:42:54, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5308, loss_cls: 4.1876, loss: 4.1876 2024-07-23 12:10:49,197 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 3 days, 14:41:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5341, loss_cls: 4.1556, loss: 4.1556 2024-07-23 12:12:10,790 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 3 days, 14:40:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5337, loss_cls: 4.1497, loss: 4.1497 2024-07-23 12:13:32,401 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 3 days, 14:39:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5259, loss_cls: 4.1682, loss: 4.1682 2024-07-23 12:14:53,863 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 3 days, 14:38:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5280, loss_cls: 4.1543, loss: 4.1543 2024-07-23 12:16:15,702 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 3 days, 14:37:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5280, loss_cls: 4.1948, loss: 4.1948 2024-07-23 12:17:38,079 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 3 days, 14:36:50, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5262, loss_cls: 4.1813, loss: 4.1813 2024-07-23 12:18:59,670 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 3 days, 14:35:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5309, loss_cls: 4.1497, loss: 4.1497 2024-07-23 12:20:21,260 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 3 days, 14:34:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5278, loss_cls: 4.1597, loss: 4.1597 2024-07-23 12:21:42,693 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 3 days, 14:33:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5288, loss_cls: 4.1657, loss: 4.1657 2024-07-23 12:23:04,028 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 3 days, 14:32:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5152, loss_cls: 4.2216, loss: 4.2216 2024-07-23 12:24:25,486 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 3 days, 14:31:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2720, top5_acc: 0.5147, loss_cls: 4.2205, loss: 4.2205 2024-07-23 12:25:47,454 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 3 days, 14:30:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5320, loss_cls: 4.1345, loss: 4.1345 2024-07-23 12:27:09,537 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 3 days, 14:29:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5200, loss_cls: 4.2092, loss: 4.2092 2024-07-23 12:28:31,093 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 3 days, 14:28:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5195, loss_cls: 4.2022, loss: 4.2022 2024-07-23 12:29:52,747 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 3 days, 14:27:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5183, loss_cls: 4.2288, loss: 4.2288 2024-07-23 12:31:14,352 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 3 days, 14:26:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5350, loss_cls: 4.1331, loss: 4.1331 2024-07-23 12:32:36,012 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 3 days, 14:25:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2683, top5_acc: 0.5239, loss_cls: 4.1934, loss: 4.1934 2024-07-23 12:33:57,874 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 3 days, 14:24:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5339, loss_cls: 4.1691, loss: 4.1691 2024-07-23 12:35:19,349 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 3 days, 14:23:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2575, top5_acc: 0.5058, loss_cls: 4.2876, loss: 4.2876 2024-07-23 12:36:41,100 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 3 days, 14:22:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5277, loss_cls: 4.2166, loss: 4.2166 2024-07-23 12:37:20,777 - pyskl - INFO - Saving checkpoint at 41 epochs 2024-07-23 12:39:12,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 12:39:13,481 - pyskl - INFO - top1_acc 0.1803 top5_acc 0.3968 2024-07-23 12:39:13,481 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 12:39:13,520 - pyskl - INFO - mean_acc 0.1801 2024-07-23 12:39:13,531 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1803, top5_acc: 0.3968, mean_class_accuracy: 0.1801 2024-07-23 12:43:01,656 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 3 days, 14:25:51, time: 2.281, data_time: 1.263, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5370, loss_cls: 4.1386, loss: 4.1386 2024-07-23 12:44:22,956 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 3 days, 14:24:48, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5356, loss_cls: 4.1283, loss: 4.1283 2024-07-23 12:45:45,430 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 3 days, 14:23:48, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5202, loss_cls: 4.1770, loss: 4.1770 2024-07-23 12:47:07,095 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 3 days, 14:22:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5352, loss_cls: 4.1180, loss: 4.1180 2024-07-23 12:48:29,126 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 3 days, 14:21:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5317, loss_cls: 4.1608, loss: 4.1608 2024-07-23 12:49:51,618 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 3 days, 14:20:46, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5342, loss_cls: 4.1652, loss: 4.1652 2024-07-23 12:51:13,724 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 3 days, 14:19:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5334, loss_cls: 4.1294, loss: 4.1294 2024-07-23 12:52:35,669 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 3 days, 14:18:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5309, loss_cls: 4.1612, loss: 4.1612 2024-07-23 12:53:57,575 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 3 days, 14:17:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5264, loss_cls: 4.1856, loss: 4.1856 2024-07-23 12:55:18,841 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 3 days, 14:16:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5275, loss_cls: 4.1587, loss: 4.1587 2024-07-23 12:56:40,066 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 3 days, 14:15:36, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2711, top5_acc: 0.5186, loss_cls: 4.2074, loss: 4.2074 2024-07-23 12:58:01,695 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 3 days, 14:14:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5356, loss_cls: 4.1449, loss: 4.1449 2024-07-23 12:59:23,133 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 3 days, 14:13:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5353, loss_cls: 4.1357, loss: 4.1357 2024-07-23 13:00:44,797 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 3 days, 14:12:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5228, loss_cls: 4.1706, loss: 4.1706 2024-07-23 13:02:06,434 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 3 days, 14:11:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2731, top5_acc: 0.5311, loss_cls: 4.1746, loss: 4.1746 2024-07-23 13:03:27,853 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 3 days, 14:10:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5298, loss_cls: 4.1342, loss: 4.1342 2024-07-23 13:04:49,930 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 3 days, 14:09:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5328, loss_cls: 4.1482, loss: 4.1482 2024-07-23 13:06:11,583 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 3 days, 14:08:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5348, loss_cls: 4.1370, loss: 4.1370 2024-07-23 13:07:33,620 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 3 days, 14:07:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5308, loss_cls: 4.1723, loss: 4.1723 2024-07-23 13:08:55,015 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 3 days, 14:06:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5225, loss_cls: 4.1934, loss: 4.1934 2024-07-23 13:10:16,388 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 3 days, 14:05:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5255, loss_cls: 4.1816, loss: 4.1816 2024-07-23 13:11:38,203 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 3 days, 14:04:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5242, loss_cls: 4.1736, loss: 4.1736 2024-07-23 13:12:59,808 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 3 days, 14:03:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5269, loss_cls: 4.1669, loss: 4.1669 2024-07-23 13:14:21,518 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 3 days, 14:02:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5286, loss_cls: 4.1632, loss: 4.1632 2024-07-23 13:15:43,202 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 3 days, 14:01:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5253, loss_cls: 4.1956, loss: 4.1956 2024-07-23 13:17:04,992 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 3 days, 14:00:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5356, loss_cls: 4.1398, loss: 4.1398 2024-07-23 13:18:26,454 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 3 days, 13:59:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5212, loss_cls: 4.2096, loss: 4.2096 2024-07-23 13:19:47,988 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 3 days, 13:57:57, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2678, top5_acc: 0.5131, loss_cls: 4.2075, loss: 4.2075 2024-07-23 13:21:09,606 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 3 days, 13:56:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2655, top5_acc: 0.5277, loss_cls: 4.2046, loss: 4.2046 2024-07-23 13:22:31,146 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 3 days, 13:55:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2689, top5_acc: 0.5253, loss_cls: 4.1901, loss: 4.1901 2024-07-23 13:23:52,606 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 3 days, 13:54:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2695, top5_acc: 0.5275, loss_cls: 4.2025, loss: 4.2025 2024-07-23 13:25:14,668 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 3 days, 13:53:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5352, loss_cls: 4.1617, loss: 4.1617 2024-07-23 13:26:36,404 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 3 days, 13:52:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5180, loss_cls: 4.2039, loss: 4.2039 2024-07-23 13:27:57,688 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 3 days, 13:51:41, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5248, loss_cls: 4.2100, loss: 4.2100 2024-07-23 13:29:19,591 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 3 days, 13:50:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2680, top5_acc: 0.5228, loss_cls: 4.1979, loss: 4.1979 2024-07-23 13:30:41,094 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 3 days, 13:49:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5288, loss_cls: 4.1680, loss: 4.1680 2024-07-23 13:32:02,653 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 3 days, 13:48:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5234, loss_cls: 4.1972, loss: 4.1972 2024-07-23 13:32:41,935 - pyskl - INFO - Saving checkpoint at 42 epochs 2024-07-23 13:34:34,511 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 13:34:35,171 - pyskl - INFO - top1_acc 0.1985 top5_acc 0.4221 2024-07-23 13:34:35,171 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 13:34:35,208 - pyskl - INFO - mean_acc 0.1983 2024-07-23 13:34:35,218 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.1985, top5_acc: 0.4221, mean_class_accuracy: 0.1983 2024-07-23 13:38:17,525 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 3 days, 13:51:27, time: 2.223, data_time: 1.256, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5508, loss_cls: 4.0867, loss: 4.0867 2024-07-23 13:39:38,910 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 3 days, 13:50:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5325, loss_cls: 4.1410, loss: 4.1410 2024-07-23 13:41:00,752 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 3 days, 13:49:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2867, top5_acc: 0.5441, loss_cls: 4.1065, loss: 4.1065 2024-07-23 13:42:22,839 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 3 days, 13:48:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5342, loss_cls: 4.1455, loss: 4.1455 2024-07-23 13:43:44,702 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 3 days, 13:47:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5320, loss_cls: 4.1521, loss: 4.1521 2024-07-23 13:45:08,138 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 3 days, 13:46:17, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5305, loss_cls: 4.1389, loss: 4.1389 2024-07-23 13:46:29,990 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 3 days, 13:45:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5394, loss_cls: 4.1333, loss: 4.1333 2024-07-23 13:47:52,592 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 3 days, 13:44:14, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2705, top5_acc: 0.5170, loss_cls: 4.2124, loss: 4.2124 2024-07-23 13:49:14,365 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 3 days, 13:43:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5250, loss_cls: 4.1850, loss: 4.1850 2024-07-23 13:50:35,651 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 3 days, 13:42:07, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5386, loss_cls: 4.1233, loss: 4.1233 2024-07-23 13:51:57,319 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 3 days, 13:41:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2719, top5_acc: 0.5303, loss_cls: 4.1544, loss: 4.1544 2024-07-23 13:53:18,741 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 3 days, 13:40:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2684, top5_acc: 0.5141, loss_cls: 4.2246, loss: 4.2246 2024-07-23 13:54:40,873 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 3 days, 13:38:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2687, top5_acc: 0.5350, loss_cls: 4.1807, loss: 4.1807 2024-07-23 13:56:02,029 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 3 days, 13:37:54, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2669, top5_acc: 0.5205, loss_cls: 4.1886, loss: 4.1886 2024-07-23 13:57:23,680 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 3 days, 13:36:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5439, loss_cls: 4.1269, loss: 4.1269 2024-07-23 13:58:45,413 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 3 days, 13:35:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2770, top5_acc: 0.5336, loss_cls: 4.1382, loss: 4.1382 2024-07-23 14:00:07,194 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 3 days, 13:34:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5345, loss_cls: 4.1036, loss: 4.1036 2024-07-23 14:01:28,995 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 3 days, 13:33:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5209, loss_cls: 4.2045, loss: 4.2045 2024-07-23 14:02:50,681 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 3 days, 13:32:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5261, loss_cls: 4.1992, loss: 4.1992 2024-07-23 14:04:12,454 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 3 days, 13:31:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5327, loss_cls: 4.1543, loss: 4.1543 2024-07-23 14:05:34,079 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 3 days, 13:30:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2637, top5_acc: 0.5188, loss_cls: 4.2233, loss: 4.2233 2024-07-23 14:06:55,679 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 3 days, 13:29:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5227, loss_cls: 4.1890, loss: 4.1890 2024-07-23 14:08:17,120 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 3 days, 13:28:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5233, loss_cls: 4.1615, loss: 4.1615 2024-07-23 14:09:38,506 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 3 days, 13:27:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5303, loss_cls: 4.1662, loss: 4.1662 2024-07-23 14:10:59,794 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 3 days, 13:26:15, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5222, loss_cls: 4.1912, loss: 4.1912 2024-07-23 14:12:21,023 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 3 days, 13:25:10, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2786, top5_acc: 0.5275, loss_cls: 4.1922, loss: 4.1922 2024-07-23 14:13:42,941 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 3 days, 13:24:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5269, loss_cls: 4.1739, loss: 4.1739 2024-07-23 14:15:04,547 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 3 days, 13:23:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5202, loss_cls: 4.1918, loss: 4.1918 2024-07-23 14:16:26,814 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 3 days, 13:22:02, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5347, loss_cls: 4.1301, loss: 4.1301 2024-07-23 14:17:48,454 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 3 days, 13:20:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5300, loss_cls: 4.1622, loss: 4.1622 2024-07-23 14:19:10,409 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 3 days, 13:19:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5320, loss_cls: 4.1499, loss: 4.1499 2024-07-23 14:20:32,121 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 3 days, 13:18:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2673, top5_acc: 0.5216, loss_cls: 4.2121, loss: 4.2121 2024-07-23 14:21:53,804 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 3 days, 13:17:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5331, loss_cls: 4.1448, loss: 4.1448 2024-07-23 14:23:15,566 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 3 days, 13:16:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5278, loss_cls: 4.1439, loss: 4.1439 2024-07-23 14:24:37,514 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 3 days, 13:15:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5323, loss_cls: 4.1681, loss: 4.1681 2024-07-23 14:25:59,000 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 3 days, 13:14:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5359, loss_cls: 4.1178, loss: 4.1178 2024-07-23 14:27:20,066 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 3 days, 13:13:32, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2683, top5_acc: 0.5136, loss_cls: 4.2420, loss: 4.2420 2024-07-23 14:27:59,987 - pyskl - INFO - Saving checkpoint at 43 epochs 2024-07-23 14:29:52,765 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 14:29:53,418 - pyskl - INFO - top1_acc 0.2191 top5_acc 0.4541 2024-07-23 14:29:53,419 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 14:29:53,456 - pyskl - INFO - mean_acc 0.2189 2024-07-23 14:29:53,466 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.2191, top5_acc: 0.4541, mean_class_accuracy: 0.2189 2024-07-23 14:33:36,647 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 3 days, 13:16:17, time: 2.232, data_time: 1.264, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5330, loss_cls: 4.1227, loss: 4.1227 2024-07-23 14:34:58,383 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 3 days, 13:15:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5352, loss_cls: 4.1260, loss: 4.1260 2024-07-23 14:36:20,476 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 3 days, 13:14:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5442, loss_cls: 4.0971, loss: 4.0971 2024-07-23 14:37:42,620 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 3 days, 13:13:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5302, loss_cls: 4.1291, loss: 4.1291 2024-07-23 14:39:04,322 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 3 days, 13:12:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5264, loss_cls: 4.1637, loss: 4.1637 2024-07-23 14:40:25,881 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 3 days, 13:10:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5358, loss_cls: 4.0977, loss: 4.0977 2024-07-23 14:41:48,695 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 3 days, 13:09:58, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5292, loss_cls: 4.1701, loss: 4.1701 2024-07-23 14:43:10,559 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 3 days, 13:08:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5292, loss_cls: 4.1500, loss: 4.1500 2024-07-23 14:44:32,540 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 3 days, 13:07:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2697, top5_acc: 0.5167, loss_cls: 4.2322, loss: 4.2322 2024-07-23 14:45:54,533 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 3 days, 13:06:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2587, top5_acc: 0.5023, loss_cls: 4.2575, loss: 4.2575 2024-07-23 14:47:16,352 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 3 days, 13:05:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5211, loss_cls: 4.1787, loss: 4.1787 2024-07-23 14:48:38,555 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 3 days, 13:04:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2698, top5_acc: 0.5294, loss_cls: 4.1346, loss: 4.1346 2024-07-23 14:49:59,981 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 3 days, 13:03:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5297, loss_cls: 4.1592, loss: 4.1592 2024-07-23 14:51:21,383 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 3 days, 13:02:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5372, loss_cls: 4.1214, loss: 4.1214 2024-07-23 14:52:43,439 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 3 days, 13:01:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5363, loss_cls: 4.1392, loss: 4.1392 2024-07-23 14:54:05,022 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 3 days, 13:00:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5372, loss_cls: 4.1458, loss: 4.1458 2024-07-23 14:55:26,642 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 3 days, 12:59:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5367, loss_cls: 4.1336, loss: 4.1336 2024-07-23 14:56:48,314 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 3 days, 12:58:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5253, loss_cls: 4.1938, loss: 4.1938 2024-07-23 14:58:09,494 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 3 days, 12:57:08, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5261, loss_cls: 4.1747, loss: 4.1747 2024-07-23 14:59:30,695 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 3 days, 12:56:03, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2791, top5_acc: 0.5267, loss_cls: 4.1683, loss: 4.1683 2024-07-23 15:00:52,214 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 3 days, 12:54:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5327, loss_cls: 4.1193, loss: 4.1193 2024-07-23 15:02:13,758 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 3 days, 12:53:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5300, loss_cls: 4.1715, loss: 4.1715 2024-07-23 15:03:35,858 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 3 days, 12:52:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5231, loss_cls: 4.1727, loss: 4.1727 2024-07-23 15:04:57,797 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 3 days, 12:51:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5463, loss_cls: 4.1111, loss: 4.1111 2024-07-23 15:06:19,713 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 3 days, 12:50:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2722, top5_acc: 0.5253, loss_cls: 4.1943, loss: 4.1943 2024-07-23 15:07:40,745 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 3 days, 12:49:36, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5308, loss_cls: 4.1703, loss: 4.1703 2024-07-23 15:09:02,148 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 3 days, 12:48:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5342, loss_cls: 4.1306, loss: 4.1306 2024-07-23 15:10:23,702 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 3 days, 12:47:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2659, top5_acc: 0.5233, loss_cls: 4.1942, loss: 4.1942 2024-07-23 15:11:45,617 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 3 days, 12:46:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5359, loss_cls: 4.1300, loss: 4.1300 2024-07-23 15:13:07,267 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 3 days, 12:45:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5280, loss_cls: 4.1397, loss: 4.1397 2024-07-23 15:14:28,603 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 3 days, 12:44:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2702, top5_acc: 0.5203, loss_cls: 4.2122, loss: 4.2122 2024-07-23 15:15:50,327 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 3 days, 12:43:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5225, loss_cls: 4.1932, loss: 4.1932 2024-07-23 15:17:12,088 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 3 days, 12:42:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5256, loss_cls: 4.1837, loss: 4.1837 2024-07-23 15:18:34,460 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 3 days, 12:41:00, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5275, loss_cls: 4.1644, loss: 4.1644 2024-07-23 15:19:56,640 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 3 days, 12:39:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5292, loss_cls: 4.1617, loss: 4.1617 2024-07-23 15:21:18,364 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 3 days, 12:38:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2759, top5_acc: 0.5212, loss_cls: 4.1822, loss: 4.1822 2024-07-23 15:22:39,930 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 3 days, 12:37:46, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5227, loss_cls: 4.1884, loss: 4.1884 2024-07-23 15:23:19,308 - pyskl - INFO - Saving checkpoint at 44 epochs 2024-07-23 15:25:11,699 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 15:25:12,352 - pyskl - INFO - top1_acc 0.1766 top5_acc 0.3834 2024-07-23 15:25:12,352 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 15:25:12,390 - pyskl - INFO - mean_acc 0.1764 2024-07-23 15:25:12,401 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.1766, top5_acc: 0.3834, mean_class_accuracy: 0.1764 2024-07-23 15:28:56,123 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 3 days, 12:40:23, time: 2.237, data_time: 1.263, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5292, loss_cls: 4.1683, loss: 4.1683 2024-07-23 15:30:18,189 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 3 days, 12:39:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2748, top5_acc: 0.5333, loss_cls: 4.1699, loss: 4.1699 2024-07-23 15:31:40,122 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 3 days, 12:38:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5348, loss_cls: 4.1261, loss: 4.1261 2024-07-23 15:33:02,369 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 3 days, 12:37:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5383, loss_cls: 4.1243, loss: 4.1243 2024-07-23 15:34:23,898 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 3 days, 12:36:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5406, loss_cls: 4.1108, loss: 4.1108 2024-07-23 15:35:45,928 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 3 days, 12:35:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5367, loss_cls: 4.1233, loss: 4.1233 2024-07-23 15:37:08,493 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 3 days, 12:33:58, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2805, top5_acc: 0.5345, loss_cls: 4.1406, loss: 4.1406 2024-07-23 15:38:30,087 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 3 days, 12:32:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5255, loss_cls: 4.1672, loss: 4.1672 2024-07-23 15:39:52,979 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 3 days, 12:31:51, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5323, loss_cls: 4.1543, loss: 4.1543 2024-07-23 15:41:14,738 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 3 days, 12:30:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2744, top5_acc: 0.5264, loss_cls: 4.1626, loss: 4.1626 2024-07-23 15:42:36,216 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 3 days, 12:29:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5288, loss_cls: 4.1418, loss: 4.1418 2024-07-23 15:43:57,636 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 3 days, 12:28:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5348, loss_cls: 4.1235, loss: 4.1235 2024-07-23 15:45:19,093 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 3 days, 12:27:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2737, top5_acc: 0.5209, loss_cls: 4.1748, loss: 4.1748 2024-07-23 15:46:40,789 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 3 days, 12:26:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5353, loss_cls: 4.1423, loss: 4.1423 2024-07-23 15:48:02,568 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 3 days, 12:25:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5386, loss_cls: 4.1307, loss: 4.1307 2024-07-23 15:49:24,278 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 3 days, 12:24:13, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5356, loss_cls: 4.1196, loss: 4.1196 2024-07-23 15:50:46,360 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 3 days, 12:23:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5309, loss_cls: 4.1407, loss: 4.1407 2024-07-23 15:52:08,241 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 3 days, 12:22:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5347, loss_cls: 4.1551, loss: 4.1551 2024-07-23 15:53:30,436 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 3 days, 12:21:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5245, loss_cls: 4.1536, loss: 4.1536 2024-07-23 15:54:51,876 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 3 days, 12:19:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5278, loss_cls: 4.1800, loss: 4.1800 2024-07-23 15:56:14,514 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 3 days, 12:18:50, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5363, loss_cls: 4.1343, loss: 4.1343 2024-07-23 15:57:35,513 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 3 days, 12:17:43, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5278, loss_cls: 4.1525, loss: 4.1525 2024-07-23 15:58:57,235 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 3 days, 12:16:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5186, loss_cls: 4.2433, loss: 4.2433 2024-07-23 16:00:18,722 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 3 days, 12:15:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2728, top5_acc: 0.5216, loss_cls: 4.2008, loss: 4.2008 2024-07-23 16:01:40,050 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 3 days, 12:14:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5272, loss_cls: 4.1628, loss: 4.1628 2024-07-23 16:03:01,512 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 3 days, 12:13:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5320, loss_cls: 4.1675, loss: 4.1675 2024-07-23 16:04:23,128 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 3 days, 12:12:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5256, loss_cls: 4.1546, loss: 4.1546 2024-07-23 16:05:44,868 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 3 days, 12:11:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2739, top5_acc: 0.5242, loss_cls: 4.1911, loss: 4.1911 2024-07-23 16:07:06,462 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 3 days, 12:10:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5294, loss_cls: 4.1659, loss: 4.1659 2024-07-23 16:08:27,815 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 3 days, 12:08:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5241, loss_cls: 4.1750, loss: 4.1750 2024-07-23 16:09:49,199 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 3 days, 12:07:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5395, loss_cls: 4.1329, loss: 4.1329 2024-07-23 16:11:10,974 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 3 days, 12:06:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5320, loss_cls: 4.1323, loss: 4.1323 2024-07-23 16:12:31,904 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 3 days, 12:05:38, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5302, loss_cls: 4.1428, loss: 4.1428 2024-07-23 16:13:53,176 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 3 days, 12:04:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5328, loss_cls: 4.1575, loss: 4.1575 2024-07-23 16:15:14,691 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 3 days, 12:03:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5262, loss_cls: 4.1779, loss: 4.1779 2024-07-23 16:16:36,023 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 3 days, 12:02:18, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5320, loss_cls: 4.1373, loss: 4.1373 2024-07-23 16:17:56,951 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 3 days, 12:01:11, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5289, loss_cls: 4.1393, loss: 4.1393 2024-07-23 16:18:36,574 - pyskl - INFO - Saving checkpoint at 45 epochs 2024-07-23 16:20:27,760 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 16:20:28,415 - pyskl - INFO - top1_acc 0.2197 top5_acc 0.4498 2024-07-23 16:20:28,415 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 16:20:28,456 - pyskl - INFO - mean_acc 0.2196 2024-07-23 16:20:28,466 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.2197, top5_acc: 0.4498, mean_class_accuracy: 0.2196 2024-07-23 16:24:13,255 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 3 days, 12:03:41, time: 2.248, data_time: 1.271, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5245, loss_cls: 4.1389, loss: 4.1389 2024-07-23 16:25:34,991 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 3 days, 12:02:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5444, loss_cls: 4.1051, loss: 4.1051 2024-07-23 16:26:56,852 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 3 days, 12:01:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5397, loss_cls: 4.0853, loss: 4.0853 2024-07-23 16:28:19,270 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 3 days, 12:00:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5211, loss_cls: 4.1914, loss: 4.1914 2024-07-23 16:29:40,964 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 3 days, 11:59:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5323, loss_cls: 4.1660, loss: 4.1660 2024-07-23 16:31:03,300 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 3 days, 11:58:15, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5281, loss_cls: 4.1313, loss: 4.1313 2024-07-23 16:32:25,572 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 3 days, 11:57:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5363, loss_cls: 4.1419, loss: 4.1419 2024-07-23 16:33:48,428 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 3 days, 11:56:07, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5309, loss_cls: 4.1233, loss: 4.1233 2024-07-23 16:35:10,199 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 3 days, 11:55:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5291, loss_cls: 4.1655, loss: 4.1655 2024-07-23 16:36:32,711 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 3 days, 11:53:57, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5400, loss_cls: 4.1240, loss: 4.1240 2024-07-23 16:37:54,160 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 3 days, 11:52:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5375, loss_cls: 4.1401, loss: 4.1401 2024-07-23 16:39:15,956 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 3 days, 11:51:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2730, top5_acc: 0.5272, loss_cls: 4.1710, loss: 4.1710 2024-07-23 16:40:37,570 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 3 days, 11:50:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5302, loss_cls: 4.1399, loss: 4.1399 2024-07-23 16:41:58,781 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 3 days, 11:49:31, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5306, loss_cls: 4.1542, loss: 4.1542 2024-07-23 16:43:20,600 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 3 days, 11:48:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5344, loss_cls: 4.1309, loss: 4.1309 2024-07-23 16:44:43,003 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 3 days, 11:47:20, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5269, loss_cls: 4.1616, loss: 4.1616 2024-07-23 16:46:04,559 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 3 days, 11:46:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5302, loss_cls: 4.1280, loss: 4.1280 2024-07-23 16:47:25,743 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 3 days, 11:45:06, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5259, loss_cls: 4.2073, loss: 4.2073 2024-07-23 16:48:47,018 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 3 days, 11:43:59, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5298, loss_cls: 4.1440, loss: 4.1440 2024-07-23 16:50:08,256 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 3 days, 11:42:52, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2755, top5_acc: 0.5183, loss_cls: 4.1676, loss: 4.1676 2024-07-23 16:51:29,713 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 3 days, 11:41:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5181, loss_cls: 4.1688, loss: 4.1688 2024-07-23 16:52:51,571 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 3 days, 11:40:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5433, loss_cls: 4.1097, loss: 4.1097 2024-07-23 16:54:13,374 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 3 days, 11:39:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5350, loss_cls: 4.1471, loss: 4.1471 2024-07-23 16:55:35,017 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 3 days, 11:38:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5259, loss_cls: 4.1630, loss: 4.1630 2024-07-23 16:56:56,500 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 3 days, 11:37:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5359, loss_cls: 4.1473, loss: 4.1473 2024-07-23 16:58:18,403 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 3 days, 11:36:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5330, loss_cls: 4.1216, loss: 4.1216 2024-07-23 16:59:40,426 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 3 days, 11:35:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5434, loss_cls: 4.1211, loss: 4.1211 2024-07-23 17:01:02,028 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 3 days, 11:34:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5320, loss_cls: 4.1192, loss: 4.1192 2024-07-23 17:02:23,093 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 3 days, 11:32:54, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5345, loss_cls: 4.1427, loss: 4.1427 2024-07-23 17:03:44,503 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 3 days, 11:31:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2758, top5_acc: 0.5345, loss_cls: 4.1408, loss: 4.1408 2024-07-23 17:05:06,284 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 3 days, 11:30:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5311, loss_cls: 4.1694, loss: 4.1694 2024-07-23 17:06:27,347 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 3 days, 11:29:32, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2717, top5_acc: 0.5352, loss_cls: 4.1493, loss: 4.1493 2024-07-23 17:07:49,106 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 3 days, 11:28:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2691, top5_acc: 0.5248, loss_cls: 4.1772, loss: 4.1772 2024-07-23 17:09:10,976 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 3 days, 11:27:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5489, loss_cls: 4.0736, loss: 4.0736 2024-07-23 17:10:33,094 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 3 days, 11:26:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5387, loss_cls: 4.1379, loss: 4.1379 2024-07-23 17:11:54,531 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 3 days, 11:25:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5370, loss_cls: 4.1279, loss: 4.1279 2024-07-23 17:13:16,143 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 3 days, 11:24:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5416, loss_cls: 4.1129, loss: 4.1129 2024-07-23 17:13:55,923 - pyskl - INFO - Saving checkpoint at 46 epochs 2024-07-23 17:15:47,882 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 17:15:48,541 - pyskl - INFO - top1_acc 0.1907 top5_acc 0.4187 2024-07-23 17:15:48,541 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 17:15:48,581 - pyskl - INFO - mean_acc 0.1906 2024-07-23 17:15:48,593 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.1907, top5_acc: 0.4187, mean_class_accuracy: 0.1906 2024-07-23 17:19:35,882 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 3 days, 11:26:27, time: 2.273, data_time: 1.294, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5484, loss_cls: 4.0628, loss: 4.0628 2024-07-23 17:20:58,076 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 3 days, 11:25:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5384, loss_cls: 4.1233, loss: 4.1233 2024-07-23 17:22:20,008 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 3 days, 11:24:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5306, loss_cls: 4.1321, loss: 4.1321 2024-07-23 17:23:41,666 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 3 days, 11:23:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5330, loss_cls: 4.1321, loss: 4.1321 2024-07-23 17:25:03,651 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 3 days, 11:22:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5275, loss_cls: 4.1623, loss: 4.1623 2024-07-23 17:26:25,609 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 3 days, 11:20:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5466, loss_cls: 4.0976, loss: 4.0976 2024-07-23 17:27:48,206 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 3 days, 11:19:51, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5323, loss_cls: 4.1418, loss: 4.1418 2024-07-23 17:29:10,428 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 3 days, 11:18:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5353, loss_cls: 4.1128, loss: 4.1128 2024-07-23 17:30:33,170 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 3 days, 11:17:41, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5452, loss_cls: 4.0945, loss: 4.0945 2024-07-23 17:31:55,962 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 3 days, 11:16:36, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5417, loss_cls: 4.0887, loss: 4.0887 2024-07-23 17:33:17,393 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 3 days, 11:15:29, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2706, top5_acc: 0.5272, loss_cls: 4.2125, loss: 4.2125 2024-07-23 17:34:38,769 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 3 days, 11:14:21, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5441, loss_cls: 4.0996, loss: 4.0996 2024-07-23 17:36:00,308 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 3 days, 11:13:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5417, loss_cls: 4.0999, loss: 4.0999 2024-07-23 17:37:22,034 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 3 days, 11:12:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2703, top5_acc: 0.5256, loss_cls: 4.1650, loss: 4.1650 2024-07-23 17:38:43,297 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 3 days, 11:10:59, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5472, loss_cls: 4.0996, loss: 4.0996 2024-07-23 17:40:04,648 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 3 days, 11:09:51, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5389, loss_cls: 4.1035, loss: 4.1035 2024-07-23 17:41:25,707 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 3 days, 11:08:42, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5348, loss_cls: 4.1065, loss: 4.1065 2024-07-23 17:42:47,064 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 3 days, 11:07:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5341, loss_cls: 4.1169, loss: 4.1169 2024-07-23 17:44:08,872 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 3 days, 11:06:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5305, loss_cls: 4.1463, loss: 4.1463 2024-07-23 17:45:30,239 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 3 days, 11:05:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5195, loss_cls: 4.1440, loss: 4.1440 2024-07-23 17:46:51,895 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 3 days, 11:04:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5336, loss_cls: 4.1100, loss: 4.1100 2024-07-23 17:48:13,033 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 3 days, 11:03:04, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5308, loss_cls: 4.1738, loss: 4.1738 2024-07-23 17:49:34,797 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 3 days, 11:01:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5319, loss_cls: 4.1348, loss: 4.1348 2024-07-23 17:50:56,518 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 3 days, 11:00:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5309, loss_cls: 4.1565, loss: 4.1565 2024-07-23 17:52:17,720 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 3 days, 10:59:42, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5411, loss_cls: 4.1107, loss: 4.1107 2024-07-23 17:53:39,219 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 3 days, 10:58:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5291, loss_cls: 4.1758, loss: 4.1758 2024-07-23 17:55:00,872 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 3 days, 10:57:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5312, loss_cls: 4.1514, loss: 4.1514 2024-07-23 17:56:22,355 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 3 days, 10:56:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5439, loss_cls: 4.0833, loss: 4.0833 2024-07-23 17:57:43,574 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 3 days, 10:55:11, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5283, loss_cls: 4.1515, loss: 4.1515 2024-07-23 17:59:05,157 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 3 days, 10:54:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5198, loss_cls: 4.1696, loss: 4.1696 2024-07-23 18:00:26,520 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 3 days, 10:52:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2772, top5_acc: 0.5342, loss_cls: 4.1503, loss: 4.1503 2024-07-23 18:01:48,084 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 3 days, 10:51:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2766, top5_acc: 0.5305, loss_cls: 4.1403, loss: 4.1403 2024-07-23 18:03:09,346 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 3 days, 10:50:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5252, loss_cls: 4.2067, loss: 4.2067 2024-07-23 18:04:30,959 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 3 days, 10:49:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5300, loss_cls: 4.1541, loss: 4.1541 2024-07-23 18:05:52,404 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 3 days, 10:48:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5328, loss_cls: 4.1445, loss: 4.1445 2024-07-23 18:07:14,064 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 3 days, 10:47:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2714, top5_acc: 0.5300, loss_cls: 4.1748, loss: 4.1748 2024-07-23 18:08:35,599 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 3 days, 10:46:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5314, loss_cls: 4.1417, loss: 4.1417 2024-07-23 18:09:15,067 - pyskl - INFO - Saving checkpoint at 47 epochs 2024-07-23 18:11:08,100 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 18:11:08,758 - pyskl - INFO - top1_acc 0.1879 top5_acc 0.3983 2024-07-23 18:11:08,758 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 18:11:08,797 - pyskl - INFO - mean_acc 0.1877 2024-07-23 18:11:08,808 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.1879, top5_acc: 0.3983, mean_class_accuracy: 0.1877 2024-07-23 18:14:54,396 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 3 days, 10:48:23, time: 2.256, data_time: 1.276, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5434, loss_cls: 4.0676, loss: 4.0676 2024-07-23 18:16:16,938 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 3 days, 10:47:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2978, top5_acc: 0.5475, loss_cls: 4.0375, loss: 4.0375 2024-07-23 18:17:39,271 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 3 days, 10:46:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5284, loss_cls: 4.1516, loss: 4.1516 2024-07-23 18:19:01,272 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 3 days, 10:45:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5325, loss_cls: 4.1315, loss: 4.1315 2024-07-23 18:20:23,098 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 3 days, 10:43:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5248, loss_cls: 4.1403, loss: 4.1403 2024-07-23 18:21:44,904 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 3 days, 10:42:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5409, loss_cls: 4.0827, loss: 4.0827 2024-07-23 18:23:07,504 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 3 days, 10:41:43, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5317, loss_cls: 4.1237, loss: 4.1237 2024-07-23 18:24:29,571 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 3 days, 10:40:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5330, loss_cls: 4.1467, loss: 4.1467 2024-07-23 18:25:52,236 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 3 days, 10:39:31, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5281, loss_cls: 4.1346, loss: 4.1346 2024-07-23 18:27:14,466 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 3 days, 10:38:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5291, loss_cls: 4.1801, loss: 4.1801 2024-07-23 18:28:36,642 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 3 days, 10:37:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5277, loss_cls: 4.1587, loss: 4.1587 2024-07-23 18:29:58,186 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 3 days, 10:36:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5400, loss_cls: 4.0984, loss: 4.0984 2024-07-23 18:31:19,813 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 3 days, 10:35:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5391, loss_cls: 4.0962, loss: 4.0962 2024-07-23 18:32:41,667 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 3 days, 10:33:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5305, loss_cls: 4.0963, loss: 4.0963 2024-07-23 18:34:03,087 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 3 days, 10:32:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5363, loss_cls: 4.1193, loss: 4.1193 2024-07-23 18:35:24,988 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 3 days, 10:31:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2773, top5_acc: 0.5238, loss_cls: 4.1819, loss: 4.1819 2024-07-23 18:36:46,483 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 3 days, 10:30:30, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2761, top5_acc: 0.5344, loss_cls: 4.1565, loss: 4.1565 2024-07-23 18:38:07,988 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 3 days, 10:29:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2692, top5_acc: 0.5228, loss_cls: 4.2295, loss: 4.2295 2024-07-23 18:39:29,355 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 3 days, 10:28:13, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2827, top5_acc: 0.5220, loss_cls: 4.1639, loss: 4.1639 2024-07-23 18:40:51,546 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 3 days, 10:27:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5323, loss_cls: 4.1308, loss: 4.1308 2024-07-23 18:42:12,936 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 3 days, 10:25:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5392, loss_cls: 4.1464, loss: 4.1464 2024-07-23 18:43:34,094 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 3 days, 10:24:48, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5405, loss_cls: 4.0967, loss: 4.0967 2024-07-23 18:44:55,379 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 3 days, 10:23:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5352, loss_cls: 4.1370, loss: 4.1370 2024-07-23 18:46:16,723 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 3 days, 10:22:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2823, top5_acc: 0.5383, loss_cls: 4.0991, loss: 4.0991 2024-07-23 18:47:37,865 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 3 days, 10:21:21, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5483, loss_cls: 4.0816, loss: 4.0816 2024-07-23 18:48:59,388 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 3 days, 10:20:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5339, loss_cls: 4.1463, loss: 4.1463 2024-07-23 18:50:20,666 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 3 days, 10:19:04, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2784, top5_acc: 0.5300, loss_cls: 4.1595, loss: 4.1595 2024-07-23 18:51:41,837 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 3 days, 10:17:55, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2752, top5_acc: 0.5272, loss_cls: 4.1717, loss: 4.1717 2024-07-23 18:53:03,389 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 3 days, 10:16:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5267, loss_cls: 4.1600, loss: 4.1600 2024-07-23 18:54:25,546 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 3 days, 10:15:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5392, loss_cls: 4.1081, loss: 4.1081 2024-07-23 18:55:47,036 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 3 days, 10:14:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5294, loss_cls: 4.1839, loss: 4.1839 2024-07-23 18:57:09,066 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 3 days, 10:13:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5353, loss_cls: 4.1284, loss: 4.1284 2024-07-23 18:58:30,533 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 3 days, 10:12:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5316, loss_cls: 4.1380, loss: 4.1380 2024-07-23 18:59:52,075 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 3 days, 10:11:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5475, loss_cls: 4.0564, loss: 4.0564 2024-07-23 19:01:13,858 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 3 days, 10:09:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5344, loss_cls: 4.1035, loss: 4.1035 2024-07-23 19:02:35,431 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 3 days, 10:08:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5278, loss_cls: 4.1533, loss: 4.1533 2024-07-23 19:03:57,262 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 3 days, 10:07:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2762, top5_acc: 0.5308, loss_cls: 4.1608, loss: 4.1608 2024-07-23 19:04:36,927 - pyskl - INFO - Saving checkpoint at 48 epochs 2024-07-23 19:06:28,449 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 19:06:29,118 - pyskl - INFO - top1_acc 0.2047 top5_acc 0.4320 2024-07-23 19:06:29,118 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 19:06:29,157 - pyskl - INFO - mean_acc 0.2046 2024-07-23 19:06:29,168 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.2047, top5_acc: 0.4320, mean_class_accuracy: 0.2046 2024-07-23 19:10:19,506 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 3 days, 10:09:59, time: 2.303, data_time: 1.315, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5456, loss_cls: 4.0693, loss: 4.0693 2024-07-23 19:11:41,730 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 3 days, 10:08:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5430, loss_cls: 4.0950, loss: 4.0950 2024-07-23 19:13:03,427 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 3 days, 10:07:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5386, loss_cls: 4.1274, loss: 4.1274 2024-07-23 19:14:25,464 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 3 days, 10:06:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2783, top5_acc: 0.5469, loss_cls: 4.0835, loss: 4.0835 2024-07-23 19:15:47,577 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 3 days, 10:05:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5506, loss_cls: 4.0573, loss: 4.0573 2024-07-23 19:17:09,285 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 3 days, 10:04:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5434, loss_cls: 4.0645, loss: 4.0645 2024-07-23 19:18:31,870 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 3 days, 10:03:13, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5370, loss_cls: 4.1050, loss: 4.1050 2024-07-23 19:19:54,041 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 3 days, 10:02:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5334, loss_cls: 4.1281, loss: 4.1281 2024-07-23 19:21:16,664 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 3 days, 10:00:59, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2787, top5_acc: 0.5384, loss_cls: 4.1160, loss: 4.1160 2024-07-23 19:22:38,453 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 3 days, 9:59:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5309, loss_cls: 4.1360, loss: 4.1360 2024-07-23 19:24:00,475 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 3 days, 9:58:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2670, top5_acc: 0.5269, loss_cls: 4.1870, loss: 4.1870 2024-07-23 19:25:22,213 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 3 days, 9:57:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5394, loss_cls: 4.0853, loss: 4.0853 2024-07-23 19:26:44,407 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 3 days, 9:56:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5295, loss_cls: 4.1300, loss: 4.1300 2024-07-23 19:28:05,849 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 3 days, 9:55:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5364, loss_cls: 4.1103, loss: 4.1103 2024-07-23 19:29:27,726 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 3 days, 9:54:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5387, loss_cls: 4.1281, loss: 4.1281 2024-07-23 19:30:49,121 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 3 days, 9:53:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2795, top5_acc: 0.5297, loss_cls: 4.1209, loss: 4.1209 2024-07-23 19:32:10,708 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 3 days, 9:51:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2794, top5_acc: 0.5356, loss_cls: 4.1100, loss: 4.1100 2024-07-23 19:33:32,244 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 3 days, 9:50:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2781, top5_acc: 0.5172, loss_cls: 4.1895, loss: 4.1895 2024-07-23 19:34:54,122 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 3 days, 9:49:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2727, top5_acc: 0.5297, loss_cls: 4.1793, loss: 4.1793 2024-07-23 19:36:15,961 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 3 days, 9:48:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2916, top5_acc: 0.5477, loss_cls: 4.0976, loss: 4.0976 2024-07-23 19:37:37,423 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 3 days, 9:47:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5372, loss_cls: 4.1055, loss: 4.1055 2024-07-23 19:38:59,298 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 3 days, 9:46:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5337, loss_cls: 4.1220, loss: 4.1220 2024-07-23 19:40:20,204 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 3 days, 9:44:57, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5328, loss_cls: 4.1364, loss: 4.1364 2024-07-23 19:41:41,872 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 3 days, 9:43:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5394, loss_cls: 4.0932, loss: 4.0932 2024-07-23 19:43:03,467 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 3 days, 9:42:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2709, top5_acc: 0.5231, loss_cls: 4.1993, loss: 4.1993 2024-07-23 19:44:24,664 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 3 days, 9:41:30, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5369, loss_cls: 4.1372, loss: 4.1372 2024-07-23 19:45:46,356 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 3 days, 9:40:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5202, loss_cls: 4.1691, loss: 4.1691 2024-07-23 19:47:07,958 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 3 days, 9:39:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5448, loss_cls: 4.0706, loss: 4.0706 2024-07-23 19:48:29,488 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 3 days, 9:38:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5383, loss_cls: 4.1131, loss: 4.1131 2024-07-23 19:49:50,779 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 3 days, 9:36:53, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5353, loss_cls: 4.1482, loss: 4.1482 2024-07-23 19:51:12,536 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 3 days, 9:35:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2812, top5_acc: 0.5378, loss_cls: 4.1319, loss: 4.1319 2024-07-23 19:52:33,910 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 3 days, 9:34:35, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5428, loss_cls: 4.0853, loss: 4.0853 2024-07-23 19:53:55,543 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 3 days, 9:33:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5414, loss_cls: 4.1221, loss: 4.1221 2024-07-23 19:55:16,425 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 3 days, 9:32:16, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.2880, top5_acc: 0.5387, loss_cls: 4.1091, loss: 4.1091 2024-07-23 19:56:37,916 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 3 days, 9:31:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5322, loss_cls: 4.1076, loss: 4.1076 2024-07-23 19:57:59,339 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 3 days, 9:29:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5366, loss_cls: 4.1556, loss: 4.1556 2024-07-23 19:59:20,765 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 3 days, 9:28:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2797, top5_acc: 0.5275, loss_cls: 4.1729, loss: 4.1729 2024-07-23 19:59:59,978 - pyskl - INFO - Saving checkpoint at 49 epochs 2024-07-23 20:01:52,638 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 20:01:53,369 - pyskl - INFO - top1_acc 0.1981 top5_acc 0.4285 2024-07-23 20:01:53,369 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 20:01:53,408 - pyskl - INFO - mean_acc 0.1980 2024-07-23 20:01:53,420 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.1981, top5_acc: 0.4285, mean_class_accuracy: 0.1980 2024-07-23 20:05:42,565 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 3 days, 9:30:53, time: 2.291, data_time: 1.316, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5536, loss_cls: 4.0232, loss: 4.0232 2024-07-23 20:07:04,188 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 3 days, 9:29:44, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5455, loss_cls: 4.0854, loss: 4.0854 2024-07-23 20:08:25,731 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 3 days, 9:28:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5494, loss_cls: 4.0921, loss: 4.0921 2024-07-23 20:09:48,370 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 3 days, 9:27:27, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5547, loss_cls: 4.0379, loss: 4.0379 2024-07-23 20:11:10,628 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 3 days, 9:26:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5345, loss_cls: 4.1157, loss: 4.1157 2024-07-23 20:12:33,052 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 3 days, 9:25:12, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5392, loss_cls: 4.1266, loss: 4.1266 2024-07-23 20:13:55,430 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 3 days, 9:24:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2750, top5_acc: 0.5367, loss_cls: 4.1188, loss: 4.1188 2024-07-23 20:15:17,048 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 3 days, 9:22:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5378, loss_cls: 4.1152, loss: 4.1152 2024-07-23 20:16:40,210 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 3 days, 9:21:48, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5413, loss_cls: 4.1224, loss: 4.1224 2024-07-23 20:18:02,676 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 3 days, 9:20:40, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2811, top5_acc: 0.5411, loss_cls: 4.1200, loss: 4.1200 2024-07-23 20:19:24,987 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 3 days, 9:19:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5403, loss_cls: 4.1016, loss: 4.1016 2024-07-23 20:20:47,438 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 3 days, 9:18:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5342, loss_cls: 4.1459, loss: 4.1459 2024-07-23 20:22:08,852 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 3 days, 9:17:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5461, loss_cls: 4.0911, loss: 4.0911 2024-07-23 20:23:30,917 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 3 days, 9:16:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5398, loss_cls: 4.1104, loss: 4.1104 2024-07-23 20:24:52,745 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 3 days, 9:14:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5314, loss_cls: 4.1205, loss: 4.1205 2024-07-23 20:26:13,983 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 3 days, 9:13:47, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5375, loss_cls: 4.1163, loss: 4.1163 2024-07-23 20:27:35,361 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 3 days, 9:12:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2892, top5_acc: 0.5400, loss_cls: 4.1092, loss: 4.1092 2024-07-23 20:28:57,760 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 3 days, 9:11:29, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5397, loss_cls: 4.1345, loss: 4.1345 2024-07-23 20:30:19,552 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 3 days, 9:10:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2753, top5_acc: 0.5319, loss_cls: 4.1551, loss: 4.1551 2024-07-23 20:31:41,244 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 3 days, 9:09:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2736, top5_acc: 0.5267, loss_cls: 4.1618, loss: 4.1618 2024-07-23 20:33:02,282 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 3 days, 9:08:00, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5323, loss_cls: 4.1436, loss: 4.1436 2024-07-23 20:34:24,594 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 3 days, 9:06:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2861, top5_acc: 0.5377, loss_cls: 4.1208, loss: 4.1208 2024-07-23 20:35:45,900 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 3 days, 9:05:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5311, loss_cls: 4.1549, loss: 4.1549 2024-07-23 20:37:07,868 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 3 days, 9:04:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5380, loss_cls: 4.1049, loss: 4.1049 2024-07-23 20:38:29,494 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 3 days, 9:03:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5430, loss_cls: 4.1034, loss: 4.1034 2024-07-23 20:39:51,001 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 3 days, 9:02:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2847, top5_acc: 0.5387, loss_cls: 4.1042, loss: 4.1042 2024-07-23 20:41:12,576 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 3 days, 9:01:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2733, top5_acc: 0.5184, loss_cls: 4.2007, loss: 4.2007 2024-07-23 20:42:34,048 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 3 days, 8:59:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5356, loss_cls: 4.1209, loss: 4.1209 2024-07-23 20:43:55,488 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 3 days, 8:58:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5383, loss_cls: 4.0995, loss: 4.0995 2024-07-23 20:45:16,921 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 3 days, 8:57:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2831, top5_acc: 0.5352, loss_cls: 4.1189, loss: 4.1189 2024-07-23 20:46:38,379 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 3 days, 8:56:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5353, loss_cls: 4.1174, loss: 4.1174 2024-07-23 20:48:00,432 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 3 days, 8:55:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2778, top5_acc: 0.5323, loss_cls: 4.1659, loss: 4.1659 2024-07-23 20:49:22,051 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 3 days, 8:54:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2916, top5_acc: 0.5422, loss_cls: 4.0978, loss: 4.0978 2024-07-23 20:50:43,551 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 3 days, 8:52:55, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2780, top5_acc: 0.5278, loss_cls: 4.1156, loss: 4.1156 2024-07-23 20:52:05,124 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 3 days, 8:51:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5433, loss_cls: 4.0822, loss: 4.0822 2024-07-23 20:53:27,489 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 3 days, 8:50:37, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5331, loss_cls: 4.1179, loss: 4.1179 2024-07-23 20:54:49,682 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 3 days, 8:49:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5300, loss_cls: 4.1302, loss: 4.1302 2024-07-23 20:55:29,380 - pyskl - INFO - Saving checkpoint at 50 epochs 2024-07-23 20:57:22,086 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 20:57:22,747 - pyskl - INFO - top1_acc 0.2002 top5_acc 0.4335 2024-07-23 20:57:22,747 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 20:57:22,787 - pyskl - INFO - mean_acc 0.2000 2024-07-23 20:57:22,798 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.2002, top5_acc: 0.4335, mean_class_accuracy: 0.2000 2024-07-23 21:01:09,004 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 3 days, 8:51:21, time: 2.262, data_time: 1.287, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5408, loss_cls: 4.0834, loss: 4.0834 2024-07-23 21:02:30,770 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 3 days, 8:50:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5552, loss_cls: 4.0641, loss: 4.0641 2024-07-23 21:03:52,570 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 3 days, 8:49:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5391, loss_cls: 4.0847, loss: 4.0847 2024-07-23 21:05:14,804 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 3 days, 8:47:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5419, loss_cls: 4.0910, loss: 4.0910 2024-07-23 21:06:36,766 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 3 days, 8:46:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5302, loss_cls: 4.1267, loss: 4.1267 2024-07-23 21:07:59,420 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 3 days, 8:45:35, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5420, loss_cls: 4.1014, loss: 4.1014 2024-07-23 21:09:22,245 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 3 days, 8:44:28, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5394, loss_cls: 4.1248, loss: 4.1248 2024-07-23 21:10:43,657 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 3 days, 8:43:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5416, loss_cls: 4.0746, loss: 4.0746 2024-07-23 21:12:06,551 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 3 days, 8:42:10, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5397, loss_cls: 4.1365, loss: 4.1365 2024-07-23 21:13:28,643 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 3 days, 8:41:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5428, loss_cls: 4.0886, loss: 4.0886 2024-07-23 21:14:50,533 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 3 days, 8:39:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5442, loss_cls: 4.0962, loss: 4.0962 2024-07-23 21:16:12,390 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 3 days, 8:38:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2892, top5_acc: 0.5461, loss_cls: 4.0972, loss: 4.0972 2024-07-23 21:17:34,197 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 3 days, 8:37:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5366, loss_cls: 4.1036, loss: 4.1036 2024-07-23 21:18:56,122 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 3 days, 8:36:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5422, loss_cls: 4.0928, loss: 4.0928 2024-07-23 21:20:17,901 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 3 days, 8:35:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2775, top5_acc: 0.5325, loss_cls: 4.1342, loss: 4.1342 2024-07-23 21:21:39,662 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 3 days, 8:34:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5397, loss_cls: 4.1134, loss: 4.1134 2024-07-23 21:23:01,247 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 3 days, 8:32:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5319, loss_cls: 4.1126, loss: 4.1126 2024-07-23 21:24:22,616 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 3 days, 8:31:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5431, loss_cls: 4.1041, loss: 4.1041 2024-07-23 21:25:44,274 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 3 days, 8:30:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2834, top5_acc: 0.5255, loss_cls: 4.1807, loss: 4.1807 2024-07-23 21:27:06,535 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 3 days, 8:29:23, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5428, loss_cls: 4.0991, loss: 4.0991 2024-07-23 21:28:27,630 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 3 days, 8:28:11, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5391, loss_cls: 4.1257, loss: 4.1257 2024-07-23 21:29:49,171 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 3 days, 8:27:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5456, loss_cls: 4.0978, loss: 4.0978 2024-07-23 21:31:10,808 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 3 days, 8:25:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5470, loss_cls: 4.0842, loss: 4.0842 2024-07-23 21:32:32,342 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 3 days, 8:24:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5434, loss_cls: 4.0872, loss: 4.0872 2024-07-23 21:33:53,388 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 3 days, 8:23:29, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5420, loss_cls: 4.1055, loss: 4.1055 2024-07-23 21:35:14,954 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 3 days, 8:22:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5356, loss_cls: 4.1481, loss: 4.1481 2024-07-23 21:36:36,504 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 3 days, 8:21:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5413, loss_cls: 4.0960, loss: 4.0960 2024-07-23 21:37:58,064 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 3 days, 8:19:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5470, loss_cls: 4.0833, loss: 4.0833 2024-07-23 21:39:19,504 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 3 days, 8:18:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2777, top5_acc: 0.5373, loss_cls: 4.1243, loss: 4.1243 2024-07-23 21:40:41,035 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 3 days, 8:17:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5413, loss_cls: 4.0832, loss: 4.0832 2024-07-23 21:42:02,188 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 3 days, 8:16:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5434, loss_cls: 4.1318, loss: 4.1318 2024-07-23 21:43:23,937 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 3 days, 8:15:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5284, loss_cls: 4.1604, loss: 4.1604 2024-07-23 21:44:45,644 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 3 days, 8:14:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5270, loss_cls: 4.1380, loss: 4.1380 2024-07-23 21:46:07,193 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 3 days, 8:12:55, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2806, top5_acc: 0.5252, loss_cls: 4.1491, loss: 4.1491 2024-07-23 21:47:28,647 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 3 days, 8:11:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2756, top5_acc: 0.5306, loss_cls: 4.1681, loss: 4.1681 2024-07-23 21:48:50,128 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 3 days, 8:10:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5361, loss_cls: 4.1210, loss: 4.1210 2024-07-23 21:50:11,724 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 3 days, 8:09:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5344, loss_cls: 4.1314, loss: 4.1314 2024-07-23 21:50:51,765 - pyskl - INFO - Saving checkpoint at 51 epochs 2024-07-23 21:52:43,887 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 21:52:44,550 - pyskl - INFO - top1_acc 0.1692 top5_acc 0.3817 2024-07-23 21:52:44,551 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 21:52:44,597 - pyskl - INFO - mean_acc 0.1691 2024-07-23 21:52:44,608 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.1692, top5_acc: 0.3817, mean_class_accuracy: 0.1691 2024-07-23 21:56:34,282 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 3 days, 8:11:15, time: 2.297, data_time: 1.310, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5487, loss_cls: 4.0502, loss: 4.0502 2024-07-23 21:57:56,551 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 3 days, 8:10:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5492, loss_cls: 4.0983, loss: 4.0983 2024-07-23 21:59:19,177 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 3 days, 8:08:57, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5453, loss_cls: 4.0780, loss: 4.0780 2024-07-23 22:00:41,581 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 3 days, 8:07:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2866, top5_acc: 0.5458, loss_cls: 4.0710, loss: 4.0710 2024-07-23 22:02:03,427 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 3 days, 8:06:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2956, top5_acc: 0.5417, loss_cls: 4.0783, loss: 4.0783 2024-07-23 22:03:25,339 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 3 days, 8:05:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5361, loss_cls: 4.0861, loss: 4.0861 2024-07-23 22:04:47,562 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 3 days, 8:04:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5359, loss_cls: 4.1084, loss: 4.1084 2024-07-23 22:06:09,582 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 3 days, 8:03:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5361, loss_cls: 4.0872, loss: 4.0872 2024-07-23 22:07:32,309 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 3 days, 8:02:00, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5403, loss_cls: 4.1189, loss: 4.1189 2024-07-23 22:08:54,780 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 3 days, 8:00:50, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5361, loss_cls: 4.1036, loss: 4.1036 2024-07-23 22:10:16,753 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 3 days, 7:59:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2769, top5_acc: 0.5278, loss_cls: 4.1815, loss: 4.1815 2024-07-23 22:11:38,641 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 3 days, 7:58:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5409, loss_cls: 4.0591, loss: 4.0591 2024-07-23 22:13:00,282 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 3 days, 7:57:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5402, loss_cls: 4.1123, loss: 4.1123 2024-07-23 22:14:22,257 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 3 days, 7:56:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5445, loss_cls: 4.0859, loss: 4.0859 2024-07-23 22:15:43,663 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 3 days, 7:54:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5305, loss_cls: 4.1252, loss: 4.1252 2024-07-23 22:17:05,348 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 3 days, 7:53:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5411, loss_cls: 4.0878, loss: 4.0878 2024-07-23 22:18:26,987 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 3 days, 7:52:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5434, loss_cls: 4.0720, loss: 4.0720 2024-07-23 22:19:48,804 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 3 days, 7:51:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5361, loss_cls: 4.1045, loss: 4.1045 2024-07-23 22:21:10,864 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 3 days, 7:50:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5380, loss_cls: 4.0980, loss: 4.0980 2024-07-23 22:22:32,136 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 3 days, 7:49:05, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2956, top5_acc: 0.5486, loss_cls: 4.0482, loss: 4.0482 2024-07-23 22:23:53,322 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 3 days, 7:47:54, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5492, loss_cls: 4.0682, loss: 4.0682 2024-07-23 22:25:14,990 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 3 days, 7:46:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5419, loss_cls: 4.0986, loss: 4.0986 2024-07-23 22:26:36,859 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 3 days, 7:45:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5433, loss_cls: 4.1023, loss: 4.1023 2024-07-23 22:27:58,686 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 3 days, 7:44:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5408, loss_cls: 4.1049, loss: 4.1049 2024-07-23 22:29:20,304 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 3 days, 7:43:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5408, loss_cls: 4.1122, loss: 4.1122 2024-07-23 22:30:41,682 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 3 days, 7:42:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2741, top5_acc: 0.5331, loss_cls: 4.1364, loss: 4.1364 2024-07-23 22:32:03,150 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 3 days, 7:40:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5386, loss_cls: 4.1230, loss: 4.1230 2024-07-23 22:33:24,583 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 3 days, 7:39:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5508, loss_cls: 4.0832, loss: 4.0832 2024-07-23 22:34:45,800 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 3 days, 7:38:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5386, loss_cls: 4.1075, loss: 4.1075 2024-07-23 22:36:07,182 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 3 days, 7:37:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2856, top5_acc: 0.5375, loss_cls: 4.1238, loss: 4.1238 2024-07-23 22:37:28,704 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 3 days, 7:36:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2825, top5_acc: 0.5291, loss_cls: 4.1580, loss: 4.1580 2024-07-23 22:38:50,067 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 3 days, 7:34:52, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5445, loss_cls: 4.0692, loss: 4.0692 2024-07-23 22:40:11,929 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 3 days, 7:33:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5461, loss_cls: 4.1055, loss: 4.1055 2024-07-23 22:41:33,307 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 3 days, 7:32:30, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5395, loss_cls: 4.1006, loss: 4.1006 2024-07-23 22:42:55,478 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 3 days, 7:31:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5373, loss_cls: 4.1163, loss: 4.1163 2024-07-23 22:44:17,314 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 3 days, 7:30:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5444, loss_cls: 4.1037, loss: 4.1037 2024-07-23 22:45:39,090 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 3 days, 7:28:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5312, loss_cls: 4.1293, loss: 4.1293 2024-07-23 22:46:19,159 - pyskl - INFO - Saving checkpoint at 52 epochs 2024-07-23 22:48:11,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 22:48:12,470 - pyskl - INFO - top1_acc 0.2283 top5_acc 0.4617 2024-07-23 22:48:12,470 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 22:48:12,515 - pyskl - INFO - mean_acc 0.2281 2024-07-23 22:48:12,519 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_40.pth was removed 2024-07-23 22:48:12,783 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2024-07-23 22:48:12,784 - pyskl - INFO - Best top1_acc is 0.2283 at 52 epoch. 2024-07-23 22:48:12,802 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.2283, top5_acc: 0.4617, mean_class_accuracy: 0.2281 2024-07-23 22:52:02,206 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 3 days, 7:30:43, time: 2.294, data_time: 1.317, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5439, loss_cls: 4.0462, loss: 4.0462 2024-07-23 22:53:24,359 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 3 days, 7:29:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5420, loss_cls: 4.0630, loss: 4.0630 2024-07-23 22:54:46,849 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 3 days, 7:28:23, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5430, loss_cls: 4.0834, loss: 4.0834 2024-07-23 22:56:09,901 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 3 days, 7:27:15, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5431, loss_cls: 4.0722, loss: 4.0722 2024-07-23 22:57:32,302 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 3 days, 7:26:05, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5431, loss_cls: 4.0555, loss: 4.0555 2024-07-23 22:58:54,331 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 3 days, 7:24:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5333, loss_cls: 4.1083, loss: 4.1083 2024-07-23 23:00:16,367 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 3 days, 7:23:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5453, loss_cls: 4.0718, loss: 4.0718 2024-07-23 23:01:38,631 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 3 days, 7:22:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5461, loss_cls: 4.0785, loss: 4.0785 2024-07-23 23:03:00,939 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 3 days, 7:21:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5522, loss_cls: 4.0616, loss: 4.0616 2024-07-23 23:04:23,535 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 3 days, 7:20:15, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5417, loss_cls: 4.1002, loss: 4.1002 2024-07-23 23:05:45,372 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 3 days, 7:19:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2819, top5_acc: 0.5448, loss_cls: 4.0645, loss: 4.0645 2024-07-23 23:07:07,160 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 3 days, 7:17:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5444, loss_cls: 4.0742, loss: 4.0742 2024-07-23 23:08:29,155 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 3 days, 7:16:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5492, loss_cls: 4.0675, loss: 4.0675 2024-07-23 23:09:50,934 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 3 days, 7:15:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5434, loss_cls: 4.1027, loss: 4.1027 2024-07-23 23:11:13,396 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 3 days, 7:14:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5456, loss_cls: 4.0963, loss: 4.0963 2024-07-23 23:12:34,496 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 3 days, 7:13:09, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5300, loss_cls: 4.1148, loss: 4.1148 2024-07-23 23:13:55,813 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 3 days, 7:11:57, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5344, loss_cls: 4.1048, loss: 4.1048 2024-07-23 23:15:17,498 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 3 days, 7:10:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2742, top5_acc: 0.5305, loss_cls: 4.1541, loss: 4.1541 2024-07-23 23:16:39,164 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 3 days, 7:09:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2855, top5_acc: 0.5406, loss_cls: 4.1036, loss: 4.1036 2024-07-23 23:18:01,543 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 3 days, 7:08:25, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2833, top5_acc: 0.5436, loss_cls: 4.0774, loss: 4.0774 2024-07-23 23:19:23,186 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 3 days, 7:07:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5486, loss_cls: 4.0979, loss: 4.0979 2024-07-23 23:20:44,785 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 3 days, 7:06:02, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5555, loss_cls: 4.0634, loss: 4.0634 2024-07-23 23:22:06,291 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 3 days, 7:04:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5491, loss_cls: 4.0654, loss: 4.0654 2024-07-23 23:23:27,346 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 3 days, 7:03:38, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5400, loss_cls: 4.1139, loss: 4.1139 2024-07-23 23:24:48,656 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 3 days, 7:02:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5391, loss_cls: 4.0877, loss: 4.0877 2024-07-23 23:26:10,059 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 3 days, 7:01:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2745, top5_acc: 0.5311, loss_cls: 4.1516, loss: 4.1516 2024-07-23 23:27:31,418 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 3 days, 7:00:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5477, loss_cls: 4.0784, loss: 4.0784 2024-07-23 23:28:53,297 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 3 days, 6:58:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2770, top5_acc: 0.5334, loss_cls: 4.1392, loss: 4.1392 2024-07-23 23:30:14,581 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 3 days, 6:57:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5394, loss_cls: 4.1244, loss: 4.1244 2024-07-23 23:31:36,382 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 3 days, 6:56:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5420, loss_cls: 4.0817, loss: 4.0817 2024-07-23 23:32:58,152 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 3 days, 6:55:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5427, loss_cls: 4.0751, loss: 4.0751 2024-07-23 23:34:19,912 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 3 days, 6:54:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2809, top5_acc: 0.5384, loss_cls: 4.1166, loss: 4.1166 2024-07-23 23:35:41,586 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 3 days, 6:52:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5353, loss_cls: 4.1335, loss: 4.1335 2024-07-23 23:37:03,119 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 3 days, 6:51:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5333, loss_cls: 4.1489, loss: 4.1489 2024-07-23 23:38:24,805 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 3 days, 6:50:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2841, top5_acc: 0.5420, loss_cls: 4.0889, loss: 4.0889 2024-07-23 23:39:46,227 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 3 days, 6:49:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5452, loss_cls: 4.1163, loss: 4.1163 2024-07-23 23:41:08,342 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 3 days, 6:48:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2814, top5_acc: 0.5348, loss_cls: 4.1295, loss: 4.1295 2024-07-23 23:41:48,399 - pyskl - INFO - Saving checkpoint at 53 epochs 2024-07-23 23:43:40,986 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-23 23:43:41,648 - pyskl - INFO - top1_acc 0.2092 top5_acc 0.4512 2024-07-23 23:43:41,648 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-23 23:43:41,689 - pyskl - INFO - mean_acc 0.2090 2024-07-23 23:43:41,700 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.2092, top5_acc: 0.4512, mean_class_accuracy: 0.2090 2024-07-23 23:47:31,650 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 3 days, 6:49:46, time: 2.299, data_time: 1.320, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5616, loss_cls: 4.0016, loss: 4.0016 2024-07-23 23:48:54,145 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 3 days, 6:48:36, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5525, loss_cls: 4.0556, loss: 4.0556 2024-07-23 23:50:16,353 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 3 days, 6:47:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5455, loss_cls: 4.0868, loss: 4.0868 2024-07-23 23:51:38,059 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 3 days, 6:46:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5406, loss_cls: 4.0937, loss: 4.0937 2024-07-23 23:52:59,796 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 3 days, 6:45:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3045, top5_acc: 0.5563, loss_cls: 4.0329, loss: 4.0329 2024-07-23 23:54:21,590 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 3 days, 6:43:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2878, top5_acc: 0.5425, loss_cls: 4.0667, loss: 4.0667 2024-07-23 23:55:43,655 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 3 days, 6:42:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5544, loss_cls: 4.0244, loss: 4.0244 2024-07-23 23:57:05,264 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 3 days, 6:41:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2747, top5_acc: 0.5225, loss_cls: 4.1456, loss: 4.1456 2024-07-23 23:58:27,448 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 3 days, 6:40:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5437, loss_cls: 4.0862, loss: 4.0862 2024-07-23 23:59:50,024 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 3 days, 6:39:07, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5464, loss_cls: 4.0667, loss: 4.0667 2024-07-24 00:01:12,105 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 3 days, 6:37:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5433, loss_cls: 4.1011, loss: 4.1011 2024-07-24 00:02:33,697 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 3 days, 6:36:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5363, loss_cls: 4.0831, loss: 4.0831 2024-07-24 00:03:55,081 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 3 days, 6:35:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5359, loss_cls: 4.0859, loss: 4.0859 2024-07-24 00:05:17,166 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 3 days, 6:34:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5445, loss_cls: 4.0585, loss: 4.0585 2024-07-24 00:06:39,504 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 3 days, 6:33:11, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5523, loss_cls: 4.0409, loss: 4.0409 2024-07-24 00:08:01,300 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 3 days, 6:31:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2858, top5_acc: 0.5422, loss_cls: 4.0857, loss: 4.0857 2024-07-24 00:09:23,157 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 3 days, 6:30:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2800, top5_acc: 0.5437, loss_cls: 4.1116, loss: 4.1116 2024-07-24 00:10:45,044 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 3 days, 6:29:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5352, loss_cls: 4.0961, loss: 4.0961 2024-07-24 00:12:06,594 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 3 days, 6:28:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5372, loss_cls: 4.1078, loss: 4.1078 2024-07-24 00:13:27,890 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 3 days, 6:27:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2872, top5_acc: 0.5444, loss_cls: 4.0862, loss: 4.0862 2024-07-24 00:14:49,708 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 3 days, 6:26:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2808, top5_acc: 0.5255, loss_cls: 4.1671, loss: 4.1671 2024-07-24 00:16:10,880 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 3 days, 6:24:47, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2892, top5_acc: 0.5456, loss_cls: 4.0876, loss: 4.0876 2024-07-24 00:17:32,144 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 3 days, 6:23:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5456, loss_cls: 4.0895, loss: 4.0895 2024-07-24 00:18:53,788 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 3 days, 6:22:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2853, top5_acc: 0.5423, loss_cls: 4.1018, loss: 4.1018 2024-07-24 00:20:15,271 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 3 days, 6:21:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2844, top5_acc: 0.5420, loss_cls: 4.1037, loss: 4.1037 2024-07-24 00:21:36,866 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 3 days, 6:19:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2798, top5_acc: 0.5391, loss_cls: 4.1660, loss: 4.1660 2024-07-24 00:22:58,217 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 3 days, 6:18:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5491, loss_cls: 4.0566, loss: 4.0566 2024-07-24 00:24:19,328 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 3 days, 6:17:33, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5431, loss_cls: 4.0917, loss: 4.0917 2024-07-24 00:25:40,837 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 3 days, 6:16:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2820, top5_acc: 0.5450, loss_cls: 4.0948, loss: 4.0948 2024-07-24 00:27:02,492 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 3 days, 6:15:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5445, loss_cls: 4.0886, loss: 4.0886 2024-07-24 00:28:24,131 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 3 days, 6:13:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2792, top5_acc: 0.5375, loss_cls: 4.1162, loss: 4.1162 2024-07-24 00:29:45,702 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 3 days, 6:12:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5367, loss_cls: 4.1165, loss: 4.1165 2024-07-24 00:31:06,925 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 3 days, 6:11:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5417, loss_cls: 4.0778, loss: 4.0778 2024-07-24 00:32:28,611 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 3 days, 6:10:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2803, top5_acc: 0.5384, loss_cls: 4.1035, loss: 4.1035 2024-07-24 00:33:49,732 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 3 days, 6:09:07, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5358, loss_cls: 4.1180, loss: 4.1180 2024-07-24 00:35:11,241 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 3 days, 6:07:55, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2892, top5_acc: 0.5434, loss_cls: 4.0763, loss: 4.0763 2024-07-24 00:36:33,207 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 3 days, 6:06:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5403, loss_cls: 4.0834, loss: 4.0834 2024-07-24 00:37:12,619 - pyskl - INFO - Saving checkpoint at 54 epochs 2024-07-24 00:39:05,409 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 00:39:06,071 - pyskl - INFO - top1_acc 0.1890 top5_acc 0.4134 2024-07-24 00:39:06,072 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 00:39:06,112 - pyskl - INFO - mean_acc 0.1885 2024-07-24 00:39:06,123 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.1890, top5_acc: 0.4134, mean_class_accuracy: 0.1885 2024-07-24 00:42:56,354 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 3 days, 6:08:16, time: 2.302, data_time: 1.320, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5580, loss_cls: 4.0269, loss: 4.0269 2024-07-24 00:44:18,704 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 3 days, 6:07:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5398, loss_cls: 4.0905, loss: 4.0905 2024-07-24 00:45:40,924 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 3 days, 6:05:54, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5552, loss_cls: 4.0362, loss: 4.0362 2024-07-24 00:47:02,941 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 3 days, 6:04:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5397, loss_cls: 4.1146, loss: 4.1146 2024-07-24 00:48:24,667 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 3 days, 6:03:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5513, loss_cls: 4.0287, loss: 4.0287 2024-07-24 00:49:46,495 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 3 days, 6:02:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5502, loss_cls: 4.0610, loss: 4.0610 2024-07-24 00:51:08,375 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 3 days, 6:01:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2877, top5_acc: 0.5484, loss_cls: 4.0925, loss: 4.0925 2024-07-24 00:52:30,850 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 3 days, 5:59:55, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2802, top5_acc: 0.5467, loss_cls: 4.0952, loss: 4.0952 2024-07-24 00:53:53,013 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 3 days, 5:58:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5564, loss_cls: 4.0203, loss: 4.0203 2024-07-24 00:55:14,918 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 3 days, 5:57:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5498, loss_cls: 4.0599, loss: 4.0599 2024-07-24 00:56:37,080 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 3 days, 5:56:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5453, loss_cls: 4.0507, loss: 4.0507 2024-07-24 00:57:59,138 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 3 days, 5:55:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5344, loss_cls: 4.1012, loss: 4.1012 2024-07-24 00:59:20,423 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 3 days, 5:53:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5511, loss_cls: 4.0293, loss: 4.0293 2024-07-24 01:00:41,816 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 3 days, 5:52:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5398, loss_cls: 4.0944, loss: 4.0944 2024-07-24 01:02:03,559 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 3 days, 5:51:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5461, loss_cls: 4.0581, loss: 4.0581 2024-07-24 01:03:24,941 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 3 days, 5:50:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2883, top5_acc: 0.5411, loss_cls: 4.0890, loss: 4.0890 2024-07-24 01:04:46,017 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 3 days, 5:49:05, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2842, top5_acc: 0.5395, loss_cls: 4.0688, loss: 4.0688 2024-07-24 01:06:07,384 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 3 days, 5:47:52, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5363, loss_cls: 4.1239, loss: 4.1239 2024-07-24 01:07:28,910 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 3 days, 5:46:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5466, loss_cls: 4.0750, loss: 4.0750 2024-07-24 01:08:50,991 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 3 days, 5:45:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5481, loss_cls: 4.0522, loss: 4.0522 2024-07-24 01:10:13,144 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 3 days, 5:44:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2852, top5_acc: 0.5387, loss_cls: 4.0920, loss: 4.0920 2024-07-24 01:11:34,690 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 3 days, 5:43:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2864, top5_acc: 0.5433, loss_cls: 4.0642, loss: 4.0642 2024-07-24 01:12:56,295 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 3 days, 5:41:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5442, loss_cls: 4.0700, loss: 4.0700 2024-07-24 01:14:17,676 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 3 days, 5:40:39, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5373, loss_cls: 4.0782, loss: 4.0782 2024-07-24 01:15:39,353 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 3 days, 5:39:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2838, top5_acc: 0.5392, loss_cls: 4.1255, loss: 4.1255 2024-07-24 01:17:00,783 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 3 days, 5:38:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5389, loss_cls: 4.0965, loss: 4.0965 2024-07-24 01:18:22,171 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 3 days, 5:37:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5563, loss_cls: 4.0355, loss: 4.0355 2024-07-24 01:19:44,092 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 3 days, 5:35:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5539, loss_cls: 4.0939, loss: 4.0939 2024-07-24 01:21:05,605 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 3 days, 5:34:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5427, loss_cls: 4.0584, loss: 4.0584 2024-07-24 01:22:26,989 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 3 days, 5:33:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2830, top5_acc: 0.5408, loss_cls: 4.0976, loss: 4.0976 2024-07-24 01:23:48,452 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 3 days, 5:32:10, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5377, loss_cls: 4.1002, loss: 4.1002 2024-07-24 01:25:09,937 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 3 days, 5:30:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2789, top5_acc: 0.5391, loss_cls: 4.1150, loss: 4.1150 2024-07-24 01:26:31,440 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 3 days, 5:29:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5434, loss_cls: 4.0769, loss: 4.0769 2024-07-24 01:27:53,298 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 3 days, 5:28:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5247, loss_cls: 4.1355, loss: 4.1355 2024-07-24 01:29:14,769 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 3 days, 5:27:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2816, top5_acc: 0.5431, loss_cls: 4.1268, loss: 4.1268 2024-07-24 01:30:36,630 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 3 days, 5:26:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5320, loss_cls: 4.1153, loss: 4.1153 2024-07-24 01:31:58,315 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 3 days, 5:24:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5447, loss_cls: 4.0723, loss: 4.0723 2024-07-24 01:32:38,075 - pyskl - INFO - Saving checkpoint at 55 epochs 2024-07-24 01:34:30,896 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 01:34:31,573 - pyskl - INFO - top1_acc 0.1953 top5_acc 0.4312 2024-07-24 01:34:31,574 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 01:34:31,616 - pyskl - INFO - mean_acc 0.1952 2024-07-24 01:34:31,630 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.1953, top5_acc: 0.4312, mean_class_accuracy: 0.1952 2024-07-24 01:38:21,241 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 3 days, 5:26:20, time: 2.296, data_time: 1.313, memory: 15990, top1_acc: 0.2938, top5_acc: 0.5503, loss_cls: 4.0359, loss: 4.0359 2024-07-24 01:39:43,675 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 3 days, 5:25:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5623, loss_cls: 4.0025, loss: 4.0025 2024-07-24 01:41:05,606 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 3 days, 5:23:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5455, loss_cls: 4.0703, loss: 4.0703 2024-07-24 01:42:28,104 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 3 days, 5:22:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5523, loss_cls: 4.0545, loss: 4.0545 2024-07-24 01:43:50,109 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 3 days, 5:21:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2839, top5_acc: 0.5331, loss_cls: 4.1293, loss: 4.1293 2024-07-24 01:45:12,031 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 3 days, 5:20:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5434, loss_cls: 4.0784, loss: 4.0784 2024-07-24 01:46:34,276 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 3 days, 5:19:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2942, top5_acc: 0.5489, loss_cls: 4.0533, loss: 4.0533 2024-07-24 01:47:56,207 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 3 days, 5:17:57, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5447, loss_cls: 4.0665, loss: 4.0665 2024-07-24 01:49:18,126 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 3 days, 5:16:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2980, top5_acc: 0.5494, loss_cls: 4.0312, loss: 4.0312 2024-07-24 01:50:41,015 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 3 days, 5:15:34, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5402, loss_cls: 4.1013, loss: 4.1013 2024-07-24 01:52:03,414 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 3 days, 5:14:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5405, loss_cls: 4.0571, loss: 4.0571 2024-07-24 01:53:25,649 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 3 days, 5:13:11, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5464, loss_cls: 4.0802, loss: 4.0802 2024-07-24 01:54:47,304 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 3 days, 5:11:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5527, loss_cls: 4.0459, loss: 4.0459 2024-07-24 01:56:09,212 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 3 days, 5:10:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5427, loss_cls: 4.0897, loss: 4.0897 2024-07-24 01:57:31,150 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 3 days, 5:09:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5445, loss_cls: 4.0921, loss: 4.0921 2024-07-24 01:58:52,774 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 3 days, 5:08:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5367, loss_cls: 4.1138, loss: 4.1138 2024-07-24 02:00:14,093 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 3 days, 5:07:07, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5377, loss_cls: 4.0761, loss: 4.0761 2024-07-24 02:01:35,136 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 3 days, 5:05:53, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5463, loss_cls: 4.0834, loss: 4.0834 2024-07-24 02:02:56,818 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 3 days, 5:04:40, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5530, loss_cls: 4.0348, loss: 4.0348 2024-07-24 02:04:18,735 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 3 days, 5:03:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2845, top5_acc: 0.5392, loss_cls: 4.1198, loss: 4.1198 2024-07-24 02:05:40,303 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 3 days, 5:02:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5411, loss_cls: 4.1010, loss: 4.1010 2024-07-24 02:07:02,350 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 3 days, 5:01:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5502, loss_cls: 4.0641, loss: 4.0641 2024-07-24 02:08:23,570 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 3 days, 4:59:49, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5417, loss_cls: 4.0757, loss: 4.0757 2024-07-24 02:09:44,817 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 3 days, 4:58:36, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5417, loss_cls: 4.0774, loss: 4.0774 2024-07-24 02:11:06,445 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 3 days, 4:57:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5511, loss_cls: 4.0493, loss: 4.0493 2024-07-24 02:12:27,696 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 3 days, 4:56:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5367, loss_cls: 4.0982, loss: 4.0982 2024-07-24 02:13:48,915 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 3 days, 4:54:55, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5467, loss_cls: 4.0704, loss: 4.0704 2024-07-24 02:15:10,521 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 3 days, 4:53:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5503, loss_cls: 4.0125, loss: 4.0125 2024-07-24 02:16:32,405 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 3 days, 4:52:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5437, loss_cls: 4.0905, loss: 4.0905 2024-07-24 02:17:54,183 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 3 days, 4:51:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5463, loss_cls: 4.0681, loss: 4.0681 2024-07-24 02:19:16,166 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 3 days, 4:50:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5441, loss_cls: 4.0545, loss: 4.0545 2024-07-24 02:20:37,647 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 3 days, 4:48:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5514, loss_cls: 4.0423, loss: 4.0423 2024-07-24 02:21:59,033 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 3 days, 4:47:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5545, loss_cls: 4.0524, loss: 4.0524 2024-07-24 02:23:20,888 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 3 days, 4:46:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2836, top5_acc: 0.5369, loss_cls: 4.1154, loss: 4.1154 2024-07-24 02:24:42,798 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 3 days, 4:45:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5553, loss_cls: 4.0503, loss: 4.0503 2024-07-24 02:26:04,721 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 3 days, 4:44:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2889, top5_acc: 0.5350, loss_cls: 4.1029, loss: 4.1029 2024-07-24 02:27:26,263 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 3 days, 4:42:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5328, loss_cls: 4.1270, loss: 4.1270 2024-07-24 02:28:05,645 - pyskl - INFO - Saving checkpoint at 56 epochs 2024-07-24 02:29:58,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 02:29:58,960 - pyskl - INFO - top1_acc 0.2083 top5_acc 0.4438 2024-07-24 02:29:58,960 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 02:29:59,002 - pyskl - INFO - mean_acc 0.2082 2024-07-24 02:29:59,014 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.2083, top5_acc: 0.4438, mean_class_accuracy: 0.2082 2024-07-24 02:33:46,798 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 3 days, 4:44:03, time: 2.278, data_time: 1.300, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5663, loss_cls: 3.9183, loss: 3.9183 2024-07-24 02:35:09,130 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 3 days, 4:42:51, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5483, loss_cls: 4.0403, loss: 4.0403 2024-07-24 02:36:30,846 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 3 days, 4:41:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2767, top5_acc: 0.5402, loss_cls: 4.1250, loss: 4.1250 2024-07-24 02:37:53,112 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 3 days, 4:40:26, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5445, loss_cls: 4.0439, loss: 4.0439 2024-07-24 02:39:14,924 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 3 days, 4:39:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2906, top5_acc: 0.5489, loss_cls: 4.0752, loss: 4.0752 2024-07-24 02:40:37,145 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 3 days, 4:38:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5502, loss_cls: 4.0280, loss: 4.0280 2024-07-24 02:41:58,687 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 3 days, 4:36:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5441, loss_cls: 4.0848, loss: 4.0848 2024-07-24 02:43:20,844 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 3 days, 4:35:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5423, loss_cls: 4.0471, loss: 4.0471 2024-07-24 02:44:42,942 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 3 days, 4:34:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5452, loss_cls: 4.0564, loss: 4.0564 2024-07-24 02:46:05,662 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 3 days, 4:33:11, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5578, loss_cls: 4.0379, loss: 4.0379 2024-07-24 02:47:27,980 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 3 days, 4:31:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5508, loss_cls: 4.0165, loss: 4.0165 2024-07-24 02:48:49,898 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 3 days, 4:30:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5495, loss_cls: 4.0575, loss: 4.0575 2024-07-24 02:50:11,457 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 3 days, 4:29:33, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2894, top5_acc: 0.5419, loss_cls: 4.0733, loss: 4.0733 2024-07-24 02:51:33,208 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 3 days, 4:28:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5561, loss_cls: 4.0618, loss: 4.0618 2024-07-24 02:52:55,181 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 3 days, 4:27:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5566, loss_cls: 4.0375, loss: 4.0375 2024-07-24 02:54:16,704 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 3 days, 4:25:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5581, loss_cls: 4.0627, loss: 4.0627 2024-07-24 02:55:38,318 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 3 days, 4:24:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2891, top5_acc: 0.5400, loss_cls: 4.0635, loss: 4.0635 2024-07-24 02:56:59,518 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 3 days, 4:23:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5478, loss_cls: 4.0500, loss: 4.0500 2024-07-24 02:58:21,082 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 3 days, 4:22:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5345, loss_cls: 4.0715, loss: 4.0715 2024-07-24 02:59:42,526 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 3 days, 4:20:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5523, loss_cls: 4.0607, loss: 4.0607 2024-07-24 03:01:03,711 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 3 days, 4:19:45, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2828, top5_acc: 0.5400, loss_cls: 4.0900, loss: 4.0900 2024-07-24 03:02:25,318 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 3 days, 4:18:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5483, loss_cls: 4.0935, loss: 4.0935 2024-07-24 03:03:47,145 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 3 days, 4:17:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5441, loss_cls: 4.0649, loss: 4.0649 2024-07-24 03:05:09,293 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 3 days, 4:16:06, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5455, loss_cls: 4.0834, loss: 4.0834 2024-07-24 03:06:31,012 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 3 days, 4:14:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5541, loss_cls: 4.0558, loss: 4.0558 2024-07-24 03:07:52,553 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 3 days, 4:13:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5397, loss_cls: 4.0854, loss: 4.0854 2024-07-24 03:09:13,913 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 3 days, 4:12:25, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5409, loss_cls: 4.0875, loss: 4.0875 2024-07-24 03:10:35,379 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 3 days, 4:11:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5497, loss_cls: 4.0450, loss: 4.0450 2024-07-24 03:11:56,908 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 3 days, 4:09:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5398, loss_cls: 4.0926, loss: 4.0926 2024-07-24 03:13:18,356 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 3 days, 4:08:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5573, loss_cls: 4.0503, loss: 4.0503 2024-07-24 03:14:40,042 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 3 days, 4:07:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5516, loss_cls: 4.0445, loss: 4.0445 2024-07-24 03:16:01,470 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 3 days, 4:06:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5298, loss_cls: 4.1351, loss: 4.1351 2024-07-24 03:17:22,955 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 3 days, 4:05:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5511, loss_cls: 4.0655, loss: 4.0655 2024-07-24 03:18:44,555 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 3 days, 4:03:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5442, loss_cls: 4.0702, loss: 4.0702 2024-07-24 03:20:06,346 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 3 days, 4:02:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5363, loss_cls: 4.1170, loss: 4.1170 2024-07-24 03:21:27,830 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 3 days, 4:01:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2902, top5_acc: 0.5359, loss_cls: 4.0870, loss: 4.0870 2024-07-24 03:22:49,196 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 3 days, 4:00:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5522, loss_cls: 4.0505, loss: 4.0505 2024-07-24 03:23:29,049 - pyskl - INFO - Saving checkpoint at 57 epochs 2024-07-24 03:25:20,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 03:25:21,429 - pyskl - INFO - top1_acc 0.2137 top5_acc 0.4443 2024-07-24 03:25:21,429 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 03:25:21,468 - pyskl - INFO - mean_acc 0.2135 2024-07-24 03:25:21,479 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.2137, top5_acc: 0.4443, mean_class_accuracy: 0.2135 2024-07-24 03:29:10,158 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 3 days, 4:01:21, time: 2.287, data_time: 1.310, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5603, loss_cls: 3.9893, loss: 3.9893 2024-07-24 03:30:32,362 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 3 days, 4:00:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5478, loss_cls: 4.0342, loss: 4.0342 2024-07-24 03:31:54,152 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 3 days, 3:58:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5487, loss_cls: 4.0677, loss: 4.0677 2024-07-24 03:33:16,492 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 3 days, 3:57:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5534, loss_cls: 4.0339, loss: 4.0339 2024-07-24 03:34:37,976 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 3 days, 3:56:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5541, loss_cls: 4.0341, loss: 4.0341 2024-07-24 03:36:00,237 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 3 days, 3:55:15, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5545, loss_cls: 4.0300, loss: 4.0300 2024-07-24 03:37:22,110 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 3 days, 3:54:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5472, loss_cls: 4.0629, loss: 4.0629 2024-07-24 03:38:44,221 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 3 days, 3:52:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5514, loss_cls: 4.0284, loss: 4.0284 2024-07-24 03:40:06,047 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 3 days, 3:51:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5441, loss_cls: 4.0866, loss: 4.0866 2024-07-24 03:41:28,634 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 3 days, 3:50:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5473, loss_cls: 4.0678, loss: 4.0678 2024-07-24 03:42:50,706 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 3 days, 3:49:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5416, loss_cls: 4.0973, loss: 4.0973 2024-07-24 03:44:12,618 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 3 days, 3:47:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5459, loss_cls: 4.0442, loss: 4.0442 2024-07-24 03:45:34,398 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 3 days, 3:46:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5487, loss_cls: 4.0456, loss: 4.0456 2024-07-24 03:46:55,800 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 3 days, 3:45:30, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5533, loss_cls: 4.0259, loss: 4.0259 2024-07-24 03:48:17,473 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 3 days, 3:44:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2947, top5_acc: 0.5516, loss_cls: 4.0460, loss: 4.0460 2024-07-24 03:49:38,828 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 3 days, 3:43:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2948, top5_acc: 0.5436, loss_cls: 4.0713, loss: 4.0713 2024-07-24 03:51:00,744 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 3 days, 3:41:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3036, top5_acc: 0.5550, loss_cls: 3.9778, loss: 3.9778 2024-07-24 03:52:22,714 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 3 days, 3:40:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2850, top5_acc: 0.5509, loss_cls: 4.0656, loss: 4.0656 2024-07-24 03:53:44,546 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 3 days, 3:39:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5461, loss_cls: 4.0619, loss: 4.0619 2024-07-24 03:55:06,285 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 3 days, 3:38:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5389, loss_cls: 4.0856, loss: 4.0856 2024-07-24 03:56:27,690 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 3 days, 3:36:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5444, loss_cls: 4.0601, loss: 4.0601 2024-07-24 03:57:49,351 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 3 days, 3:35:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5444, loss_cls: 4.0696, loss: 4.0696 2024-07-24 03:59:10,891 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 3 days, 3:34:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2873, top5_acc: 0.5377, loss_cls: 4.1115, loss: 4.1115 2024-07-24 04:00:32,786 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 3 days, 3:33:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5563, loss_cls: 4.0687, loss: 4.0687 2024-07-24 04:01:54,556 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 3 days, 3:32:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5475, loss_cls: 4.0466, loss: 4.0466 2024-07-24 04:03:15,628 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 3 days, 3:30:45, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5475, loss_cls: 4.0595, loss: 4.0595 2024-07-24 04:04:36,765 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 3 days, 3:29:31, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5548, loss_cls: 4.0223, loss: 4.0223 2024-07-24 04:05:58,396 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 3 days, 3:28:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5559, loss_cls: 4.0508, loss: 4.0508 2024-07-24 04:07:19,737 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 3 days, 3:27:03, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5433, loss_cls: 4.0332, loss: 4.0332 2024-07-24 04:08:41,479 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 3 days, 3:25:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5530, loss_cls: 4.0530, loss: 4.0530 2024-07-24 04:10:03,132 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 3 days, 3:24:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5452, loss_cls: 4.0441, loss: 4.0441 2024-07-24 04:11:24,555 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 3 days, 3:23:21, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2848, top5_acc: 0.5441, loss_cls: 4.0628, loss: 4.0628 2024-07-24 04:12:45,959 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 3 days, 3:22:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2817, top5_acc: 0.5378, loss_cls: 4.1075, loss: 4.1075 2024-07-24 04:14:07,315 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 3 days, 3:20:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5581, loss_cls: 4.0229, loss: 4.0229 2024-07-24 04:15:28,689 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 3 days, 3:19:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5405, loss_cls: 4.0551, loss: 4.0551 2024-07-24 04:16:50,856 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 3 days, 3:18:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5456, loss_cls: 4.0650, loss: 4.0650 2024-07-24 04:18:12,145 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 3 days, 3:17:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5489, loss_cls: 4.0203, loss: 4.0203 2024-07-24 04:18:51,635 - pyskl - INFO - Saving checkpoint at 58 epochs 2024-07-24 04:20:42,398 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 04:20:43,068 - pyskl - INFO - top1_acc 0.2183 top5_acc 0.4489 2024-07-24 04:20:43,068 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 04:20:43,110 - pyskl - INFO - mean_acc 0.2181 2024-07-24 04:20:43,122 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.2183, top5_acc: 0.4489, mean_class_accuracy: 0.2181 2024-07-24 04:24:29,284 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 3 days, 3:18:13, time: 2.262, data_time: 1.283, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5539, loss_cls: 4.0137, loss: 4.0137 2024-07-24 04:25:50,982 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 3 days, 3:16:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3058, top5_acc: 0.5637, loss_cls: 3.9950, loss: 3.9950 2024-07-24 04:27:13,553 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 3 days, 3:15:46, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2870, top5_acc: 0.5413, loss_cls: 4.0830, loss: 4.0830 2024-07-24 04:28:36,462 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 3 days, 3:14:34, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5609, loss_cls: 3.9735, loss: 3.9735 2024-07-24 04:29:58,139 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 3 days, 3:13:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5403, loss_cls: 4.0767, loss: 4.0767 2024-07-24 04:31:19,967 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 3 days, 3:12:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5505, loss_cls: 4.0731, loss: 4.0731 2024-07-24 04:32:41,848 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 3 days, 3:10:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5487, loss_cls: 4.0295, loss: 4.0295 2024-07-24 04:34:03,787 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 3 days, 3:09:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2897, top5_acc: 0.5442, loss_cls: 4.0742, loss: 4.0742 2024-07-24 04:35:26,318 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 3 days, 3:08:27, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5556, loss_cls: 4.0253, loss: 4.0253 2024-07-24 04:36:47,589 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 3 days, 3:07:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5556, loss_cls: 4.0038, loss: 4.0038 2024-07-24 04:38:10,194 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 3 days, 3:05:59, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5583, loss_cls: 4.0025, loss: 4.0025 2024-07-24 04:39:31,852 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 3 days, 3:04:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5491, loss_cls: 4.0682, loss: 4.0682 2024-07-24 04:40:53,695 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 3 days, 3:03:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5469, loss_cls: 4.0720, loss: 4.0720 2024-07-24 04:42:15,498 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 3 days, 3:02:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5578, loss_cls: 4.0122, loss: 4.0122 2024-07-24 04:43:36,710 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 3 days, 3:01:03, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2869, top5_acc: 0.5445, loss_cls: 4.0869, loss: 4.0869 2024-07-24 04:44:58,214 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 3 days, 2:59:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5384, loss_cls: 4.0879, loss: 4.0879 2024-07-24 04:46:19,659 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 3 days, 2:58:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5511, loss_cls: 4.0397, loss: 4.0397 2024-07-24 04:47:41,004 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 3 days, 2:57:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5509, loss_cls: 4.0470, loss: 4.0470 2024-07-24 04:49:02,918 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 3 days, 2:56:06, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5539, loss_cls: 4.0235, loss: 4.0235 2024-07-24 04:50:24,119 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 3 days, 2:54:51, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2863, top5_acc: 0.5356, loss_cls: 4.1049, loss: 4.1049 2024-07-24 04:51:46,328 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 3 days, 2:53:38, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2903, top5_acc: 0.5492, loss_cls: 4.0468, loss: 4.0468 2024-07-24 04:53:08,101 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 3 days, 2:52:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5570, loss_cls: 4.0177, loss: 4.0177 2024-07-24 04:54:29,942 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 3 days, 2:51:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5481, loss_cls: 4.0746, loss: 4.0746 2024-07-24 04:55:51,430 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 3 days, 2:49:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5431, loss_cls: 4.0439, loss: 4.0439 2024-07-24 04:57:12,598 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 3 days, 2:48:41, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3042, top5_acc: 0.5544, loss_cls: 4.0088, loss: 4.0088 2024-07-24 04:58:34,242 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 3 days, 2:47:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5502, loss_cls: 4.0604, loss: 4.0604 2024-07-24 04:59:55,783 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 3 days, 2:46:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5552, loss_cls: 4.0234, loss: 4.0234 2024-07-24 05:01:17,162 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 3 days, 2:44:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5431, loss_cls: 4.0780, loss: 4.0780 2024-07-24 05:02:38,296 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 3 days, 2:43:43, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5466, loss_cls: 4.0683, loss: 4.0683 2024-07-24 05:03:59,407 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 3 days, 2:42:28, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5492, loss_cls: 4.0486, loss: 4.0486 2024-07-24 05:05:21,055 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 3 days, 2:41:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3013, top5_acc: 0.5583, loss_cls: 4.0103, loss: 4.0103 2024-07-24 05:06:42,255 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 3 days, 2:39:59, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2859, top5_acc: 0.5375, loss_cls: 4.1126, loss: 4.1126 2024-07-24 05:08:03,861 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 3 days, 2:38:44, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5469, loss_cls: 4.0535, loss: 4.0535 2024-07-24 05:09:25,582 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 3 days, 2:37:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5506, loss_cls: 4.0472, loss: 4.0472 2024-07-24 05:10:46,943 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 3 days, 2:36:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5519, loss_cls: 4.0294, loss: 4.0294 2024-07-24 05:12:08,723 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 3 days, 2:35:02, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5497, loss_cls: 4.0271, loss: 4.0271 2024-07-24 05:13:30,269 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 3 days, 2:33:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5469, loss_cls: 4.0695, loss: 4.0695 2024-07-24 05:14:10,292 - pyskl - INFO - Saving checkpoint at 59 epochs 2024-07-24 05:16:02,090 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 05:16:02,753 - pyskl - INFO - top1_acc 0.2248 top5_acc 0.4602 2024-07-24 05:16:02,754 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 05:16:02,794 - pyskl - INFO - mean_acc 0.2248 2024-07-24 05:16:02,807 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.2248, top5_acc: 0.4602, mean_class_accuracy: 0.2248 2024-07-24 05:19:55,194 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 3 days, 2:34:53, time: 2.324, data_time: 1.319, memory: 15990, top1_acc: 0.2964, top5_acc: 0.5659, loss_cls: 3.9802, loss: 3.9802 2024-07-24 05:21:16,938 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 3 days, 2:33:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5522, loss_cls: 4.0306, loss: 4.0306 2024-07-24 05:22:38,827 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 3 days, 2:32:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5506, loss_cls: 4.0238, loss: 4.0238 2024-07-24 05:24:01,186 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 3 days, 2:31:12, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5427, loss_cls: 4.0334, loss: 4.0334 2024-07-24 05:25:23,038 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 3 days, 2:29:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5592, loss_cls: 3.9740, loss: 3.9740 2024-07-24 05:26:44,475 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 3 days, 2:28:43, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5605, loss_cls: 3.9811, loss: 3.9811 2024-07-24 05:28:06,670 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 3 days, 2:27:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3045, top5_acc: 0.5553, loss_cls: 4.0438, loss: 4.0438 2024-07-24 05:29:28,194 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 3 days, 2:26:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3013, top5_acc: 0.5572, loss_cls: 4.0037, loss: 4.0037 2024-07-24 05:30:50,012 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 3 days, 2:25:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2875, top5_acc: 0.5437, loss_cls: 4.1055, loss: 4.1055 2024-07-24 05:32:12,494 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 3 days, 2:23:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2884, top5_acc: 0.5505, loss_cls: 4.0789, loss: 4.0789 2024-07-24 05:33:35,749 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 3 days, 2:22:35, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5584, loss_cls: 4.0099, loss: 4.0099 2024-07-24 05:34:57,779 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 3 days, 2:21:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5583, loss_cls: 3.9904, loss: 3.9904 2024-07-24 05:36:20,025 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 3 days, 2:20:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5491, loss_cls: 4.0676, loss: 4.0676 2024-07-24 05:37:41,755 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 3 days, 2:18:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2945, top5_acc: 0.5467, loss_cls: 4.0470, loss: 4.0470 2024-07-24 05:39:03,422 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 3 days, 2:17:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5497, loss_cls: 4.0416, loss: 4.0416 2024-07-24 05:40:25,239 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 3 days, 2:16:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5459, loss_cls: 4.0579, loss: 4.0579 2024-07-24 05:41:46,807 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 3 days, 2:15:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5414, loss_cls: 4.0823, loss: 4.0823 2024-07-24 05:43:08,721 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 3 days, 2:13:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3009, top5_acc: 0.5633, loss_cls: 4.0171, loss: 4.0171 2024-07-24 05:44:30,472 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 3 days, 2:12:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5533, loss_cls: 4.0120, loss: 4.0120 2024-07-24 05:45:52,008 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 3 days, 2:11:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5497, loss_cls: 4.0348, loss: 4.0348 2024-07-24 05:47:13,506 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 3 days, 2:10:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5577, loss_cls: 3.9957, loss: 3.9957 2024-07-24 05:48:35,176 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 3 days, 2:08:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5502, loss_cls: 4.0651, loss: 4.0651 2024-07-24 05:49:56,515 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 3 days, 2:07:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2908, top5_acc: 0.5505, loss_cls: 4.0664, loss: 4.0664 2024-07-24 05:51:18,520 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 3 days, 2:06:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5539, loss_cls: 4.0138, loss: 4.0138 2024-07-24 05:52:40,489 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 3 days, 2:05:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2905, top5_acc: 0.5484, loss_cls: 4.0591, loss: 4.0591 2024-07-24 05:54:02,022 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 3 days, 2:04:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5623, loss_cls: 4.0066, loss: 4.0066 2024-07-24 05:55:23,406 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 3 days, 2:02:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2900, top5_acc: 0.5427, loss_cls: 4.0752, loss: 4.0752 2024-07-24 05:56:45,282 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 3 days, 2:01:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2980, top5_acc: 0.5539, loss_cls: 4.0176, loss: 4.0176 2024-07-24 05:58:06,559 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 3 days, 2:00:16, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5377, loss_cls: 4.0741, loss: 4.0741 2024-07-24 05:59:28,142 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 3 days, 1:59:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2919, top5_acc: 0.5444, loss_cls: 4.0535, loss: 4.0535 2024-07-24 06:00:49,617 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 3 days, 1:57:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5544, loss_cls: 4.0606, loss: 4.0606 2024-07-24 06:02:11,732 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 3 days, 1:56:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5511, loss_cls: 4.0405, loss: 4.0405 2024-07-24 06:03:33,244 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 3 days, 1:55:18, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2888, top5_acc: 0.5455, loss_cls: 4.0884, loss: 4.0884 2024-07-24 06:04:55,534 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 3 days, 1:54:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5592, loss_cls: 4.0149, loss: 4.0149 2024-07-24 06:06:17,267 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 3 days, 1:52:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5572, loss_cls: 4.0094, loss: 4.0094 2024-07-24 06:07:39,094 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 3 days, 1:51:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5548, loss_cls: 4.0161, loss: 4.0161 2024-07-24 06:09:00,449 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 3 days, 1:50:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5459, loss_cls: 4.0695, loss: 4.0695 2024-07-24 06:09:40,923 - pyskl - INFO - Saving checkpoint at 60 epochs 2024-07-24 06:11:32,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 06:11:33,566 - pyskl - INFO - top1_acc 0.2310 top5_acc 0.4708 2024-07-24 06:11:33,567 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 06:11:33,617 - pyskl - INFO - mean_acc 0.2305 2024-07-24 06:11:33,622 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_52.pth was removed 2024-07-24 06:11:33,914 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2024-07-24 06:11:33,915 - pyskl - INFO - Best top1_acc is 0.2310 at 60 epoch. 2024-07-24 06:11:33,929 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.2310, top5_acc: 0.4708, mean_class_accuracy: 0.2305 2024-07-24 06:15:27,553 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 3 days, 1:51:23, time: 2.336, data_time: 1.355, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5545, loss_cls: 4.0273, loss: 4.0273 2024-07-24 06:16:49,963 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 3 days, 1:50:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5625, loss_cls: 3.9778, loss: 3.9778 2024-07-24 06:18:12,250 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 3 days, 1:48:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5487, loss_cls: 4.0344, loss: 4.0344 2024-07-24 06:19:34,081 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 3 days, 1:47:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5591, loss_cls: 3.9630, loss: 3.9630 2024-07-24 06:20:55,713 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 3 days, 1:46:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5558, loss_cls: 4.0196, loss: 4.0196 2024-07-24 06:22:17,962 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 3 days, 1:45:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5609, loss_cls: 3.9863, loss: 3.9863 2024-07-24 06:23:40,053 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 3 days, 1:43:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5630, loss_cls: 3.9914, loss: 3.9914 2024-07-24 06:25:01,772 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 3 days, 1:42:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5673, loss_cls: 3.9238, loss: 3.9238 2024-07-24 06:26:23,869 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 3 days, 1:41:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2892, top5_acc: 0.5413, loss_cls: 4.0934, loss: 4.0934 2024-07-24 06:27:45,366 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 3 days, 1:40:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5461, loss_cls: 4.0504, loss: 4.0504 2024-07-24 06:29:08,197 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 3 days, 1:39:01, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5491, loss_cls: 4.0327, loss: 4.0327 2024-07-24 06:30:30,017 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 3 days, 1:37:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5544, loss_cls: 4.0306, loss: 4.0306 2024-07-24 06:31:52,024 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 3 days, 1:36:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2922, top5_acc: 0.5469, loss_cls: 4.0500, loss: 4.0500 2024-07-24 06:33:13,751 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 3 days, 1:35:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5453, loss_cls: 4.0511, loss: 4.0511 2024-07-24 06:34:35,341 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 3 days, 1:34:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2920, top5_acc: 0.5589, loss_cls: 4.0358, loss: 4.0358 2024-07-24 06:35:56,856 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 3 days, 1:32:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3016, top5_acc: 0.5550, loss_cls: 4.0431, loss: 4.0431 2024-07-24 06:37:18,255 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 3 days, 1:31:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5570, loss_cls: 3.9794, loss: 3.9794 2024-07-24 06:38:39,947 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 3 days, 1:30:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5486, loss_cls: 4.0298, loss: 4.0298 2024-07-24 06:40:02,220 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 3 days, 1:29:04, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5530, loss_cls: 3.9961, loss: 3.9961 2024-07-24 06:41:23,662 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 3 days, 1:27:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5472, loss_cls: 4.0229, loss: 4.0229 2024-07-24 06:42:45,146 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 3 days, 1:26:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2927, top5_acc: 0.5466, loss_cls: 4.0521, loss: 4.0521 2024-07-24 06:44:07,129 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 3 days, 1:25:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2980, top5_acc: 0.5534, loss_cls: 4.0473, loss: 4.0473 2024-07-24 06:45:28,549 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 3 days, 1:24:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5463, loss_cls: 4.0577, loss: 4.0577 2024-07-24 06:46:49,911 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 3 days, 1:22:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5616, loss_cls: 3.9890, loss: 3.9890 2024-07-24 06:48:11,105 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 3 days, 1:21:33, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5545, loss_cls: 4.0127, loss: 4.0127 2024-07-24 06:49:33,245 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 3 days, 1:20:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3013, top5_acc: 0.5502, loss_cls: 4.0132, loss: 4.0132 2024-07-24 06:50:54,804 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 3 days, 1:19:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3073, top5_acc: 0.5595, loss_cls: 3.9847, loss: 3.9847 2024-07-24 06:52:16,358 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 3 days, 1:17:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5523, loss_cls: 4.0340, loss: 4.0340 2024-07-24 06:53:38,043 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 3 days, 1:16:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2930, top5_acc: 0.5422, loss_cls: 4.0656, loss: 4.0656 2024-07-24 06:54:59,562 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 3 days, 1:15:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2822, top5_acc: 0.5373, loss_cls: 4.1220, loss: 4.1220 2024-07-24 06:56:21,052 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 3 days, 1:14:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2936, top5_acc: 0.5511, loss_cls: 4.0399, loss: 4.0399 2024-07-24 06:57:42,511 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 3 days, 1:12:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5533, loss_cls: 4.0266, loss: 4.0266 2024-07-24 06:59:04,383 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 3 days, 1:11:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2947, top5_acc: 0.5558, loss_cls: 4.0361, loss: 4.0361 2024-07-24 07:00:25,948 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 3 days, 1:10:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2931, top5_acc: 0.5527, loss_cls: 4.0308, loss: 4.0308 2024-07-24 07:01:47,888 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 3 days, 1:09:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5506, loss_cls: 4.0603, loss: 4.0603 2024-07-24 07:03:09,351 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 3 days, 1:07:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5453, loss_cls: 4.0534, loss: 4.0534 2024-07-24 07:04:30,894 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 3 days, 1:06:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5455, loss_cls: 4.0609, loss: 4.0609 2024-07-24 07:05:10,178 - pyskl - INFO - Saving checkpoint at 61 epochs 2024-07-24 07:07:01,732 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 07:07:02,391 - pyskl - INFO - top1_acc 0.2243 top5_acc 0.4618 2024-07-24 07:07:02,391 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 07:07:02,432 - pyskl - INFO - mean_acc 0.2240 2024-07-24 07:07:02,444 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.2243, top5_acc: 0.4618, mean_class_accuracy: 0.2240 2024-07-24 07:10:51,126 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 3 days, 1:07:24, time: 2.287, data_time: 1.309, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5569, loss_cls: 3.9883, loss: 3.9883 2024-07-24 07:12:12,764 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 3 days, 1:06:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3038, top5_acc: 0.5639, loss_cls: 3.9848, loss: 3.9848 2024-07-24 07:13:33,999 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 3 days, 1:04:53, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5436, loss_cls: 4.0677, loss: 4.0677 2024-07-24 07:14:56,451 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 3 days, 1:03:39, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5616, loss_cls: 3.9730, loss: 3.9730 2024-07-24 07:16:18,171 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 3 days, 1:02:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5597, loss_cls: 3.9952, loss: 3.9952 2024-07-24 07:17:40,240 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 3 days, 1:01:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3091, top5_acc: 0.5619, loss_cls: 3.9980, loss: 3.9980 2024-07-24 07:19:02,680 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 3 days, 0:59:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5523, loss_cls: 4.0229, loss: 4.0229 2024-07-24 07:20:23,999 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 3 days, 0:58:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5555, loss_cls: 3.9854, loss: 3.9854 2024-07-24 07:21:45,515 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 3 days, 0:57:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5563, loss_cls: 3.9969, loss: 3.9969 2024-07-24 07:23:07,205 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 3 days, 0:56:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5569, loss_cls: 4.0002, loss: 4.0002 2024-07-24 07:24:30,169 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 3 days, 0:54:56, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5487, loss_cls: 4.0453, loss: 4.0453 2024-07-24 07:25:52,155 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 3 days, 0:53:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2933, top5_acc: 0.5475, loss_cls: 4.0647, loss: 4.0647 2024-07-24 07:27:15,004 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 3 days, 0:52:28, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5503, loss_cls: 4.0374, loss: 4.0374 2024-07-24 07:28:37,282 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 3 days, 0:51:14, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5630, loss_cls: 3.9985, loss: 3.9985 2024-07-24 07:29:59,176 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 3 days, 0:49:59, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2886, top5_acc: 0.5544, loss_cls: 4.0641, loss: 4.0641 2024-07-24 07:31:20,617 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 3 days, 0:48:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5531, loss_cls: 4.0502, loss: 4.0502 2024-07-24 07:32:42,329 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 3 days, 0:47:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5513, loss_cls: 3.9988, loss: 3.9988 2024-07-24 07:34:03,846 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 3 days, 0:46:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5556, loss_cls: 4.0182, loss: 4.0182 2024-07-24 07:35:25,046 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 3 days, 0:44:57, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2881, top5_acc: 0.5441, loss_cls: 4.0772, loss: 4.0772 2024-07-24 07:36:46,511 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 3 days, 0:43:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2909, top5_acc: 0.5452, loss_cls: 4.0685, loss: 4.0685 2024-07-24 07:38:07,824 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 3 days, 0:42:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5467, loss_cls: 4.0639, loss: 4.0639 2024-07-24 07:39:29,636 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 3 days, 0:41:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5584, loss_cls: 4.0404, loss: 4.0404 2024-07-24 07:40:51,103 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 3 days, 0:39:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5509, loss_cls: 4.0430, loss: 4.0430 2024-07-24 07:42:13,317 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 3 days, 0:38:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5558, loss_cls: 4.0463, loss: 4.0463 2024-07-24 07:43:35,070 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 3 days, 0:37:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3016, top5_acc: 0.5573, loss_cls: 4.0171, loss: 4.0171 2024-07-24 07:44:56,344 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 3 days, 0:36:10, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5581, loss_cls: 4.0361, loss: 4.0361 2024-07-24 07:46:17,814 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 3 days, 0:34:55, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5592, loss_cls: 3.9685, loss: 3.9685 2024-07-24 07:47:38,957 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 3 days, 0:33:39, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5564, loss_cls: 4.0017, loss: 4.0017 2024-07-24 07:49:00,592 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 3 days, 0:32:24, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5537, loss_cls: 4.0109, loss: 4.0109 2024-07-24 07:50:22,527 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 3 days, 0:31:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5559, loss_cls: 4.0028, loss: 4.0028 2024-07-24 07:51:43,803 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 3 days, 0:29:53, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2973, top5_acc: 0.5486, loss_cls: 4.0285, loss: 4.0285 2024-07-24 07:53:05,455 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 3 days, 0:28:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5584, loss_cls: 4.0340, loss: 4.0340 2024-07-24 07:54:27,177 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 3 days, 0:27:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5542, loss_cls: 4.0199, loss: 4.0199 2024-07-24 07:55:48,588 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 3 days, 0:26:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2917, top5_acc: 0.5448, loss_cls: 4.0613, loss: 4.0613 2024-07-24 07:57:10,424 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 3 days, 0:24:52, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5441, loss_cls: 4.0482, loss: 4.0482 2024-07-24 07:58:33,120 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 3 days, 0:23:38, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5702, loss_cls: 3.9696, loss: 3.9696 2024-07-24 07:59:54,719 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 3 days, 0:22:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5669, loss_cls: 3.9838, loss: 3.9838 2024-07-24 08:00:34,377 - pyskl - INFO - Saving checkpoint at 62 epochs 2024-07-24 08:02:26,817 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 08:02:27,660 - pyskl - INFO - top1_acc 0.2369 top5_acc 0.4718 2024-07-24 08:02:27,660 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 08:02:27,712 - pyskl - INFO - mean_acc 0.2366 2024-07-24 08:02:27,718 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_60.pth was removed 2024-07-24 08:02:28,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. 2024-07-24 08:02:28,022 - pyskl - INFO - Best top1_acc is 0.2369 at 62 epoch. 2024-07-24 08:02:28,036 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.2369, top5_acc: 0.4718, mean_class_accuracy: 0.2366 2024-07-24 08:06:22,370 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 3 days, 0:23:16, time: 2.343, data_time: 1.352, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5639, loss_cls: 3.9666, loss: 3.9666 2024-07-24 08:07:44,052 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 3 days, 0:22:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5558, loss_cls: 4.0181, loss: 4.0181 2024-07-24 08:09:05,559 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 3 days, 0:20:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2947, top5_acc: 0.5492, loss_cls: 4.0069, loss: 4.0069 2024-07-24 08:10:28,487 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 3 days, 0:19:31, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5586, loss_cls: 3.9618, loss: 3.9618 2024-07-24 08:11:50,149 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 3 days, 0:18:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5569, loss_cls: 4.0315, loss: 4.0315 2024-07-24 08:13:12,276 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 3 days, 0:17:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2895, top5_acc: 0.5450, loss_cls: 4.0672, loss: 4.0672 2024-07-24 08:14:34,494 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 3 days, 0:15:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2911, top5_acc: 0.5537, loss_cls: 4.0252, loss: 4.0252 2024-07-24 08:15:55,945 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 3 days, 0:14:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5641, loss_cls: 3.9697, loss: 3.9697 2024-07-24 08:17:17,572 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 3 days, 0:13:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5681, loss_cls: 3.9424, loss: 3.9424 2024-07-24 08:18:38,763 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 3 days, 0:11:59, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3050, top5_acc: 0.5637, loss_cls: 3.9568, loss: 3.9568 2024-07-24 08:20:01,351 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 3 days, 0:10:45, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5536, loss_cls: 4.0122, loss: 4.0122 2024-07-24 08:21:23,878 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 3 days, 0:09:31, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2913, top5_acc: 0.5453, loss_cls: 4.0764, loss: 4.0764 2024-07-24 08:22:46,104 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 3 days, 0:08:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5617, loss_cls: 3.9584, loss: 3.9584 2024-07-24 08:24:07,724 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 3 days, 0:07:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2978, top5_acc: 0.5591, loss_cls: 3.9825, loss: 3.9825 2024-07-24 08:25:29,079 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 3 days, 0:05:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3014, top5_acc: 0.5627, loss_cls: 3.9793, loss: 3.9793 2024-07-24 08:26:50,755 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 3 days, 0:04:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3058, top5_acc: 0.5611, loss_cls: 3.9744, loss: 3.9744 2024-07-24 08:28:12,578 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 3 days, 0:03:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3081, top5_acc: 0.5745, loss_cls: 3.9546, loss: 3.9546 2024-07-24 08:29:33,897 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 3 days, 0:01:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2950, top5_acc: 0.5467, loss_cls: 4.0392, loss: 4.0392 2024-07-24 08:30:55,634 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 3 days, 0:00:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5528, loss_cls: 4.0504, loss: 4.0504 2024-07-24 08:32:17,302 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 2 days, 23:59:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2952, top5_acc: 0.5478, loss_cls: 4.0211, loss: 4.0211 2024-07-24 08:33:39,813 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 2 days, 23:58:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.2928, top5_acc: 0.5475, loss_cls: 4.0362, loss: 4.0362 2024-07-24 08:35:00,914 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 2 days, 23:56:56, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5555, loss_cls: 3.9996, loss: 3.9996 2024-07-24 08:36:22,762 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 2 days, 23:55:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2994, top5_acc: 0.5480, loss_cls: 4.0468, loss: 4.0468 2024-07-24 08:37:44,233 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 2 days, 23:54:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2934, top5_acc: 0.5448, loss_cls: 4.0743, loss: 4.0743 2024-07-24 08:39:05,926 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 2 days, 23:53:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2967, top5_acc: 0.5559, loss_cls: 4.0344, loss: 4.0344 2024-07-24 08:40:28,124 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 2 days, 23:51:55, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5625, loss_cls: 3.9825, loss: 3.9825 2024-07-24 08:41:50,108 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 2 days, 23:50:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5500, loss_cls: 4.0018, loss: 4.0018 2024-07-24 08:43:11,983 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 2 days, 23:49:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2958, top5_acc: 0.5470, loss_cls: 4.0365, loss: 4.0365 2024-07-24 08:44:33,142 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 2 days, 23:48:08, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3033, top5_acc: 0.5602, loss_cls: 3.9852, loss: 3.9852 2024-07-24 08:45:54,804 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 2 days, 23:46:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5498, loss_cls: 4.0508, loss: 4.0508 2024-07-24 08:47:16,081 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 2 days, 23:45:37, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5647, loss_cls: 3.9720, loss: 3.9720 2024-07-24 08:48:37,371 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 2 days, 23:44:21, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2894, top5_acc: 0.5392, loss_cls: 4.0797, loss: 4.0797 2024-07-24 08:49:59,320 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 2 days, 23:43:05, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5566, loss_cls: 4.0109, loss: 4.0109 2024-07-24 08:51:21,124 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 2 days, 23:41:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5514, loss_cls: 4.0210, loss: 4.0210 2024-07-24 08:52:42,699 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 23:40:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2947, top5_acc: 0.5548, loss_cls: 4.0184, loss: 4.0184 2024-07-24 08:54:05,299 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 23:39:20, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.2925, top5_acc: 0.5519, loss_cls: 4.0551, loss: 4.0551 2024-07-24 08:55:26,832 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 23:38:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5569, loss_cls: 3.9845, loss: 3.9845 2024-07-24 08:56:06,323 - pyskl - INFO - Saving checkpoint at 63 epochs 2024-07-24 08:57:57,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 08:57:58,341 - pyskl - INFO - top1_acc 0.2358 top5_acc 0.4801 2024-07-24 08:57:58,342 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 08:57:58,389 - pyskl - INFO - mean_acc 0.2357 2024-07-24 08:57:58,403 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.2358, top5_acc: 0.4801, mean_class_accuracy: 0.2357 2024-07-24 09:01:48,597 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 23:38:47, time: 2.302, data_time: 1.316, memory: 15990, top1_acc: 0.3069, top5_acc: 0.5705, loss_cls: 3.9257, loss: 3.9257 2024-07-24 09:03:10,402 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 23:37:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3056, top5_acc: 0.5659, loss_cls: 3.9679, loss: 3.9679 2024-07-24 09:04:32,347 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 23:36:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5647, loss_cls: 3.9478, loss: 3.9478 2024-07-24 09:05:54,469 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 23:35:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2989, top5_acc: 0.5484, loss_cls: 4.0300, loss: 4.0300 2024-07-24 09:07:16,542 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 23:33:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5591, loss_cls: 4.0053, loss: 4.0053 2024-07-24 09:08:38,413 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 23:32:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5478, loss_cls: 4.0149, loss: 4.0149 2024-07-24 09:09:59,900 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 23:31:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5522, loss_cls: 4.0221, loss: 4.0221 2024-07-24 09:11:22,394 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 23:30:00, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5728, loss_cls: 3.9052, loss: 3.9052 2024-07-24 09:12:44,103 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 23:28:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5561, loss_cls: 4.0353, loss: 4.0353 2024-07-24 09:14:05,702 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 23:27:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5525, loss_cls: 4.0410, loss: 4.0410 2024-07-24 09:15:27,703 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 23:26:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5597, loss_cls: 4.0141, loss: 4.0141 2024-07-24 09:16:50,604 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 23:24:59, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3038, top5_acc: 0.5587, loss_cls: 3.9717, loss: 3.9717 2024-07-24 09:18:13,046 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 23:23:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5486, loss_cls: 4.0108, loss: 4.0108 2024-07-24 09:19:35,247 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 23:22:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5639, loss_cls: 3.9885, loss: 3.9885 2024-07-24 09:20:57,060 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 23:21:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3039, top5_acc: 0.5461, loss_cls: 4.0235, loss: 4.0235 2024-07-24 09:22:19,160 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 23:19:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5539, loss_cls: 4.0590, loss: 4.0590 2024-07-24 09:23:40,651 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 23:18:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5503, loss_cls: 4.0201, loss: 4.0201 2024-07-24 09:25:02,493 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 23:17:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2923, top5_acc: 0.5572, loss_cls: 4.0133, loss: 4.0133 2024-07-24 09:26:24,427 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 23:16:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5567, loss_cls: 3.9896, loss: 3.9896 2024-07-24 09:27:45,965 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 23:14:55, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5508, loss_cls: 4.0150, loss: 4.0150 2024-07-24 09:29:07,128 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 23:13:39, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5633, loss_cls: 3.9865, loss: 3.9865 2024-07-24 09:30:28,538 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 23:12:22, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2992, top5_acc: 0.5628, loss_cls: 4.0111, loss: 4.0111 2024-07-24 09:31:50,257 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 23:11:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5509, loss_cls: 4.0239, loss: 4.0239 2024-07-24 09:33:11,941 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 23:09:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5552, loss_cls: 4.0404, loss: 4.0404 2024-07-24 09:34:33,607 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 23:08:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5630, loss_cls: 3.9678, loss: 3.9678 2024-07-24 09:35:55,106 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 23:07:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3113, top5_acc: 0.5595, loss_cls: 3.9703, loss: 3.9703 2024-07-24 09:37:16,654 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 23:06:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5648, loss_cls: 3.9572, loss: 3.9572 2024-07-24 09:38:38,436 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 23:04:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5425, loss_cls: 4.0603, loss: 4.0603 2024-07-24 09:40:00,341 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 23:03:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5534, loss_cls: 4.0109, loss: 4.0109 2024-07-24 09:41:22,579 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 23:02:17, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5534, loss_cls: 4.0101, loss: 4.0101 2024-07-24 09:42:44,083 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 23:01:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5545, loss_cls: 4.0140, loss: 4.0140 2024-07-24 09:44:05,707 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 22:59:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2898, top5_acc: 0.5511, loss_cls: 4.0461, loss: 4.0461 2024-07-24 09:45:27,161 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 22:58:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2941, top5_acc: 0.5423, loss_cls: 4.0639, loss: 4.0639 2024-07-24 09:46:48,514 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 22:57:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5652, loss_cls: 3.9892, loss: 3.9892 2024-07-24 09:48:10,063 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 22:55:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5687, loss_cls: 3.9779, loss: 3.9779 2024-07-24 09:49:31,909 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 22:54:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5600, loss_cls: 4.0082, loss: 4.0082 2024-07-24 09:50:53,932 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 22:53:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2955, top5_acc: 0.5527, loss_cls: 3.9824, loss: 3.9824 2024-07-24 09:51:33,662 - pyskl - INFO - Saving checkpoint at 64 epochs 2024-07-24 09:53:25,523 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 09:53:26,183 - pyskl - INFO - top1_acc 0.2370 top5_acc 0.4714 2024-07-24 09:53:26,183 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 09:53:26,226 - pyskl - INFO - mean_acc 0.2367 2024-07-24 09:53:26,231 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_62.pth was removed 2024-07-24 09:53:26,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. 2024-07-24 09:53:26,493 - pyskl - INFO - Best top1_acc is 0.2370 at 64 epoch. 2024-07-24 09:53:26,505 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.2370, top5_acc: 0.4714, mean_class_accuracy: 0.2367 2024-07-24 09:57:15,576 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 22:54:02, time: 2.291, data_time: 1.318, memory: 15990, top1_acc: 0.3236, top5_acc: 0.5806, loss_cls: 3.8990, loss: 3.8990 2024-07-24 09:58:36,700 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 22:52:45, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5730, loss_cls: 3.9728, loss: 3.9728 2024-07-24 09:59:58,267 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 22:51:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5667, loss_cls: 3.9332, loss: 3.9332 2024-07-24 10:01:20,023 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 22:50:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5553, loss_cls: 3.9815, loss: 3.9815 2024-07-24 10:02:41,484 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 22:48:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5644, loss_cls: 3.9640, loss: 3.9640 2024-07-24 10:04:03,793 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 22:47:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3036, top5_acc: 0.5664, loss_cls: 3.9644, loss: 3.9644 2024-07-24 10:05:25,595 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 22:46:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2984, top5_acc: 0.5556, loss_cls: 3.9958, loss: 3.9958 2024-07-24 10:06:46,854 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 22:45:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5552, loss_cls: 3.9885, loss: 3.9885 2024-07-24 10:08:08,468 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 22:43:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5548, loss_cls: 4.0292, loss: 4.0292 2024-07-24 10:09:30,532 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 22:42:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5613, loss_cls: 4.0022, loss: 4.0022 2024-07-24 10:10:53,616 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 22:41:23, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5631, loss_cls: 3.9640, loss: 3.9640 2024-07-24 10:12:15,450 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 22:40:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3028, top5_acc: 0.5630, loss_cls: 3.9904, loss: 3.9904 2024-07-24 10:13:38,659 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 22:38:53, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.2914, top5_acc: 0.5513, loss_cls: 4.0394, loss: 4.0394 2024-07-24 10:15:00,115 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 22:37:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5664, loss_cls: 3.9834, loss: 3.9834 2024-07-24 10:16:21,756 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 22:36:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5569, loss_cls: 3.9973, loss: 3.9973 2024-07-24 10:17:43,580 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 22:35:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5669, loss_cls: 3.9437, loss: 3.9437 2024-07-24 10:19:04,819 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 22:33:48, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3019, top5_acc: 0.5586, loss_cls: 3.9962, loss: 3.9962 2024-07-24 10:20:26,363 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 22:32:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5634, loss_cls: 3.9390, loss: 3.9390 2024-07-24 10:21:47,786 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 22:31:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5531, loss_cls: 4.0242, loss: 4.0242 2024-07-24 10:23:09,981 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 22:30:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5647, loss_cls: 3.9739, loss: 3.9739 2024-07-24 10:24:31,620 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 22:28:44, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5519, loss_cls: 4.0119, loss: 4.0119 2024-07-24 10:25:53,241 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 22:27:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5589, loss_cls: 3.9972, loss: 3.9972 2024-07-24 10:27:14,727 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 22:26:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3016, top5_acc: 0.5563, loss_cls: 4.0106, loss: 4.0106 2024-07-24 10:28:36,468 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 22:24:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2972, top5_acc: 0.5544, loss_cls: 4.0137, loss: 4.0137 2024-07-24 10:29:58,239 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 22:23:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5583, loss_cls: 3.9801, loss: 3.9801 2024-07-24 10:31:19,955 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 22:22:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5564, loss_cls: 4.0252, loss: 4.0252 2024-07-24 10:32:41,388 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 22:21:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5541, loss_cls: 3.9975, loss: 3.9975 2024-07-24 10:34:02,922 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 22:19:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2939, top5_acc: 0.5497, loss_cls: 4.0479, loss: 4.0479 2024-07-24 10:35:24,188 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 22:18:34, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5564, loss_cls: 3.9935, loss: 3.9935 2024-07-24 10:36:45,854 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 22:17:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5591, loss_cls: 4.0186, loss: 4.0186 2024-07-24 10:38:07,751 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 22:16:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3013, top5_acc: 0.5544, loss_cls: 4.0423, loss: 4.0423 2024-07-24 10:39:29,198 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 22:14:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5614, loss_cls: 4.0096, loss: 4.0096 2024-07-24 10:40:50,422 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 22:13:29, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5537, loss_cls: 4.0397, loss: 4.0397 2024-07-24 10:42:11,933 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 22:12:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2963, top5_acc: 0.5592, loss_cls: 4.0267, loss: 4.0267 2024-07-24 10:43:33,948 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 22:10:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5558, loss_cls: 3.9904, loss: 3.9904 2024-07-24 10:44:55,764 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 22:09:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5625, loss_cls: 3.9889, loss: 3.9889 2024-07-24 10:46:17,110 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 22:08:24, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5691, loss_cls: 3.9376, loss: 3.9376 2024-07-24 10:46:57,166 - pyskl - INFO - Saving checkpoint at 65 epochs 2024-07-24 10:48:49,455 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 10:48:50,128 - pyskl - INFO - top1_acc 0.2510 top5_acc 0.4910 2024-07-24 10:48:50,128 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 10:48:50,171 - pyskl - INFO - mean_acc 0.2508 2024-07-24 10:48:50,176 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_64.pth was removed 2024-07-24 10:48:50,438 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. 2024-07-24 10:48:50,438 - pyskl - INFO - Best top1_acc is 0.2510 at 65 epoch. 2024-07-24 10:48:50,455 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.2510, top5_acc: 0.4910, mean_class_accuracy: 0.2508 2024-07-24 10:52:40,539 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 22:08:58, time: 2.301, data_time: 1.314, memory: 15990, top1_acc: 0.3159, top5_acc: 0.5734, loss_cls: 3.9146, loss: 3.9146 2024-07-24 10:54:02,764 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 22:07:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3041, top5_acc: 0.5727, loss_cls: 3.9342, loss: 3.9342 2024-07-24 10:55:24,368 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 22:06:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5702, loss_cls: 3.9341, loss: 3.9341 2024-07-24 10:56:46,439 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 22:05:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3058, top5_acc: 0.5613, loss_cls: 3.9537, loss: 3.9537 2024-07-24 10:58:07,979 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 22:03:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5616, loss_cls: 3.9823, loss: 3.9823 2024-07-24 10:59:30,509 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 22:02:38, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5613, loss_cls: 3.9947, loss: 3.9947 2024-07-24 11:00:52,280 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 22:01:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5561, loss_cls: 4.0007, loss: 4.0007 2024-07-24 11:02:13,663 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 22:00:05, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5642, loss_cls: 3.9772, loss: 3.9772 2024-07-24 11:03:34,973 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 21:58:49, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2975, top5_acc: 0.5564, loss_cls: 4.0078, loss: 4.0078 2024-07-24 11:04:56,411 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 21:57:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5773, loss_cls: 3.9004, loss: 3.9004 2024-07-24 11:06:19,016 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 21:56:17, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5697, loss_cls: 3.9554, loss: 3.9554 2024-07-24 11:07:40,701 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 21:55:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5691, loss_cls: 3.9338, loss: 3.9338 2024-07-24 11:09:03,226 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 21:53:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5677, loss_cls: 3.9552, loss: 3.9552 2024-07-24 11:10:25,579 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 21:52:30, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5650, loss_cls: 3.9789, loss: 3.9789 2024-07-24 11:11:47,136 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 21:51:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3056, top5_acc: 0.5683, loss_cls: 3.9702, loss: 3.9702 2024-07-24 11:13:09,271 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 21:49:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3136, top5_acc: 0.5519, loss_cls: 3.9907, loss: 3.9907 2024-07-24 11:14:30,996 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 21:48:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5659, loss_cls: 3.9567, loss: 3.9567 2024-07-24 11:15:52,816 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 21:47:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5608, loss_cls: 3.9892, loss: 3.9892 2024-07-24 11:17:14,450 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 21:46:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5530, loss_cls: 4.0107, loss: 4.0107 2024-07-24 11:18:36,125 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 21:44:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5530, loss_cls: 4.0332, loss: 4.0332 2024-07-24 11:19:57,348 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 21:43:35, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3017, top5_acc: 0.5561, loss_cls: 4.0084, loss: 4.0084 2024-07-24 11:21:18,537 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 21:42:18, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5550, loss_cls: 4.0268, loss: 4.0268 2024-07-24 11:22:40,384 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 21:41:02, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5570, loss_cls: 4.0117, loss: 4.0117 2024-07-24 11:24:01,706 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 21:39:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2977, top5_acc: 0.5630, loss_cls: 4.0066, loss: 4.0066 2024-07-24 11:25:22,883 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 21:38:28, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5555, loss_cls: 4.0163, loss: 4.0163 2024-07-24 11:26:44,385 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 21:37:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5645, loss_cls: 3.9683, loss: 3.9683 2024-07-24 11:28:06,045 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 21:35:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2998, top5_acc: 0.5472, loss_cls: 4.0262, loss: 4.0262 2024-07-24 11:29:27,851 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 21:34:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3005, top5_acc: 0.5561, loss_cls: 4.0090, loss: 4.0090 2024-07-24 11:30:49,259 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 21:33:22, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2961, top5_acc: 0.5603, loss_cls: 4.0206, loss: 4.0206 2024-07-24 11:32:10,704 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 21:32:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5545, loss_cls: 3.9944, loss: 3.9944 2024-07-24 11:33:32,249 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 21:30:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5616, loss_cls: 4.0004, loss: 4.0004 2024-07-24 11:34:53,535 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 21:29:32, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3156, top5_acc: 0.5550, loss_cls: 4.0020, loss: 4.0020 2024-07-24 11:36:14,939 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 21:28:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3067, top5_acc: 0.5575, loss_cls: 3.9909, loss: 3.9909 2024-07-24 11:37:36,303 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 21:26:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.2953, top5_acc: 0.5539, loss_cls: 4.0080, loss: 4.0080 2024-07-24 11:38:57,804 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 21:25:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5661, loss_cls: 3.9566, loss: 3.9566 2024-07-24 11:40:19,535 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 21:24:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5578, loss_cls: 4.0113, loss: 4.0113 2024-07-24 11:41:40,584 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 21:23:08, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3067, top5_acc: 0.5622, loss_cls: 3.9741, loss: 3.9741 2024-07-24 11:42:20,268 - pyskl - INFO - Saving checkpoint at 66 epochs 2024-07-24 11:44:12,837 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 11:44:13,497 - pyskl - INFO - top1_acc 0.2239 top5_acc 0.4656 2024-07-24 11:44:13,498 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 11:44:13,537 - pyskl - INFO - mean_acc 0.2238 2024-07-24 11:44:13,549 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.2239, top5_acc: 0.4656, mean_class_accuracy: 0.2238 2024-07-24 11:48:07,787 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 21:23:43, time: 2.342, data_time: 1.364, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5789, loss_cls: 3.9083, loss: 3.9083 2024-07-24 11:49:30,427 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 21:22:28, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5727, loss_cls: 3.9151, loss: 3.9151 2024-07-24 11:50:52,316 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 21:21:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2986, top5_acc: 0.5536, loss_cls: 4.0116, loss: 4.0116 2024-07-24 11:52:14,841 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 21:19:56, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5734, loss_cls: 3.9383, loss: 3.9383 2024-07-24 11:53:36,767 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 21:18:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3102, top5_acc: 0.5722, loss_cls: 3.9363, loss: 3.9363 2024-07-24 11:54:58,496 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 21:17:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2969, top5_acc: 0.5502, loss_cls: 4.0093, loss: 4.0093 2024-07-24 11:56:19,841 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 21:16:06, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2959, top5_acc: 0.5608, loss_cls: 4.0073, loss: 4.0073 2024-07-24 11:57:41,557 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 21:14:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5642, loss_cls: 3.9685, loss: 3.9685 2024-07-24 11:59:03,956 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 21:13:34, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5614, loss_cls: 3.9589, loss: 3.9589 2024-07-24 12:00:25,572 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 21:12:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5627, loss_cls: 3.9650, loss: 3.9650 2024-07-24 12:01:47,501 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 21:11:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5583, loss_cls: 3.9816, loss: 3.9816 2024-07-24 12:03:09,417 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 21:09:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.2988, top5_acc: 0.5528, loss_cls: 4.0114, loss: 4.0114 2024-07-24 12:04:31,942 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 21:08:29, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5617, loss_cls: 3.9577, loss: 3.9577 2024-07-24 12:05:53,865 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 21:07:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5775, loss_cls: 3.9065, loss: 3.9065 2024-07-24 12:07:16,304 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 21:05:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3145, top5_acc: 0.5717, loss_cls: 3.9029, loss: 3.9029 2024-07-24 12:08:38,600 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 21:04:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2970, top5_acc: 0.5502, loss_cls: 4.0341, loss: 4.0341 2024-07-24 12:10:00,721 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 21:03:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5613, loss_cls: 3.9742, loss: 3.9742 2024-07-24 12:11:22,253 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 21:02:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5689, loss_cls: 3.9635, loss: 3.9635 2024-07-24 12:12:44,465 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 21:00:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5533, loss_cls: 3.9979, loss: 3.9979 2024-07-24 12:14:06,235 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 20:59:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5695, loss_cls: 3.9405, loss: 3.9405 2024-07-24 12:15:27,371 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 20:58:19, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5592, loss_cls: 3.9728, loss: 3.9728 2024-07-24 12:16:49,101 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 20:57:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5595, loss_cls: 4.0004, loss: 4.0004 2024-07-24 12:18:10,726 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 20:55:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3000, top5_acc: 0.5550, loss_cls: 3.9935, loss: 3.9935 2024-07-24 12:19:32,821 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 20:54:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3122, top5_acc: 0.5673, loss_cls: 3.9398, loss: 3.9398 2024-07-24 12:20:54,388 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 20:53:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5567, loss_cls: 4.0194, loss: 4.0194 2024-07-24 12:22:16,533 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 20:51:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5533, loss_cls: 4.0232, loss: 4.0232 2024-07-24 12:23:37,891 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 20:50:39, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5608, loss_cls: 3.9629, loss: 3.9629 2024-07-24 12:24:59,621 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 20:49:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5675, loss_cls: 3.9714, loss: 3.9714 2024-07-24 12:26:21,196 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 20:48:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3039, top5_acc: 0.5494, loss_cls: 4.0002, loss: 4.0002 2024-07-24 12:27:42,156 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 20:46:48, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3027, top5_acc: 0.5587, loss_cls: 3.9877, loss: 3.9877 2024-07-24 12:29:03,896 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 20:45:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3036, top5_acc: 0.5614, loss_cls: 3.9815, loss: 3.9815 2024-07-24 12:30:25,429 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 20:44:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5572, loss_cls: 4.0212, loss: 4.0212 2024-07-24 12:31:46,987 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 20:42:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5606, loss_cls: 3.9963, loss: 3.9963 2024-07-24 12:33:08,681 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 20:41:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.2956, top5_acc: 0.5616, loss_cls: 4.0140, loss: 4.0140 2024-07-24 12:34:29,996 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 20:40:24, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.2966, top5_acc: 0.5548, loss_cls: 4.0002, loss: 4.0002 2024-07-24 12:35:52,114 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 20:39:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5592, loss_cls: 3.9885, loss: 3.9885 2024-07-24 12:37:13,721 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 20:37:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3064, top5_acc: 0.5613, loss_cls: 3.9553, loss: 3.9553 2024-07-24 12:37:53,321 - pyskl - INFO - Saving checkpoint at 67 epochs 2024-07-24 12:39:46,568 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 12:39:47,232 - pyskl - INFO - top1_acc 0.2369 top5_acc 0.4791 2024-07-24 12:39:47,232 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 12:39:47,273 - pyskl - INFO - mean_acc 0.2368 2024-07-24 12:39:47,285 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.2369, top5_acc: 0.4791, mean_class_accuracy: 0.2368 2024-07-24 12:43:35,759 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 20:38:15, time: 2.285, data_time: 1.308, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5594, loss_cls: 3.9681, loss: 3.9681 2024-07-24 12:44:57,784 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 20:36:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5727, loss_cls: 3.8864, loss: 3.8864 2024-07-24 12:46:19,226 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 20:35:41, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5808, loss_cls: 3.8814, loss: 3.8814 2024-07-24 12:47:42,007 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 20:34:26, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3159, top5_acc: 0.5672, loss_cls: 3.9341, loss: 3.9341 2024-07-24 12:49:03,667 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 20:33:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5605, loss_cls: 3.9693, loss: 3.9693 2024-07-24 12:50:25,358 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 20:31:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5631, loss_cls: 3.9624, loss: 3.9624 2024-07-24 12:51:46,752 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 20:30:35, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5694, loss_cls: 3.9359, loss: 3.9359 2024-07-24 12:53:08,136 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 20:29:18, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5623, loss_cls: 3.9381, loss: 3.9381 2024-07-24 12:54:29,219 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 20:28:00, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5598, loss_cls: 3.9762, loss: 3.9762 2024-07-24 12:55:50,760 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 20:26:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3106, top5_acc: 0.5556, loss_cls: 3.9891, loss: 3.9891 2024-07-24 12:57:12,724 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 20:25:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.2995, top5_acc: 0.5663, loss_cls: 4.0106, loss: 4.0106 2024-07-24 12:58:34,579 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 20:24:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5750, loss_cls: 3.9092, loss: 3.9092 2024-07-24 12:59:56,551 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 20:22:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5575, loss_cls: 3.9672, loss: 3.9672 2024-07-24 13:01:18,630 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 20:21:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3058, top5_acc: 0.5580, loss_cls: 3.9831, loss: 3.9831 2024-07-24 13:02:40,308 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 20:20:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5591, loss_cls: 3.9856, loss: 3.9856 2024-07-24 13:04:01,952 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 20:19:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5683, loss_cls: 3.9528, loss: 3.9528 2024-07-24 13:05:24,056 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 20:17:47, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5586, loss_cls: 4.0000, loss: 4.0000 2024-07-24 13:06:45,737 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 20:16:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5622, loss_cls: 3.9472, loss: 3.9472 2024-07-24 13:08:06,966 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 20:15:13, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3139, top5_acc: 0.5736, loss_cls: 3.9200, loss: 3.9200 2024-07-24 13:09:28,907 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 20:13:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5641, loss_cls: 3.9446, loss: 3.9446 2024-07-24 13:10:50,256 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 20:12:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5631, loss_cls: 3.9670, loss: 3.9670 2024-07-24 13:12:11,680 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 20:11:22, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5552, loss_cls: 3.9943, loss: 3.9943 2024-07-24 13:13:33,094 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 20:10:05, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3081, top5_acc: 0.5642, loss_cls: 3.9575, loss: 3.9575 2024-07-24 13:14:55,029 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 20:08:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5706, loss_cls: 3.9379, loss: 3.9379 2024-07-24 13:16:16,335 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 20:07:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5616, loss_cls: 3.9762, loss: 3.9762 2024-07-24 13:17:37,591 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 20:06:13, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3075, top5_acc: 0.5708, loss_cls: 3.9446, loss: 3.9446 2024-07-24 13:18:59,145 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 20:04:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3030, top5_acc: 0.5619, loss_cls: 3.9922, loss: 3.9922 2024-07-24 13:20:20,802 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 20:03:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3039, top5_acc: 0.5559, loss_cls: 4.0150, loss: 4.0150 2024-07-24 13:21:42,847 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 20:02:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5525, loss_cls: 4.0164, loss: 4.0164 2024-07-24 13:23:04,425 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 20:01:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5602, loss_cls: 3.9761, loss: 3.9761 2024-07-24 13:24:25,962 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 19:59:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.2944, top5_acc: 0.5581, loss_cls: 4.0219, loss: 4.0219 2024-07-24 13:25:46,929 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 19:58:31, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5663, loss_cls: 3.9541, loss: 3.9541 2024-07-24 13:27:08,294 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 19:57:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5520, loss_cls: 3.9999, loss: 3.9999 2024-07-24 13:28:29,602 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 19:55:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5552, loss_cls: 4.0003, loss: 4.0003 2024-07-24 13:29:50,948 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 19:54:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5567, loss_cls: 4.0069, loss: 4.0069 2024-07-24 13:31:13,035 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 19:53:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.2983, top5_acc: 0.5548, loss_cls: 4.0089, loss: 4.0089 2024-07-24 13:32:34,503 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 19:52:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5683, loss_cls: 3.9676, loss: 3.9676 2024-07-24 13:33:13,977 - pyskl - INFO - Saving checkpoint at 68 epochs 2024-07-24 13:35:05,635 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 13:35:06,292 - pyskl - INFO - top1_acc 0.2364 top5_acc 0.4784 2024-07-24 13:35:06,293 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 13:35:06,332 - pyskl - INFO - mean_acc 0.2362 2024-07-24 13:35:06,344 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2364, top5_acc: 0.4784, mean_class_accuracy: 0.2362 2024-07-24 13:38:53,911 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 19:52:23, time: 2.276, data_time: 1.293, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5777, loss_cls: 3.9107, loss: 3.9107 2024-07-24 13:40:15,645 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 19:51:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5689, loss_cls: 3.9085, loss: 3.9085 2024-07-24 13:41:37,009 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 19:49:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5714, loss_cls: 3.9105, loss: 3.9105 2024-07-24 13:42:58,353 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 19:48:32, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5731, loss_cls: 3.9212, loss: 3.9212 2024-07-24 13:44:20,845 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 19:47:16, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3006, top5_acc: 0.5636, loss_cls: 3.9750, loss: 3.9750 2024-07-24 13:45:42,284 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 19:45:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3139, top5_acc: 0.5722, loss_cls: 3.9208, loss: 3.9208 2024-07-24 13:47:03,909 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 19:44:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5686, loss_cls: 3.9201, loss: 3.9201 2024-07-24 13:48:25,811 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 19:43:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3066, top5_acc: 0.5591, loss_cls: 3.9696, loss: 3.9696 2024-07-24 13:49:47,524 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 19:42:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5742, loss_cls: 3.9285, loss: 3.9285 2024-07-24 13:51:08,568 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 19:40:49, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3100, top5_acc: 0.5627, loss_cls: 3.9528, loss: 3.9528 2024-07-24 13:52:29,983 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 19:39:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3055, top5_acc: 0.5586, loss_cls: 3.9706, loss: 3.9706 2024-07-24 13:53:52,574 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 19:38:16, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3081, top5_acc: 0.5598, loss_cls: 3.9595, loss: 3.9595 2024-07-24 13:55:14,711 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 19:37:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5652, loss_cls: 3.9531, loss: 3.9531 2024-07-24 13:56:37,413 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 19:35:44, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5680, loss_cls: 3.9231, loss: 3.9231 2024-07-24 13:57:59,753 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 19:34:27, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3022, top5_acc: 0.5577, loss_cls: 3.9838, loss: 3.9838 2024-07-24 13:59:21,445 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 19:33:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5566, loss_cls: 4.0014, loss: 4.0014 2024-07-24 14:00:42,843 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 19:31:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5737, loss_cls: 3.9329, loss: 3.9329 2024-07-24 14:02:04,287 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 19:30:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5672, loss_cls: 3.9640, loss: 3.9640 2024-07-24 14:03:25,529 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 19:29:18, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5589, loss_cls: 3.9767, loss: 3.9767 2024-07-24 14:04:46,713 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 19:28:00, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5513, loss_cls: 4.0111, loss: 4.0111 2024-07-24 14:06:08,185 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 19:26:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3050, top5_acc: 0.5661, loss_cls: 3.9629, loss: 3.9629 2024-07-24 14:07:29,636 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 19:25:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5583, loss_cls: 4.0074, loss: 4.0074 2024-07-24 14:08:50,849 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 19:24:08, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3250, top5_acc: 0.5713, loss_cls: 3.9112, loss: 3.9112 2024-07-24 14:10:12,639 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 19:22:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3003, top5_acc: 0.5586, loss_cls: 3.9984, loss: 3.9984 2024-07-24 14:11:34,077 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 19:21:33, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3070, top5_acc: 0.5647, loss_cls: 3.9481, loss: 3.9481 2024-07-24 14:12:55,315 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 19:20:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5613, loss_cls: 3.9531, loss: 3.9531 2024-07-24 14:14:16,963 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 19:18:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.2997, top5_acc: 0.5627, loss_cls: 3.9797, loss: 3.9797 2024-07-24 14:15:38,423 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 19:17:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5719, loss_cls: 3.9378, loss: 3.9378 2024-07-24 14:16:59,796 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 19:16:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5770, loss_cls: 3.9126, loss: 3.9126 2024-07-24 14:18:21,669 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 19:15:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5616, loss_cls: 3.9604, loss: 3.9604 2024-07-24 14:19:43,215 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 19:13:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3020, top5_acc: 0.5561, loss_cls: 4.0019, loss: 4.0019 2024-07-24 14:21:04,949 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 19:12:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3013, top5_acc: 0.5619, loss_cls: 3.9792, loss: 3.9792 2024-07-24 14:22:26,389 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 19:11:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5650, loss_cls: 3.9514, loss: 3.9514 2024-07-24 14:23:47,714 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 19:09:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5666, loss_cls: 3.9535, loss: 3.9535 2024-07-24 14:25:09,258 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 19:08:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5592, loss_cls: 3.9619, loss: 3.9619 2024-07-24 14:26:31,217 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 19:07:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5667, loss_cls: 3.9432, loss: 3.9432 2024-07-24 14:27:53,000 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 19:06:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5703, loss_cls: 3.9357, loss: 3.9357 2024-07-24 14:28:32,478 - pyskl - INFO - Saving checkpoint at 69 epochs 2024-07-24 14:30:25,013 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 14:30:25,690 - pyskl - INFO - top1_acc 0.2457 top5_acc 0.4946 2024-07-24 14:30:25,690 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 14:30:25,729 - pyskl - INFO - mean_acc 0.2454 2024-07-24 14:30:25,740 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2457, top5_acc: 0.4946, mean_class_accuracy: 0.2454 2024-07-24 14:34:16,376 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 19:06:24, time: 2.306, data_time: 1.325, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5720, loss_cls: 3.9152, loss: 3.9152 2024-07-24 14:35:38,450 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 19:05:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5614, loss_cls: 3.9510, loss: 3.9510 2024-07-24 14:37:00,559 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 19:03:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5705, loss_cls: 3.9070, loss: 3.9070 2024-07-24 14:38:22,223 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 19:02:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5772, loss_cls: 3.8736, loss: 3.8736 2024-07-24 14:39:43,984 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 19:01:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5708, loss_cls: 3.9350, loss: 3.9350 2024-07-24 14:41:06,025 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 18:59:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5666, loss_cls: 3.9414, loss: 3.9414 2024-07-24 14:42:27,744 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 18:58:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5741, loss_cls: 3.9436, loss: 3.9436 2024-07-24 14:43:49,136 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 18:57:25, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5655, loss_cls: 3.9370, loss: 3.9370 2024-07-24 14:45:10,692 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 18:56:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5556, loss_cls: 3.9801, loss: 3.9801 2024-07-24 14:46:31,993 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 18:54:49, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5787, loss_cls: 3.9022, loss: 3.9022 2024-07-24 14:47:53,642 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 18:53:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5653, loss_cls: 3.9621, loss: 3.9621 2024-07-24 14:49:15,413 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 18:52:15, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3139, top5_acc: 0.5766, loss_cls: 3.8819, loss: 3.8819 2024-07-24 14:50:37,710 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 18:50:58, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5564, loss_cls: 3.9868, loss: 3.9868 2024-07-24 14:52:00,487 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 18:49:42, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5727, loss_cls: 3.9411, loss: 3.9411 2024-07-24 14:53:22,623 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 18:48:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3044, top5_acc: 0.5537, loss_cls: 3.9775, loss: 3.9775 2024-07-24 14:54:45,267 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 18:47:09, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5659, loss_cls: 3.9495, loss: 3.9495 2024-07-24 14:56:06,864 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 18:45:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5706, loss_cls: 3.9356, loss: 3.9356 2024-07-24 14:57:28,712 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 18:44:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3002, top5_acc: 0.5516, loss_cls: 4.0115, loss: 4.0115 2024-07-24 14:58:50,963 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 18:43:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5616, loss_cls: 3.9582, loss: 3.9582 2024-07-24 15:00:12,826 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 18:42:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5741, loss_cls: 3.9200, loss: 3.9200 2024-07-24 15:01:34,339 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 18:40:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5700, loss_cls: 3.9839, loss: 3.9839 2024-07-24 15:02:55,735 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 18:39:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3008, top5_acc: 0.5573, loss_cls: 3.9971, loss: 3.9971 2024-07-24 15:04:17,102 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 18:38:08, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5709, loss_cls: 3.9573, loss: 3.9573 2024-07-24 15:05:38,689 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 18:36:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3128, top5_acc: 0.5645, loss_cls: 3.9350, loss: 3.9350 2024-07-24 15:07:00,212 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 18:35:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5694, loss_cls: 3.9481, loss: 3.9481 2024-07-24 15:08:22,108 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 18:34:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3025, top5_acc: 0.5675, loss_cls: 3.9542, loss: 3.9542 2024-07-24 15:09:43,946 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 18:32:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5623, loss_cls: 3.9656, loss: 3.9656 2024-07-24 15:11:05,661 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 18:31:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5695, loss_cls: 3.9314, loss: 3.9314 2024-07-24 15:12:27,476 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 18:30:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3119, top5_acc: 0.5616, loss_cls: 4.0053, loss: 4.0053 2024-07-24 15:13:49,038 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 18:29:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3122, top5_acc: 0.5605, loss_cls: 3.9482, loss: 3.9482 2024-07-24 15:15:10,720 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 18:27:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3067, top5_acc: 0.5633, loss_cls: 3.9715, loss: 3.9715 2024-07-24 15:16:32,244 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 18:26:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3169, top5_acc: 0.5675, loss_cls: 3.9726, loss: 3.9726 2024-07-24 15:17:53,823 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 18:25:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5752, loss_cls: 3.9211, loss: 3.9211 2024-07-24 15:19:15,241 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 18:23:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5606, loss_cls: 3.9973, loss: 3.9973 2024-07-24 15:20:36,491 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 18:22:39, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5806, loss_cls: 3.8725, loss: 3.8725 2024-07-24 15:21:58,867 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 18:21:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5695, loss_cls: 3.9174, loss: 3.9174 2024-07-24 15:23:19,970 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 18:20:04, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3086, top5_acc: 0.5552, loss_cls: 3.9655, loss: 3.9655 2024-07-24 15:23:59,834 - pyskl - INFO - Saving checkpoint at 70 epochs 2024-07-24 15:25:51,686 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 15:25:52,506 - pyskl - INFO - top1_acc 0.2416 top5_acc 0.4915 2024-07-24 15:25:52,507 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 15:25:52,557 - pyskl - INFO - mean_acc 0.2416 2024-07-24 15:25:52,571 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2416, top5_acc: 0.4915, mean_class_accuracy: 0.2416 2024-07-24 15:29:43,829 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 18:20:19, time: 2.312, data_time: 1.331, memory: 15990, top1_acc: 0.3178, top5_acc: 0.5691, loss_cls: 3.9450, loss: 3.9450 2024-07-24 15:31:05,742 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 18:19:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5753, loss_cls: 3.8859, loss: 3.8859 2024-07-24 15:32:27,678 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 18:17:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3187, top5_acc: 0.5677, loss_cls: 3.9213, loss: 3.9213 2024-07-24 15:33:49,614 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 18:16:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5830, loss_cls: 3.8673, loss: 3.8673 2024-07-24 15:35:11,391 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 18:15:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5820, loss_cls: 3.8589, loss: 3.8589 2024-07-24 15:36:33,234 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 18:13:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5673, loss_cls: 3.9474, loss: 3.9474 2024-07-24 15:37:55,058 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 18:12:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5719, loss_cls: 3.9334, loss: 3.9334 2024-07-24 15:39:17,149 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 18:11:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3150, top5_acc: 0.5739, loss_cls: 3.9049, loss: 3.9049 2024-07-24 15:40:38,746 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 18:10:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3189, top5_acc: 0.5814, loss_cls: 3.8803, loss: 3.8803 2024-07-24 15:42:00,020 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 18:08:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5622, loss_cls: 3.9779, loss: 3.9779 2024-07-24 15:43:21,633 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 18:07:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5797, loss_cls: 3.8989, loss: 3.8989 2024-07-24 15:44:43,743 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 18:06:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5725, loss_cls: 3.9117, loss: 3.9117 2024-07-24 15:46:06,144 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 18:04:52, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3088, top5_acc: 0.5603, loss_cls: 3.9717, loss: 3.9717 2024-07-24 15:47:28,551 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 18:03:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3150, top5_acc: 0.5677, loss_cls: 3.9266, loss: 3.9266 2024-07-24 15:48:50,498 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 18:02:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3069, top5_acc: 0.5609, loss_cls: 3.9415, loss: 3.9415 2024-07-24 15:50:13,337 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 18:01:02, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3052, top5_acc: 0.5639, loss_cls: 3.9704, loss: 3.9704 2024-07-24 15:51:35,311 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 17:59:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5695, loss_cls: 3.9423, loss: 3.9423 2024-07-24 15:52:56,723 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 17:58:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5667, loss_cls: 3.9493, loss: 3.9493 2024-07-24 15:54:18,247 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 17:57:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5658, loss_cls: 3.9361, loss: 3.9361 2024-07-24 15:55:39,936 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 17:55:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5675, loss_cls: 3.9487, loss: 3.9487 2024-07-24 15:57:01,474 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 17:54:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5681, loss_cls: 3.9312, loss: 3.9312 2024-07-24 15:58:23,058 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 17:53:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5756, loss_cls: 3.8941, loss: 3.8941 2024-07-24 15:59:44,628 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 17:51:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3113, top5_acc: 0.5680, loss_cls: 3.9470, loss: 3.9470 2024-07-24 16:01:06,604 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 17:50:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5606, loss_cls: 3.9251, loss: 3.9251 2024-07-24 16:02:28,857 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 17:49:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5686, loss_cls: 3.9313, loss: 3.9313 2024-07-24 16:03:50,648 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 17:48:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3211, top5_acc: 0.5752, loss_cls: 3.8678, loss: 3.8678 2024-07-24 16:05:12,129 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 17:46:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3048, top5_acc: 0.5667, loss_cls: 3.9593, loss: 3.9593 2024-07-24 16:06:33,944 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 17:45:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5703, loss_cls: 3.9363, loss: 3.9363 2024-07-24 16:07:55,526 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 17:44:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5689, loss_cls: 3.9544, loss: 3.9544 2024-07-24 16:09:17,022 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 17:42:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3058, top5_acc: 0.5637, loss_cls: 3.9748, loss: 3.9748 2024-07-24 16:10:38,565 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 17:41:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3159, top5_acc: 0.5711, loss_cls: 3.9075, loss: 3.9075 2024-07-24 16:11:59,848 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 17:40:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3034, top5_acc: 0.5598, loss_cls: 3.9795, loss: 3.9795 2024-07-24 16:13:21,160 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 17:39:02, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3023, top5_acc: 0.5578, loss_cls: 3.9969, loss: 3.9969 2024-07-24 16:14:42,485 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 17:37:44, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5692, loss_cls: 3.9392, loss: 3.9392 2024-07-24 16:16:04,109 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 17:36:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3063, top5_acc: 0.5637, loss_cls: 3.9500, loss: 3.9500 2024-07-24 16:17:26,305 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 17:35:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3056, top5_acc: 0.5555, loss_cls: 3.9800, loss: 3.9800 2024-07-24 16:18:47,857 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 17:33:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5684, loss_cls: 3.9058, loss: 3.9058 2024-07-24 16:19:27,205 - pyskl - INFO - Saving checkpoint at 71 epochs 2024-07-24 16:21:19,817 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 16:21:20,612 - pyskl - INFO - top1_acc 0.2554 top5_acc 0.4958 2024-07-24 16:21:20,612 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 16:21:20,657 - pyskl - INFO - mean_acc 0.2553 2024-07-24 16:21:20,662 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_65.pth was removed 2024-07-24 16:21:20,940 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2024-07-24 16:21:20,941 - pyskl - INFO - Best top1_acc is 0.2554 at 71 epoch. 2024-07-24 16:21:20,957 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2554, top5_acc: 0.4958, mean_class_accuracy: 0.2553 2024-07-24 16:25:19,408 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 17:34:11, time: 2.384, data_time: 1.391, memory: 15990, top1_acc: 0.3250, top5_acc: 0.5859, loss_cls: 3.8454, loss: 3.8454 2024-07-24 16:26:42,853 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 17:32:55, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5803, loss_cls: 3.8630, loss: 3.8630 2024-07-24 16:28:06,554 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 17:31:40, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5823, loss_cls: 3.8192, loss: 3.8192 2024-07-24 16:29:29,084 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 17:30:23, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3236, top5_acc: 0.5683, loss_cls: 3.9346, loss: 3.9346 2024-07-24 16:30:51,345 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 17:29:06, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5728, loss_cls: 3.9360, loss: 3.9360 2024-07-24 16:32:13,375 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 17:27:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5686, loss_cls: 3.9456, loss: 3.9456 2024-07-24 16:33:35,208 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 17:26:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5727, loss_cls: 3.9176, loss: 3.9176 2024-07-24 16:34:57,376 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 17:25:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5678, loss_cls: 3.9264, loss: 3.9264 2024-07-24 16:36:18,662 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 17:23:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3084, top5_acc: 0.5741, loss_cls: 3.9282, loss: 3.9282 2024-07-24 16:37:40,731 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 17:22:39, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5756, loss_cls: 3.8812, loss: 3.8812 2024-07-24 16:39:02,893 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 17:21:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3031, top5_acc: 0.5637, loss_cls: 3.9874, loss: 3.9874 2024-07-24 16:40:24,501 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 17:20:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5859, loss_cls: 3.8704, loss: 3.8704 2024-07-24 16:41:46,574 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 17:18:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3106, top5_acc: 0.5730, loss_cls: 3.9101, loss: 3.9101 2024-07-24 16:43:09,057 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 17:17:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5697, loss_cls: 3.9309, loss: 3.9309 2024-07-24 16:44:31,118 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 17:16:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3186, top5_acc: 0.5817, loss_cls: 3.8585, loss: 3.8585 2024-07-24 16:45:52,985 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 17:14:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3258, top5_acc: 0.5766, loss_cls: 3.8900, loss: 3.8900 2024-07-24 16:47:14,531 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 17:13:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5755, loss_cls: 3.9237, loss: 3.9237 2024-07-24 16:48:36,224 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 17:12:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5605, loss_cls: 3.9468, loss: 3.9468 2024-07-24 16:49:58,640 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 17:11:02, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3189, top5_acc: 0.5691, loss_cls: 3.9380, loss: 3.9380 2024-07-24 16:51:20,530 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 17:09:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5631, loss_cls: 3.9576, loss: 3.9576 2024-07-24 16:52:42,033 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 17:08:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5681, loss_cls: 3.9416, loss: 3.9416 2024-07-24 16:54:04,162 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 17:07:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5606, loss_cls: 3.9494, loss: 3.9494 2024-07-24 16:55:25,459 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 17:05:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3011, top5_acc: 0.5534, loss_cls: 4.0116, loss: 4.0116 2024-07-24 16:56:47,357 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 17:04:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5739, loss_cls: 3.8886, loss: 3.8886 2024-07-24 16:58:09,192 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 17:03:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3131, top5_acc: 0.5809, loss_cls: 3.9203, loss: 3.9203 2024-07-24 16:59:31,320 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 17:01:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5600, loss_cls: 3.9622, loss: 3.9622 2024-07-24 17:00:53,681 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 17:00:42, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5817, loss_cls: 3.8936, loss: 3.8936 2024-07-24 17:02:14,948 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 16:59:23, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3091, top5_acc: 0.5584, loss_cls: 3.9937, loss: 3.9937 2024-07-24 17:03:36,279 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 16:58:05, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5692, loss_cls: 3.9670, loss: 3.9670 2024-07-24 17:04:58,693 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 16:56:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3147, top5_acc: 0.5766, loss_cls: 3.9042, loss: 3.9042 2024-07-24 17:06:20,756 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 16:55:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3095, top5_acc: 0.5595, loss_cls: 3.9670, loss: 3.9670 2024-07-24 17:07:42,242 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 16:54:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3092, top5_acc: 0.5572, loss_cls: 3.9488, loss: 3.9488 2024-07-24 17:09:03,840 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 16:52:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3216, top5_acc: 0.5752, loss_cls: 3.8678, loss: 3.8678 2024-07-24 17:10:25,654 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 16:51:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3072, top5_acc: 0.5716, loss_cls: 3.9223, loss: 3.9223 2024-07-24 17:11:47,627 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 16:50:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5817, loss_cls: 3.8590, loss: 3.8590 2024-07-24 17:13:09,849 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 16:49:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3183, top5_acc: 0.5761, loss_cls: 3.9430, loss: 3.9430 2024-07-24 17:14:32,124 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 16:47:46, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.2991, top5_acc: 0.5539, loss_cls: 4.0067, loss: 4.0067 2024-07-24 17:15:11,636 - pyskl - INFO - Saving checkpoint at 72 epochs 2024-07-24 17:17:04,818 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 17:17:05,597 - pyskl - INFO - top1_acc 0.2472 top5_acc 0.4849 2024-07-24 17:17:05,597 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 17:17:05,637 - pyskl - INFO - mean_acc 0.2470 2024-07-24 17:17:05,649 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2472, top5_acc: 0.4849, mean_class_accuracy: 0.2470 2024-07-24 17:21:02,090 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 16:47:59, time: 2.364, data_time: 1.368, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5916, loss_cls: 3.8385, loss: 3.8385 2024-07-24 17:22:24,264 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 16:46:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5680, loss_cls: 3.9111, loss: 3.9111 2024-07-24 17:23:46,392 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 16:45:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5814, loss_cls: 3.8549, loss: 3.8549 2024-07-24 17:25:08,343 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 16:44:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5764, loss_cls: 3.8806, loss: 3.8806 2024-07-24 17:26:30,273 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 16:42:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3141, top5_acc: 0.5681, loss_cls: 3.9398, loss: 3.9398 2024-07-24 17:27:52,001 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 16:41:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5737, loss_cls: 3.8983, loss: 3.8983 2024-07-24 17:29:14,383 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 16:40:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5730, loss_cls: 3.9193, loss: 3.9193 2024-07-24 17:30:36,780 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 16:38:57, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5681, loss_cls: 3.9200, loss: 3.9200 2024-07-24 17:31:58,590 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 16:37:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3145, top5_acc: 0.5778, loss_cls: 3.9032, loss: 3.9032 2024-07-24 17:33:20,305 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 16:36:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5637, loss_cls: 3.9344, loss: 3.9344 2024-07-24 17:34:41,522 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 16:35:02, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5706, loss_cls: 3.9127, loss: 3.9127 2024-07-24 17:36:03,715 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 16:33:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3133, top5_acc: 0.5661, loss_cls: 3.9320, loss: 3.9320 2024-07-24 17:37:25,267 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 16:32:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5653, loss_cls: 3.9567, loss: 3.9567 2024-07-24 17:38:47,920 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 16:31:10, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5789, loss_cls: 3.8752, loss: 3.8752 2024-07-24 17:40:10,857 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 16:29:54, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5719, loss_cls: 3.9360, loss: 3.9360 2024-07-24 17:41:33,175 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 16:28:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3078, top5_acc: 0.5737, loss_cls: 3.9013, loss: 3.9013 2024-07-24 17:42:55,211 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 16:27:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5677, loss_cls: 3.9472, loss: 3.9472 2024-07-24 17:44:16,959 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 16:26:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5678, loss_cls: 3.9391, loss: 3.9391 2024-07-24 17:45:38,996 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 16:24:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5802, loss_cls: 3.9051, loss: 3.9051 2024-07-24 17:47:00,623 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 16:23:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3047, top5_acc: 0.5567, loss_cls: 4.0055, loss: 4.0055 2024-07-24 17:48:22,490 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 16:22:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5698, loss_cls: 3.9255, loss: 3.9255 2024-07-24 17:49:44,201 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 16:20:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5802, loss_cls: 3.8881, loss: 3.8881 2024-07-24 17:51:05,316 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 16:19:31, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5737, loss_cls: 3.9066, loss: 3.9066 2024-07-24 17:52:26,888 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 16:18:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3125, top5_acc: 0.5663, loss_cls: 3.9175, loss: 3.9175 2024-07-24 17:53:48,522 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 16:16:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3195, top5_acc: 0.5716, loss_cls: 3.9219, loss: 3.9219 2024-07-24 17:55:10,474 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 16:15:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3180, top5_acc: 0.5803, loss_cls: 3.8576, loss: 3.8576 2024-07-24 17:56:32,344 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 16:14:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3059, top5_acc: 0.5813, loss_cls: 3.9031, loss: 3.9031 2024-07-24 17:57:53,710 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 16:13:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5720, loss_cls: 3.9044, loss: 3.9044 2024-07-24 17:59:15,536 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 16:11:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3109, top5_acc: 0.5630, loss_cls: 3.9633, loss: 3.9633 2024-07-24 18:00:37,142 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 16:10:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5748, loss_cls: 3.9329, loss: 3.9329 2024-07-24 18:01:59,066 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 16:09:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5714, loss_cls: 3.9070, loss: 3.9070 2024-07-24 18:03:20,509 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 16:07:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5741, loss_cls: 3.9352, loss: 3.9352 2024-07-24 18:04:42,177 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 16:06:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5656, loss_cls: 3.9225, loss: 3.9225 2024-07-24 18:06:03,631 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 16:05:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5784, loss_cls: 3.9058, loss: 3.9058 2024-07-24 18:07:25,359 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 16:03:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3255, top5_acc: 0.5747, loss_cls: 3.8854, loss: 3.8854 2024-07-24 18:08:47,260 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 16:02:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5656, loss_cls: 3.9562, loss: 3.9562 2024-07-24 18:10:08,666 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 16:01:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5728, loss_cls: 3.9419, loss: 3.9419 2024-07-24 18:10:48,177 - pyskl - INFO - Saving checkpoint at 73 epochs 2024-07-24 18:12:41,239 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 18:12:41,924 - pyskl - INFO - top1_acc 0.2315 top5_acc 0.4812 2024-07-24 18:12:41,924 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 18:12:41,969 - pyskl - INFO - mean_acc 0.2312 2024-07-24 18:12:41,983 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2315, top5_acc: 0.4812, mean_class_accuracy: 0.2312 2024-07-24 18:16:37,775 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 16:01:28, time: 2.358, data_time: 1.383, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5827, loss_cls: 3.8527, loss: 3.8527 2024-07-24 18:18:00,143 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 16:00:10, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5764, loss_cls: 3.8957, loss: 3.8957 2024-07-24 18:19:22,184 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 15:58:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5711, loss_cls: 3.9033, loss: 3.9033 2024-07-24 18:20:43,752 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 15:57:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5789, loss_cls: 3.8834, loss: 3.8834 2024-07-24 18:22:05,874 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 15:56:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5742, loss_cls: 3.9469, loss: 3.9469 2024-07-24 18:23:27,872 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 15:54:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5837, loss_cls: 3.8677, loss: 3.8677 2024-07-24 18:24:50,184 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 15:53:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3183, top5_acc: 0.5713, loss_cls: 3.9225, loss: 3.9225 2024-07-24 18:26:12,285 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 15:52:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3028, top5_acc: 0.5569, loss_cls: 3.9507, loss: 3.9507 2024-07-24 18:27:33,666 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 15:51:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5861, loss_cls: 3.8313, loss: 3.8313 2024-07-24 18:28:55,328 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 15:49:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5775, loss_cls: 3.8974, loss: 3.8974 2024-07-24 18:30:16,943 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 15:48:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5852, loss_cls: 3.8577, loss: 3.8577 2024-07-24 18:31:39,267 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 15:47:12, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3105, top5_acc: 0.5706, loss_cls: 3.9250, loss: 3.9250 2024-07-24 18:33:01,310 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 15:45:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5813, loss_cls: 3.8429, loss: 3.8429 2024-07-24 18:34:23,426 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 15:44:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5714, loss_cls: 3.9149, loss: 3.9149 2024-07-24 18:35:45,772 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 15:43:19, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5617, loss_cls: 3.9408, loss: 3.9408 2024-07-24 18:37:07,741 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 15:42:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3080, top5_acc: 0.5756, loss_cls: 3.8824, loss: 3.8824 2024-07-24 18:38:29,709 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 15:40:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5852, loss_cls: 3.8504, loss: 3.8504 2024-07-24 18:39:51,556 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 15:39:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5769, loss_cls: 3.8833, loss: 3.8833 2024-07-24 18:41:13,769 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 15:38:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5778, loss_cls: 3.9005, loss: 3.9005 2024-07-24 18:42:35,279 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 15:36:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5848, loss_cls: 3.8311, loss: 3.8311 2024-07-24 18:43:56,982 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 15:35:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3145, top5_acc: 0.5731, loss_cls: 3.9245, loss: 3.9245 2024-07-24 18:45:18,816 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 15:34:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3083, top5_acc: 0.5637, loss_cls: 3.9510, loss: 3.9510 2024-07-24 18:46:40,226 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 15:32:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5728, loss_cls: 3.9239, loss: 3.9239 2024-07-24 18:48:02,253 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 15:31:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3156, top5_acc: 0.5806, loss_cls: 3.8777, loss: 3.8777 2024-07-24 18:49:23,718 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 15:30:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3128, top5_acc: 0.5716, loss_cls: 3.9154, loss: 3.9154 2024-07-24 18:50:45,252 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 15:29:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5761, loss_cls: 3.8695, loss: 3.8695 2024-07-24 18:52:06,753 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 15:27:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5637, loss_cls: 3.8913, loss: 3.8913 2024-07-24 18:53:28,163 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 15:26:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5816, loss_cls: 3.9020, loss: 3.9020 2024-07-24 18:54:49,793 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 15:25:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3167, top5_acc: 0.5748, loss_cls: 3.9173, loss: 3.9173 2024-07-24 18:56:11,522 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 15:23:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5634, loss_cls: 3.9575, loss: 3.9575 2024-07-24 18:57:33,393 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 15:22:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5736, loss_cls: 3.8959, loss: 3.8959 2024-07-24 18:58:55,320 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 15:21:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3061, top5_acc: 0.5637, loss_cls: 3.9792, loss: 3.9792 2024-07-24 19:00:16,753 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 15:19:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3094, top5_acc: 0.5656, loss_cls: 3.9696, loss: 3.9696 2024-07-24 19:01:38,370 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 15:18:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3161, top5_acc: 0.5761, loss_cls: 3.8919, loss: 3.8919 2024-07-24 19:03:00,131 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 15:17:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5844, loss_cls: 3.8537, loss: 3.8537 2024-07-24 19:04:22,428 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 15:15:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3114, top5_acc: 0.5672, loss_cls: 3.9289, loss: 3.9289 2024-07-24 19:05:44,749 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 15:14:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5633, loss_cls: 3.9594, loss: 3.9594 2024-07-24 19:06:24,216 - pyskl - INFO - Saving checkpoint at 74 epochs 2024-07-24 19:08:16,539 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 19:08:17,273 - pyskl - INFO - top1_acc 0.2627 top5_acc 0.5093 2024-07-24 19:08:17,273 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 19:08:17,325 - pyskl - INFO - mean_acc 0.2625 2024-07-24 19:08:17,330 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_71.pth was removed 2024-07-24 19:08:17,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. 2024-07-24 19:08:17,631 - pyskl - INFO - Best top1_acc is 0.2627 at 74 epoch. 2024-07-24 19:08:17,649 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2627, top5_acc: 0.5093, mean_class_accuracy: 0.2625 2024-07-24 19:12:11,057 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 15:14:44, time: 2.334, data_time: 1.352, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5823, loss_cls: 3.8684, loss: 3.8684 2024-07-24 19:13:32,404 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 15:13:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3323, top5_acc: 0.5933, loss_cls: 3.8231, loss: 3.8231 2024-07-24 19:14:53,959 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 15:12:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5867, loss_cls: 3.8238, loss: 3.8238 2024-07-24 19:16:15,236 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 15:10:49, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3252, top5_acc: 0.5792, loss_cls: 3.9008, loss: 3.9008 2024-07-24 19:17:36,770 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 15:09:30, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5880, loss_cls: 3.8509, loss: 3.8509 2024-07-24 19:18:58,556 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 15:08:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5895, loss_cls: 3.8420, loss: 3.8420 2024-07-24 19:20:20,655 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 15:06:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3186, top5_acc: 0.5802, loss_cls: 3.8801, loss: 3.8801 2024-07-24 19:21:42,712 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 15:05:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3120, top5_acc: 0.5695, loss_cls: 3.9103, loss: 3.9103 2024-07-24 19:23:04,517 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 15:04:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3098, top5_acc: 0.5767, loss_cls: 3.9178, loss: 3.9178 2024-07-24 19:24:26,039 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 15:03:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5748, loss_cls: 3.8967, loss: 3.8967 2024-07-24 19:25:47,557 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 15:01:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3159, top5_acc: 0.5806, loss_cls: 3.9152, loss: 3.9152 2024-07-24 19:27:09,448 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 15:00:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5748, loss_cls: 3.8829, loss: 3.8829 2024-07-24 19:28:31,308 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 14:59:05, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5647, loss_cls: 3.9169, loss: 3.9169 2024-07-24 19:29:53,795 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 14:57:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5730, loss_cls: 3.9182, loss: 3.9182 2024-07-24 19:31:15,827 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 14:56:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5716, loss_cls: 3.8656, loss: 3.8656 2024-07-24 19:32:38,600 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 14:55:12, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5747, loss_cls: 3.8671, loss: 3.8671 2024-07-24 19:34:00,539 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 14:53:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3103, top5_acc: 0.5669, loss_cls: 3.9398, loss: 3.9398 2024-07-24 19:35:22,171 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 14:52:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3216, top5_acc: 0.5814, loss_cls: 3.8849, loss: 3.8849 2024-07-24 19:36:44,323 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 14:51:18, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3244, top5_acc: 0.5841, loss_cls: 3.8759, loss: 3.8759 2024-07-24 19:38:05,703 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 14:49:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5744, loss_cls: 3.9031, loss: 3.9031 2024-07-24 19:39:28,280 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 14:48:42, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5742, loss_cls: 3.8900, loss: 3.8900 2024-07-24 19:40:49,917 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 14:47:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5736, loss_cls: 3.8885, loss: 3.8885 2024-07-24 19:42:11,622 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 14:46:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5845, loss_cls: 3.8540, loss: 3.8540 2024-07-24 19:43:32,797 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 14:44:46, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3222, top5_acc: 0.5820, loss_cls: 3.8755, loss: 3.8755 2024-07-24 19:44:54,163 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 14:43:28, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3123, top5_acc: 0.5664, loss_cls: 3.9259, loss: 3.9259 2024-07-24 19:46:15,395 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 14:42:09, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5806, loss_cls: 3.8861, loss: 3.8861 2024-07-24 19:47:37,530 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 14:40:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3102, top5_acc: 0.5691, loss_cls: 3.9325, loss: 3.9325 2024-07-24 19:48:58,844 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 14:39:32, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5742, loss_cls: 3.9313, loss: 3.9313 2024-07-24 19:50:20,570 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 14:38:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3116, top5_acc: 0.5777, loss_cls: 3.9304, loss: 3.9304 2024-07-24 19:51:42,490 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 14:36:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5800, loss_cls: 3.9035, loss: 3.9035 2024-07-24 19:53:04,051 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 14:35:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5811, loss_cls: 3.8693, loss: 3.8693 2024-07-24 19:54:25,481 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 14:34:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3189, top5_acc: 0.5631, loss_cls: 3.9326, loss: 3.9326 2024-07-24 19:55:47,074 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 14:33:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5683, loss_cls: 3.9037, loss: 3.9037 2024-07-24 19:57:08,767 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 14:31:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5806, loss_cls: 3.8874, loss: 3.8874 2024-07-24 19:58:30,191 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 14:30:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5758, loss_cls: 3.8844, loss: 3.8844 2024-07-24 19:59:52,279 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 14:29:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3130, top5_acc: 0.5758, loss_cls: 3.9150, loss: 3.9150 2024-07-24 20:01:13,906 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 14:27:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3091, top5_acc: 0.5748, loss_cls: 3.9246, loss: 3.9246 2024-07-24 20:01:53,407 - pyskl - INFO - Saving checkpoint at 75 epochs 2024-07-24 20:03:46,241 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 20:03:46,910 - pyskl - INFO - top1_acc 0.2564 top5_acc 0.4954 2024-07-24 20:03:46,910 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 20:03:46,950 - pyskl - INFO - mean_acc 0.2563 2024-07-24 20:03:46,962 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.2564, top5_acc: 0.4954, mean_class_accuracy: 0.2563 2024-07-24 20:07:37,685 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 14:27:44, time: 2.307, data_time: 1.326, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5806, loss_cls: 3.8399, loss: 3.8399 2024-07-24 20:09:00,052 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 14:26:26, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5806, loss_cls: 3.8867, loss: 3.8867 2024-07-24 20:10:21,721 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 14:25:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5725, loss_cls: 3.8459, loss: 3.8459 2024-07-24 20:11:43,120 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 14:23:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3305, top5_acc: 0.5859, loss_cls: 3.8274, loss: 3.8274 2024-07-24 20:13:04,822 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 14:22:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5914, loss_cls: 3.8354, loss: 3.8354 2024-07-24 20:14:26,712 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 14:21:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5891, loss_cls: 3.8225, loss: 3.8225 2024-07-24 20:15:48,906 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 14:19:54, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3108, top5_acc: 0.5700, loss_cls: 3.9479, loss: 3.9479 2024-07-24 20:17:10,351 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 14:18:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5714, loss_cls: 3.9004, loss: 3.9004 2024-07-24 20:18:32,104 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 14:17:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3222, top5_acc: 0.5706, loss_cls: 3.8832, loss: 3.8832 2024-07-24 20:19:53,484 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 14:15:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5733, loss_cls: 3.8693, loss: 3.8693 2024-07-24 20:21:15,244 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 14:14:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3280, top5_acc: 0.5836, loss_cls: 3.8478, loss: 3.8478 2024-07-24 20:22:37,556 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 14:13:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3253, top5_acc: 0.5867, loss_cls: 3.8443, loss: 3.8443 2024-07-24 20:23:58,888 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 14:12:03, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5919, loss_cls: 3.8122, loss: 3.8122 2024-07-24 20:25:21,041 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 14:10:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5795, loss_cls: 3.8503, loss: 3.8503 2024-07-24 20:26:42,907 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 14:09:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3148, top5_acc: 0.5827, loss_cls: 3.8728, loss: 3.8728 2024-07-24 20:28:05,127 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 14:08:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3241, top5_acc: 0.5789, loss_cls: 3.8802, loss: 3.8802 2024-07-24 20:29:27,212 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 14:06:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5822, loss_cls: 3.8973, loss: 3.8973 2024-07-24 20:30:48,484 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 14:05:32, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5773, loss_cls: 3.8790, loss: 3.8790 2024-07-24 20:32:10,114 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 14:04:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3341, top5_acc: 0.5813, loss_cls: 3.8483, loss: 3.8483 2024-07-24 20:33:31,781 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 14:02:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3139, top5_acc: 0.5809, loss_cls: 3.8933, loss: 3.8933 2024-07-24 20:34:53,241 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 14:01:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5727, loss_cls: 3.9449, loss: 3.9449 2024-07-24 20:36:15,551 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 14:00:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3297, top5_acc: 0.5798, loss_cls: 3.8872, loss: 3.8872 2024-07-24 20:37:37,122 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 13:59:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5741, loss_cls: 3.9028, loss: 3.9028 2024-07-24 20:38:58,579 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 13:57:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5798, loss_cls: 3.8782, loss: 3.8782 2024-07-24 20:40:20,183 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 13:56:22, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5753, loss_cls: 3.9053, loss: 3.9053 2024-07-24 20:41:41,777 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 13:55:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3077, top5_acc: 0.5725, loss_cls: 3.9432, loss: 3.9432 2024-07-24 20:43:03,549 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 13:53:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5777, loss_cls: 3.8772, loss: 3.8772 2024-07-24 20:44:25,011 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 13:52:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3289, top5_acc: 0.5884, loss_cls: 3.8451, loss: 3.8451 2024-07-24 20:45:46,935 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 13:51:08, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5791, loss_cls: 3.8523, loss: 3.8523 2024-07-24 20:47:08,853 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 13:49:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3164, top5_acc: 0.5725, loss_cls: 3.8694, loss: 3.8694 2024-07-24 20:48:30,847 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 13:48:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5741, loss_cls: 3.9132, loss: 3.9132 2024-07-24 20:49:52,590 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 13:47:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5750, loss_cls: 3.9017, loss: 3.9017 2024-07-24 20:51:13,972 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 13:45:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5775, loss_cls: 3.9007, loss: 3.9007 2024-07-24 20:52:35,496 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 13:44:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3144, top5_acc: 0.5753, loss_cls: 3.9126, loss: 3.9126 2024-07-24 20:53:56,667 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 13:43:17, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5783, loss_cls: 3.9015, loss: 3.9015 2024-07-24 20:55:18,926 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 13:41:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3145, top5_acc: 0.5745, loss_cls: 3.9118, loss: 3.9118 2024-07-24 20:56:40,358 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 13:40:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3053, top5_acc: 0.5680, loss_cls: 3.9522, loss: 3.9522 2024-07-24 20:57:19,648 - pyskl - INFO - Saving checkpoint at 76 epochs 2024-07-24 20:59:11,555 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 20:59:12,216 - pyskl - INFO - top1_acc 0.2545 top5_acc 0.4926 2024-07-24 20:59:12,216 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 20:59:12,256 - pyskl - INFO - mean_acc 0.2543 2024-07-24 20:59:12,268 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2545, top5_acc: 0.4926, mean_class_accuracy: 0.2543 2024-07-24 21:03:07,033 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 13:40:38, time: 2.348, data_time: 1.364, memory: 15990, top1_acc: 0.3389, top5_acc: 0.6006, loss_cls: 3.7600, loss: 3.7600 2024-07-24 21:04:29,187 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 13:39:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3327, top5_acc: 0.5972, loss_cls: 3.8118, loss: 3.8118 2024-07-24 21:05:50,932 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 13:38:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5806, loss_cls: 3.8300, loss: 3.8300 2024-07-24 21:07:12,312 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 13:36:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3305, top5_acc: 0.5823, loss_cls: 3.8405, loss: 3.8405 2024-07-24 21:08:34,116 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 13:35:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3200, top5_acc: 0.5723, loss_cls: 3.8910, loss: 3.8910 2024-07-24 21:09:55,635 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 13:34:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3417, top5_acc: 0.5891, loss_cls: 3.8054, loss: 3.8054 2024-07-24 21:11:18,016 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 13:32:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5938, loss_cls: 3.8213, loss: 3.8213 2024-07-24 21:12:39,836 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 13:31:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5830, loss_cls: 3.8717, loss: 3.8717 2024-07-24 21:14:00,838 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 13:30:09, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3173, top5_acc: 0.5814, loss_cls: 3.8848, loss: 3.8848 2024-07-24 21:15:22,131 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 13:28:50, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5802, loss_cls: 3.8494, loss: 3.8494 2024-07-24 21:16:43,405 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 13:27:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3181, top5_acc: 0.5714, loss_cls: 3.9157, loss: 3.9157 2024-07-24 21:18:06,037 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 13:26:14, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5823, loss_cls: 3.8499, loss: 3.8499 2024-07-24 21:19:28,151 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 13:24:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5691, loss_cls: 3.9148, loss: 3.9148 2024-07-24 21:20:50,647 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 13:23:37, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5814, loss_cls: 3.8250, loss: 3.8250 2024-07-24 21:22:12,755 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 13:22:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5816, loss_cls: 3.8466, loss: 3.8466 2024-07-24 21:23:34,744 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 13:21:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3153, top5_acc: 0.5705, loss_cls: 3.8780, loss: 3.8780 2024-07-24 21:24:56,352 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 13:19:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5833, loss_cls: 3.8227, loss: 3.8227 2024-07-24 21:26:18,415 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 13:18:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3191, top5_acc: 0.5784, loss_cls: 3.8819, loss: 3.8819 2024-07-24 21:27:40,167 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 13:17:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5705, loss_cls: 3.9378, loss: 3.9378 2024-07-24 21:29:02,118 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 13:15:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3166, top5_acc: 0.5748, loss_cls: 3.8969, loss: 3.8969 2024-07-24 21:30:23,666 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 13:14:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5780, loss_cls: 3.8832, loss: 3.8832 2024-07-24 21:31:45,800 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 13:13:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3398, top5_acc: 0.5928, loss_cls: 3.7994, loss: 3.7994 2024-07-24 21:33:07,567 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 13:11:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5831, loss_cls: 3.8905, loss: 3.8905 2024-07-24 21:34:29,894 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 13:10:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3202, top5_acc: 0.5761, loss_cls: 3.8960, loss: 3.8960 2024-07-24 21:35:51,414 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 13:09:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5830, loss_cls: 3.8354, loss: 3.8354 2024-07-24 21:37:12,935 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 13:07:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3169, top5_acc: 0.5737, loss_cls: 3.9109, loss: 3.9109 2024-07-24 21:38:34,502 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 13:06:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5783, loss_cls: 3.8614, loss: 3.8614 2024-07-24 21:39:55,751 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 2 days, 13:05:18, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3216, top5_acc: 0.5767, loss_cls: 3.9063, loss: 3.9063 2024-07-24 21:41:17,151 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 2 days, 13:03:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3230, top5_acc: 0.5714, loss_cls: 3.9258, loss: 3.9258 2024-07-24 21:42:39,409 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 2 days, 13:02:41, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3258, top5_acc: 0.5767, loss_cls: 3.8736, loss: 3.8736 2024-07-24 21:44:01,351 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 2 days, 13:01:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5775, loss_cls: 3.8869, loss: 3.8869 2024-07-24 21:45:22,869 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 2 days, 13:00:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3127, top5_acc: 0.5698, loss_cls: 3.9307, loss: 3.9307 2024-07-24 21:46:44,544 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 2 days, 12:58:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5728, loss_cls: 3.9115, loss: 3.9115 2024-07-24 21:48:06,140 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 2 days, 12:57:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5853, loss_cls: 3.8631, loss: 3.8631 2024-07-24 21:49:27,693 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 2 days, 12:56:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3239, top5_acc: 0.5825, loss_cls: 3.8485, loss: 3.8485 2024-07-24 21:50:49,747 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 2 days, 12:54:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5873, loss_cls: 3.8580, loss: 3.8580 2024-07-24 21:52:11,461 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 2 days, 12:53:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5873, loss_cls: 3.8308, loss: 3.8308 2024-07-24 21:52:50,708 - pyskl - INFO - Saving checkpoint at 77 epochs 2024-07-24 21:54:42,788 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 21:54:43,445 - pyskl - INFO - top1_acc 0.2721 top5_acc 0.5162 2024-07-24 21:54:43,445 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 21:54:43,483 - pyskl - INFO - mean_acc 0.2718 2024-07-24 21:54:43,488 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_74.pth was removed 2024-07-24 21:54:43,750 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. 2024-07-24 21:54:43,750 - pyskl - INFO - Best top1_acc is 0.2721 at 77 epoch. 2024-07-24 21:54:43,763 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.2721, top5_acc: 0.5162, mean_class_accuracy: 0.2718 2024-07-24 21:58:30,548 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 2 days, 12:53:17, time: 2.268, data_time: 1.287, memory: 15990, top1_acc: 0.3375, top5_acc: 0.5934, loss_cls: 3.7885, loss: 3.7885 2024-07-24 21:59:52,007 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 2 days, 12:51:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5789, loss_cls: 3.8469, loss: 3.8469 2024-07-24 22:01:13,702 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 2 days, 12:50:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3375, top5_acc: 0.5895, loss_cls: 3.7900, loss: 3.7900 2024-07-24 22:02:35,424 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 2 days, 12:49:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5852, loss_cls: 3.8288, loss: 3.8288 2024-07-24 22:03:56,903 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 2 days, 12:48:02, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5930, loss_cls: 3.8067, loss: 3.8067 2024-07-24 22:05:18,780 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 2 days, 12:46:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3216, top5_acc: 0.5813, loss_cls: 3.8671, loss: 3.8671 2024-07-24 22:06:40,491 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 2 days, 12:45:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3262, top5_acc: 0.5872, loss_cls: 3.8329, loss: 3.8329 2024-07-24 22:08:02,224 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 2 days, 12:44:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5791, loss_cls: 3.8634, loss: 3.8634 2024-07-24 22:09:23,764 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 2 days, 12:42:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3152, top5_acc: 0.5723, loss_cls: 3.9083, loss: 3.9083 2024-07-24 22:10:45,599 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 2 days, 12:41:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5856, loss_cls: 3.8443, loss: 3.8443 2024-07-24 22:12:07,210 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 2 days, 12:40:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5748, loss_cls: 3.8884, loss: 3.8884 2024-07-24 22:13:28,955 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 2 days, 12:38:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5823, loss_cls: 3.8417, loss: 3.8417 2024-07-24 22:14:50,403 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 2 days, 12:37:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5837, loss_cls: 3.8634, loss: 3.8634 2024-07-24 22:16:12,578 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 2 days, 12:36:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3230, top5_acc: 0.5811, loss_cls: 3.8469, loss: 3.8469 2024-07-24 22:17:35,247 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 2 days, 12:34:55, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5886, loss_cls: 3.8034, loss: 3.8034 2024-07-24 22:18:57,319 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 2 days, 12:33:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5814, loss_cls: 3.8724, loss: 3.8724 2024-07-24 22:20:19,358 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 2 days, 12:32:18, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5770, loss_cls: 3.9238, loss: 3.9238 2024-07-24 22:21:40,846 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 2 days, 12:30:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3177, top5_acc: 0.5730, loss_cls: 3.9018, loss: 3.9018 2024-07-24 22:23:03,034 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 2 days, 12:29:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5837, loss_cls: 3.8614, loss: 3.8614 2024-07-24 22:24:24,825 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 2 days, 12:28:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3134, top5_acc: 0.5733, loss_cls: 3.9154, loss: 3.9154 2024-07-24 22:25:46,123 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 2 days, 12:27:03, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5869, loss_cls: 3.8413, loss: 3.8413 2024-07-24 22:27:07,784 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 2 days, 12:25:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3250, top5_acc: 0.5863, loss_cls: 3.8455, loss: 3.8455 2024-07-24 22:28:29,632 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 2 days, 12:24:25, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3267, top5_acc: 0.5784, loss_cls: 3.8396, loss: 3.8396 2024-07-24 22:29:50,874 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 2 days, 12:23:06, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3186, top5_acc: 0.5744, loss_cls: 3.8994, loss: 3.8994 2024-07-24 22:31:12,212 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 2 days, 12:21:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5819, loss_cls: 3.8902, loss: 3.8902 2024-07-24 22:32:34,170 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 2 days, 12:20:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3280, top5_acc: 0.5875, loss_cls: 3.8509, loss: 3.8509 2024-07-24 22:33:55,842 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 2 days, 12:19:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3150, top5_acc: 0.5816, loss_cls: 3.8550, loss: 3.8550 2024-07-24 22:35:17,415 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 2 days, 12:17:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5950, loss_cls: 3.7984, loss: 3.7984 2024-07-24 22:36:38,607 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 2 days, 12:16:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5825, loss_cls: 3.8423, loss: 3.8423 2024-07-24 22:38:00,248 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 2 days, 12:15:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3155, top5_acc: 0.5775, loss_cls: 3.8768, loss: 3.8768 2024-07-24 22:39:21,616 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 2 days, 12:13:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5861, loss_cls: 3.8231, loss: 3.8231 2024-07-24 22:40:43,381 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 2 days, 12:12:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3266, top5_acc: 0.5769, loss_cls: 3.8785, loss: 3.8785 2024-07-24 22:42:04,733 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 2 days, 12:11:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5877, loss_cls: 3.8575, loss: 3.8575 2024-07-24 22:43:26,236 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 2 days, 12:09:57, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5870, loss_cls: 3.8258, loss: 3.8258 2024-07-24 22:44:48,005 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 2 days, 12:08:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5798, loss_cls: 3.8649, loss: 3.8649 2024-07-24 22:46:09,890 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 2 days, 12:07:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3270, top5_acc: 0.5836, loss_cls: 3.8443, loss: 3.8443 2024-07-24 22:47:31,124 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 2 days, 12:06:00, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3097, top5_acc: 0.5775, loss_cls: 3.8936, loss: 3.8936 2024-07-24 22:48:10,635 - pyskl - INFO - Saving checkpoint at 78 epochs 2024-07-24 22:50:02,220 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 22:50:02,905 - pyskl - INFO - top1_acc 0.2651 top5_acc 0.5097 2024-07-24 22:50:02,905 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 22:50:02,945 - pyskl - INFO - mean_acc 0.2648 2024-07-24 22:50:02,957 - pyskl - INFO - Epoch(val) [78][309] top1_acc: 0.2651, top5_acc: 0.5097, mean_class_accuracy: 0.2648 2024-07-24 22:53:50,580 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 2 days, 12:05:45, time: 2.276, data_time: 1.299, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5898, loss_cls: 3.7856, loss: 3.7856 2024-07-24 22:55:12,471 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 2 days, 12:04:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5819, loss_cls: 3.8314, loss: 3.8314 2024-07-24 22:56:33,624 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 2 days, 12:03:07, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3330, top5_acc: 0.5839, loss_cls: 3.8159, loss: 3.8159 2024-07-24 22:57:55,727 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 2 days, 12:01:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5913, loss_cls: 3.8224, loss: 3.8224 2024-07-24 22:59:18,002 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 2 days, 12:00:30, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3244, top5_acc: 0.5839, loss_cls: 3.8356, loss: 3.8356 2024-07-24 23:00:39,700 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 2 days, 11:59:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3242, top5_acc: 0.5919, loss_cls: 3.8123, loss: 3.8123 2024-07-24 23:02:01,182 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 2 days, 11:57:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3175, top5_acc: 0.5828, loss_cls: 3.8742, loss: 3.8742 2024-07-24 23:03:23,313 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 2 days, 11:56:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5916, loss_cls: 3.7934, loss: 3.7934 2024-07-24 23:04:45,460 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 2 days, 11:55:15, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3162, top5_acc: 0.5736, loss_cls: 3.8786, loss: 3.8786 2024-07-24 23:06:07,105 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 2 days, 11:53:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5875, loss_cls: 3.8221, loss: 3.8221 2024-07-24 23:07:28,718 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 2 days, 11:52:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3217, top5_acc: 0.5820, loss_cls: 3.8515, loss: 3.8515 2024-07-24 23:08:50,787 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 2 days, 11:51:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3239, top5_acc: 0.5822, loss_cls: 3.8467, loss: 3.8467 2024-07-24 23:10:12,802 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 2 days, 11:50:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5855, loss_cls: 3.8637, loss: 3.8637 2024-07-24 23:11:34,313 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 2 days, 11:48:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3295, top5_acc: 0.5841, loss_cls: 3.8331, loss: 3.8331 2024-07-24 23:12:56,444 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 2 days, 11:47:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3300, top5_acc: 0.5803, loss_cls: 3.8583, loss: 3.8583 2024-07-24 23:14:19,174 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 2 days, 11:46:04, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3262, top5_acc: 0.5878, loss_cls: 3.8317, loss: 3.8317 2024-07-24 23:15:41,286 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 2 days, 11:44:45, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5763, loss_cls: 3.8569, loss: 3.8569 2024-07-24 23:17:02,769 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 2 days, 11:43:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5905, loss_cls: 3.8104, loss: 3.8104 2024-07-24 23:18:24,125 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 2 days, 11:42:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3323, top5_acc: 0.5861, loss_cls: 3.8202, loss: 3.8202 2024-07-24 23:19:46,849 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 2 days, 11:40:49, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3158, top5_acc: 0.5722, loss_cls: 3.9086, loss: 3.9086 2024-07-24 23:21:08,080 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 2 days, 11:39:30, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5845, loss_cls: 3.8760, loss: 3.8760 2024-07-24 23:22:30,132 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 2 days, 11:38:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3111, top5_acc: 0.5752, loss_cls: 3.9148, loss: 3.9148 2024-07-24 23:23:51,771 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 2 days, 11:36:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.6000, loss_cls: 3.7913, loss: 3.7913 2024-07-24 23:25:13,259 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 2 days, 11:35:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5841, loss_cls: 3.8634, loss: 3.8634 2024-07-24 23:26:34,774 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 2 days, 11:34:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5881, loss_cls: 3.7935, loss: 3.7935 2024-07-24 23:27:56,380 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 2 days, 11:32:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5866, loss_cls: 3.8391, loss: 3.8391 2024-07-24 23:29:17,676 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 2 days, 11:31:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5759, loss_cls: 3.8937, loss: 3.8937 2024-07-24 23:30:39,267 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 2 days, 11:30:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3281, top5_acc: 0.5822, loss_cls: 3.8245, loss: 3.8245 2024-07-24 23:32:01,247 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 2 days, 11:28:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3203, top5_acc: 0.5767, loss_cls: 3.9040, loss: 3.9040 2024-07-24 23:33:22,950 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 2 days, 11:27:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5891, loss_cls: 3.8527, loss: 3.8527 2024-07-24 23:34:44,534 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 2 days, 11:26:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5819, loss_cls: 3.8866, loss: 3.8866 2024-07-24 23:36:05,744 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 2 days, 11:25:00, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3208, top5_acc: 0.5825, loss_cls: 3.8535, loss: 3.8535 2024-07-24 23:37:27,334 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 2 days, 11:23:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5787, loss_cls: 3.8668, loss: 3.8668 2024-07-24 23:38:48,977 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 2 days, 11:22:22, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3222, top5_acc: 0.5766, loss_cls: 3.8847, loss: 3.8847 2024-07-24 23:40:10,515 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 2 days, 11:21:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3209, top5_acc: 0.5875, loss_cls: 3.8485, loss: 3.8485 2024-07-24 23:41:32,892 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 2 days, 11:19:45, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3370, top5_acc: 0.5911, loss_cls: 3.8270, loss: 3.8270 2024-07-24 23:42:54,752 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 2 days, 11:18:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3273, top5_acc: 0.5922, loss_cls: 3.8307, loss: 3.8307 2024-07-24 23:43:34,522 - pyskl - INFO - Saving checkpoint at 79 epochs 2024-07-24 23:45:27,444 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-24 23:45:28,225 - pyskl - INFO - top1_acc 0.2755 top5_acc 0.5275 2024-07-24 23:45:28,226 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-24 23:45:28,266 - pyskl - INFO - mean_acc 0.2752 2024-07-24 23:45:28,271 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_77.pth was removed 2024-07-24 23:45:28,522 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2024-07-24 23:45:28,523 - pyskl - INFO - Best top1_acc is 0.2755 at 79 epoch. 2024-07-24 23:45:28,534 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2755, top5_acc: 0.5275, mean_class_accuracy: 0.2752 2024-07-24 23:49:16,919 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 2 days, 11:18:09, time: 2.284, data_time: 1.304, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5911, loss_cls: 3.8243, loss: 3.8243 2024-07-24 23:50:38,791 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 2 days, 11:16:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3247, top5_acc: 0.5900, loss_cls: 3.8023, loss: 3.8023 2024-07-24 23:52:00,494 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 2 days, 11:15:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5891, loss_cls: 3.8353, loss: 3.8353 2024-07-24 23:53:21,864 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 2 days, 11:14:11, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5841, loss_cls: 3.8400, loss: 3.8400 2024-07-24 23:54:43,784 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 2 days, 11:12:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3308, top5_acc: 0.5917, loss_cls: 3.8087, loss: 3.8087 2024-07-24 23:56:06,080 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 2 days, 11:11:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5983, loss_cls: 3.7901, loss: 3.7901 2024-07-24 23:57:27,896 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 2 days, 11:10:15, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5884, loss_cls: 3.7987, loss: 3.7987 2024-07-24 23:58:49,384 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 2 days, 11:08:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5958, loss_cls: 3.8011, loss: 3.8011 2024-07-25 00:00:11,191 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 2 days, 11:07:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3280, top5_acc: 0.5800, loss_cls: 3.8320, loss: 3.8320 2024-07-25 00:01:32,898 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 2 days, 11:06:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3302, top5_acc: 0.5873, loss_cls: 3.8323, loss: 3.8323 2024-07-25 00:02:54,465 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 2 days, 11:04:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3287, top5_acc: 0.5845, loss_cls: 3.8209, loss: 3.8209 2024-07-25 00:04:16,631 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 2 days, 11:03:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5883, loss_cls: 3.8371, loss: 3.8371 2024-07-25 00:05:39,098 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 2 days, 11:02:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5881, loss_cls: 3.8131, loss: 3.8131 2024-07-25 00:07:00,978 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 2 days, 11:01:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5848, loss_cls: 3.8434, loss: 3.8434 2024-07-25 00:08:23,095 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 2 days, 10:59:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3309, top5_acc: 0.5863, loss_cls: 3.7863, loss: 3.7863 2024-07-25 00:09:45,556 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 2 days, 10:58:25, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5805, loss_cls: 3.8682, loss: 3.8682 2024-07-25 00:11:07,363 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 2 days, 10:57:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5900, loss_cls: 3.8494, loss: 3.8494 2024-07-25 00:12:29,211 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 2 days, 10:55:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.5986, loss_cls: 3.8052, loss: 3.8052 2024-07-25 00:13:51,082 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 2 days, 10:54:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3267, top5_acc: 0.5895, loss_cls: 3.8178, loss: 3.8178 2024-07-25 00:15:12,728 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 2 days, 10:53:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3245, top5_acc: 0.5878, loss_cls: 3.8507, loss: 3.8507 2024-07-25 00:16:34,340 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 2 days, 10:51:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3137, top5_acc: 0.5758, loss_cls: 3.8971, loss: 3.8971 2024-07-25 00:17:56,202 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 2 days, 10:50:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5970, loss_cls: 3.7807, loss: 3.7807 2024-07-25 00:19:18,021 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 2 days, 10:49:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3220, top5_acc: 0.5742, loss_cls: 3.8748, loss: 3.8748 2024-07-25 00:20:39,334 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 2 days, 10:47:53, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5833, loss_cls: 3.8263, loss: 3.8263 2024-07-25 00:22:00,869 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 2 days, 10:46:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3197, top5_acc: 0.5795, loss_cls: 3.8849, loss: 3.8849 2024-07-25 00:23:22,428 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 2 days, 10:45:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5800, loss_cls: 3.8369, loss: 3.8369 2024-07-25 00:24:44,342 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 2 days, 10:43:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5830, loss_cls: 3.8629, loss: 3.8629 2024-07-25 00:26:06,022 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 2 days, 10:42:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5819, loss_cls: 3.8662, loss: 3.8662 2024-07-25 00:27:27,961 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 2 days, 10:41:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5848, loss_cls: 3.8447, loss: 3.8447 2024-07-25 00:28:49,747 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 2 days, 10:39:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3286, top5_acc: 0.5809, loss_cls: 3.8720, loss: 3.8720 2024-07-25 00:30:10,920 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 2 days, 10:38:39, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3206, top5_acc: 0.5806, loss_cls: 3.8580, loss: 3.8580 2024-07-25 00:31:32,357 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 2 days, 10:37:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5934, loss_cls: 3.7960, loss: 3.7960 2024-07-25 00:32:54,147 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 2 days, 10:36:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3361, top5_acc: 0.5883, loss_cls: 3.7809, loss: 3.7809 2024-07-25 00:34:15,646 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 2 days, 10:34:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5731, loss_cls: 3.9186, loss: 3.9186 2024-07-25 00:35:37,631 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 2 days, 10:33:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3330, top5_acc: 0.5903, loss_cls: 3.7949, loss: 3.7949 2024-07-25 00:36:59,309 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 2 days, 10:32:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5887, loss_cls: 3.8295, loss: 3.8295 2024-07-25 00:38:20,598 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 2 days, 10:30:44, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3219, top5_acc: 0.5827, loss_cls: 3.8696, loss: 3.8696 2024-07-25 00:39:00,313 - pyskl - INFO - Saving checkpoint at 80 epochs 2024-07-25 00:40:53,161 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 00:40:53,835 - pyskl - INFO - top1_acc 0.2572 top5_acc 0.5007 2024-07-25 00:40:53,835 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 00:40:53,877 - pyskl - INFO - mean_acc 0.2570 2024-07-25 00:40:53,891 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2572, top5_acc: 0.5007, mean_class_accuracy: 0.2570 2024-07-25 00:44:41,368 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 2 days, 10:30:23, time: 2.275, data_time: 1.298, memory: 15990, top1_acc: 0.3456, top5_acc: 0.5952, loss_cls: 3.7481, loss: 3.7481 2024-07-25 00:46:02,932 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 2 days, 10:29:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3344, top5_acc: 0.6027, loss_cls: 3.7648, loss: 3.7648 2024-07-25 00:47:24,582 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 2 days, 10:27:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3228, top5_acc: 0.5962, loss_cls: 3.7781, loss: 3.7781 2024-07-25 00:48:46,268 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 2 days, 10:26:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3262, top5_acc: 0.5923, loss_cls: 3.7972, loss: 3.7972 2024-07-25 00:50:07,838 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 2 days, 10:25:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3436, top5_acc: 0.6008, loss_cls: 3.7639, loss: 3.7639 2024-07-25 00:51:30,282 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 2 days, 10:23:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.5847, loss_cls: 3.8280, loss: 3.8280 2024-07-25 00:52:52,256 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 2 days, 10:22:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5978, loss_cls: 3.7542, loss: 3.7542 2024-07-25 00:54:13,894 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 2 days, 10:21:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3236, top5_acc: 0.5836, loss_cls: 3.8414, loss: 3.8414 2024-07-25 00:55:35,724 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 2 days, 10:19:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5944, loss_cls: 3.8162, loss: 3.8162 2024-07-25 00:56:57,503 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 2 days, 10:18:31, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5837, loss_cls: 3.8139, loss: 3.8139 2024-07-25 00:58:19,047 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 2 days, 10:17:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5853, loss_cls: 3.8552, loss: 3.8552 2024-07-25 00:59:40,913 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 2 days, 10:15:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5913, loss_cls: 3.7902, loss: 3.7902 2024-07-25 01:01:03,413 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 2 days, 10:14:34, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.5906, loss_cls: 3.7956, loss: 3.7956 2024-07-25 01:02:25,330 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 2 days, 10:13:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3395, top5_acc: 0.5978, loss_cls: 3.7740, loss: 3.7740 2024-07-25 01:03:47,199 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 2 days, 10:11:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5827, loss_cls: 3.8553, loss: 3.8553 2024-07-25 01:05:09,844 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 2 days, 10:10:38, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5883, loss_cls: 3.8213, loss: 3.8213 2024-07-25 01:06:31,716 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 2 days, 10:09:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5919, loss_cls: 3.7885, loss: 3.7885 2024-07-25 01:07:53,577 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 2 days, 10:08:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5866, loss_cls: 3.8407, loss: 3.8407 2024-07-25 01:09:14,982 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 2 days, 10:06:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5794, loss_cls: 3.8628, loss: 3.8628 2024-07-25 01:10:36,392 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 2 days, 10:05:21, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3272, top5_acc: 0.5866, loss_cls: 3.8178, loss: 3.8178 2024-07-25 01:11:57,543 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 2 days, 10:04:01, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3184, top5_acc: 0.5825, loss_cls: 3.9016, loss: 3.9016 2024-07-25 01:13:19,454 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 2 days, 10:02:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5953, loss_cls: 3.8118, loss: 3.8118 2024-07-25 01:14:40,717 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 2 days, 10:01:22, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3327, top5_acc: 0.5881, loss_cls: 3.8408, loss: 3.8408 2024-07-25 01:16:02,628 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 2 days, 10:00:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3270, top5_acc: 0.5828, loss_cls: 3.8471, loss: 3.8471 2024-07-25 01:17:24,579 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 2 days, 9:58:44, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5870, loss_cls: 3.8374, loss: 3.8374 2024-07-25 01:18:46,003 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 2 days, 9:57:25, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3211, top5_acc: 0.5744, loss_cls: 3.8830, loss: 3.8830 2024-07-25 01:20:07,479 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 2 days, 9:56:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3377, top5_acc: 0.5867, loss_cls: 3.8140, loss: 3.8140 2024-07-25 01:21:28,832 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 2 days, 9:54:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3347, top5_acc: 0.5934, loss_cls: 3.8189, loss: 3.8189 2024-07-25 01:22:50,424 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 2 days, 9:53:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3233, top5_acc: 0.5880, loss_cls: 3.8387, loss: 3.8387 2024-07-25 01:24:11,655 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 2 days, 9:52:07, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5975, loss_cls: 3.7713, loss: 3.7713 2024-07-25 01:25:33,439 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 2 days, 9:50:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5906, loss_cls: 3.8078, loss: 3.8078 2024-07-25 01:26:55,339 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 2 days, 9:49:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5828, loss_cls: 3.8142, loss: 3.8142 2024-07-25 01:28:16,960 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 2 days, 9:48:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5850, loss_cls: 3.8302, loss: 3.8302 2024-07-25 01:29:38,234 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 2 days, 9:46:50, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3231, top5_acc: 0.5792, loss_cls: 3.8741, loss: 3.8741 2024-07-25 01:30:59,791 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 2 days, 9:45:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3170, top5_acc: 0.5777, loss_cls: 3.8678, loss: 3.8678 2024-07-25 01:32:21,850 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 2 days, 9:44:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3278, top5_acc: 0.5803, loss_cls: 3.8244, loss: 3.8244 2024-07-25 01:33:43,714 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 2 days, 9:42:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3320, top5_acc: 0.5892, loss_cls: 3.7974, loss: 3.7974 2024-07-25 01:34:23,147 - pyskl - INFO - Saving checkpoint at 81 epochs 2024-07-25 01:36:14,794 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 01:36:15,512 - pyskl - INFO - top1_acc 0.2596 top5_acc 0.5021 2024-07-25 01:36:15,513 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 01:36:15,560 - pyskl - INFO - mean_acc 0.2593 2024-07-25 01:36:15,575 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2596, top5_acc: 0.5021, mean_class_accuracy: 0.2593 2024-07-25 01:40:04,365 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 2 days, 9:42:30, time: 2.288, data_time: 1.309, memory: 15990, top1_acc: 0.3416, top5_acc: 0.6064, loss_cls: 3.7271, loss: 3.7271 2024-07-25 01:41:26,912 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 2 days, 9:41:12, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5947, loss_cls: 3.7763, loss: 3.7763 2024-07-25 01:42:49,281 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 2 days, 9:39:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6027, loss_cls: 3.7489, loss: 3.7489 2024-07-25 01:44:10,659 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 2 days, 9:38:33, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3370, top5_acc: 0.5948, loss_cls: 3.7789, loss: 3.7789 2024-07-25 01:45:32,259 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 2 days, 9:37:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3198, top5_acc: 0.5797, loss_cls: 3.8306, loss: 3.8306 2024-07-25 01:46:54,180 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 2 days, 9:35:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5975, loss_cls: 3.7663, loss: 3.7663 2024-07-25 01:48:15,844 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 2 days, 9:34:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.5934, loss_cls: 3.7975, loss: 3.7975 2024-07-25 01:49:38,190 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 2 days, 9:33:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3478, top5_acc: 0.6119, loss_cls: 3.7261, loss: 3.7261 2024-07-25 01:50:59,859 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 2 days, 9:31:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5917, loss_cls: 3.8176, loss: 3.8176 2024-07-25 01:52:21,885 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 2 days, 9:30:38, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5863, loss_cls: 3.8543, loss: 3.8543 2024-07-25 01:53:43,478 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 2 days, 9:29:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3300, top5_acc: 0.5878, loss_cls: 3.7890, loss: 3.7890 2024-07-25 01:55:05,272 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 2 days, 9:28:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3341, top5_acc: 0.5952, loss_cls: 3.7839, loss: 3.7839 2024-07-25 01:56:26,907 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 2 days, 9:26:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5923, loss_cls: 3.7789, loss: 3.7789 2024-07-25 01:57:48,782 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 2 days, 9:25:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5828, loss_cls: 3.8316, loss: 3.8316 2024-07-25 01:59:10,958 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 2 days, 9:24:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3355, top5_acc: 0.5863, loss_cls: 3.8066, loss: 3.8066 2024-07-25 02:00:33,767 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 2 days, 9:22:44, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5869, loss_cls: 3.8322, loss: 3.8322 2024-07-25 02:01:55,963 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 2 days, 9:21:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5936, loss_cls: 3.7820, loss: 3.7820 2024-07-25 02:03:17,979 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 2 days, 9:20:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5842, loss_cls: 3.8476, loss: 3.8476 2024-07-25 02:04:39,463 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 2 days, 9:18:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5889, loss_cls: 3.8031, loss: 3.8031 2024-07-25 02:06:00,876 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 2 days, 9:17:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3366, top5_acc: 0.5931, loss_cls: 3.8044, loss: 3.8044 2024-07-25 02:07:22,867 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 2 days, 9:16:07, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3212, top5_acc: 0.5808, loss_cls: 3.8445, loss: 3.8445 2024-07-25 02:08:44,766 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 2 days, 9:14:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3291, top5_acc: 0.5831, loss_cls: 3.8431, loss: 3.8431 2024-07-25 02:10:06,201 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 2 days, 9:13:29, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.5933, loss_cls: 3.8052, loss: 3.8052 2024-07-25 02:11:27,954 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 2 days, 9:12:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5847, loss_cls: 3.8308, loss: 3.8308 2024-07-25 02:12:49,578 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 2 days, 9:10:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5928, loss_cls: 3.8113, loss: 3.8113 2024-07-25 02:14:10,375 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 2 days, 9:09:30, time: 0.808, data_time: 0.000, memory: 15990, top1_acc: 0.3344, top5_acc: 0.5920, loss_cls: 3.8132, loss: 3.8132 2024-07-25 02:15:31,631 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 2 days, 9:08:10, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3330, top5_acc: 0.5887, loss_cls: 3.7971, loss: 3.7971 2024-07-25 02:16:53,134 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 2 days, 9:06:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5920, loss_cls: 3.8099, loss: 3.8099 2024-07-25 02:18:14,433 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 2 days, 9:05:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3306, top5_acc: 0.5878, loss_cls: 3.8371, loss: 3.8371 2024-07-25 02:19:36,308 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 2 days, 9:04:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3227, top5_acc: 0.5794, loss_cls: 3.8505, loss: 3.8505 2024-07-25 02:20:57,619 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 2 days, 9:02:52, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5892, loss_cls: 3.8171, loss: 3.8171 2024-07-25 02:22:19,478 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 2 days, 9:01:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3223, top5_acc: 0.5777, loss_cls: 3.8538, loss: 3.8538 2024-07-25 02:23:41,329 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 2 days, 9:00:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5877, loss_cls: 3.8167, loss: 3.8167 2024-07-25 02:25:02,639 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 2 days, 8:58:54, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3327, top5_acc: 0.5842, loss_cls: 3.7920, loss: 3.7920 2024-07-25 02:26:24,347 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 2 days, 8:57:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3300, top5_acc: 0.5972, loss_cls: 3.7896, loss: 3.7896 2024-07-25 02:27:46,109 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 2 days, 8:56:15, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5852, loss_cls: 3.7971, loss: 3.7971 2024-07-25 02:29:08,185 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 2 days, 8:54:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3275, top5_acc: 0.5847, loss_cls: 3.8272, loss: 3.8272 2024-07-25 02:29:47,741 - pyskl - INFO - Saving checkpoint at 82 epochs 2024-07-25 02:31:40,861 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 02:31:41,541 - pyskl - INFO - top1_acc 0.2676 top5_acc 0.5208 2024-07-25 02:31:41,541 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 02:31:41,590 - pyskl - INFO - mean_acc 0.2672 2024-07-25 02:31:41,603 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2676, top5_acc: 0.5208, mean_class_accuracy: 0.2672 2024-07-25 02:35:42,172 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 2 days, 8:54:41, time: 2.406, data_time: 1.418, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6089, loss_cls: 3.7221, loss: 3.7221 2024-07-25 02:37:04,782 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 2 days, 8:53:22, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.6003, loss_cls: 3.7676, loss: 3.7676 2024-07-25 02:38:26,422 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 2 days, 8:52:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3417, top5_acc: 0.6103, loss_cls: 3.7182, loss: 3.7182 2024-07-25 02:39:48,628 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 2 days, 8:50:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.5995, loss_cls: 3.7369, loss: 3.7369 2024-07-25 02:41:10,621 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 2 days, 8:49:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3350, top5_acc: 0.5959, loss_cls: 3.7768, loss: 3.7768 2024-07-25 02:42:32,733 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 2 days, 8:48:05, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5831, loss_cls: 3.8187, loss: 3.8187 2024-07-25 02:43:54,276 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 2 days, 8:46:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6031, loss_cls: 3.7464, loss: 3.7464 2024-07-25 02:45:15,739 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 2 days, 8:45:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3192, top5_acc: 0.5717, loss_cls: 3.8583, loss: 3.8583 2024-07-25 02:46:37,499 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 2 days, 8:44:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6058, loss_cls: 3.7193, loss: 3.7193 2024-07-25 02:47:58,915 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 2 days, 8:42:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3408, top5_acc: 0.5984, loss_cls: 3.7511, loss: 3.7511 2024-07-25 02:49:20,808 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 2 days, 8:41:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6064, loss_cls: 3.7667, loss: 3.7667 2024-07-25 02:50:42,013 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 2 days, 8:40:08, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3386, top5_acc: 0.6016, loss_cls: 3.7285, loss: 3.7285 2024-07-25 02:52:03,705 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 2 days, 8:38:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3205, top5_acc: 0.5900, loss_cls: 3.8271, loss: 3.8271 2024-07-25 02:53:25,576 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 2 days, 8:37:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3270, top5_acc: 0.5914, loss_cls: 3.7864, loss: 3.7864 2024-07-25 02:54:47,123 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 2 days, 8:36:10, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5855, loss_cls: 3.8137, loss: 3.8137 2024-07-25 02:56:09,800 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 2 days, 8:34:51, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5884, loss_cls: 3.7872, loss: 3.7872 2024-07-25 02:57:31,693 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 2 days, 8:33:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.5973, loss_cls: 3.7599, loss: 3.7599 2024-07-25 02:58:53,372 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 2 days, 8:32:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3517, top5_acc: 0.6047, loss_cls: 3.7351, loss: 3.7351 2024-07-25 03:00:14,941 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 2 days, 8:30:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3295, top5_acc: 0.5948, loss_cls: 3.7936, loss: 3.7936 2024-07-25 03:01:37,210 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 2 days, 8:29:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3308, top5_acc: 0.5891, loss_cls: 3.8211, loss: 3.8211 2024-07-25 03:02:58,388 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 2 days, 8:28:14, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3194, top5_acc: 0.5795, loss_cls: 3.8649, loss: 3.8649 2024-07-25 03:04:19,734 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 2 days, 8:26:54, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3356, top5_acc: 0.5925, loss_cls: 3.8026, loss: 3.8026 2024-07-25 03:05:40,807 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 2 days, 8:25:34, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3323, top5_acc: 0.5853, loss_cls: 3.7922, loss: 3.7922 2024-07-25 03:07:01,977 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 2 days, 8:24:14, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3298, top5_acc: 0.5991, loss_cls: 3.7843, loss: 3.7843 2024-07-25 03:08:23,342 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 2 days, 8:22:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3295, top5_acc: 0.5837, loss_cls: 3.8374, loss: 3.8374 2024-07-25 03:09:44,787 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 2 days, 8:21:35, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3347, top5_acc: 0.5911, loss_cls: 3.7893, loss: 3.7893 2024-07-25 03:11:06,956 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 2 days, 8:20:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5945, loss_cls: 3.8006, loss: 3.8006 2024-07-25 03:12:28,364 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 2 days, 8:18:56, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5945, loss_cls: 3.7913, loss: 3.7913 2024-07-25 03:13:49,417 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 2 days, 8:17:36, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3342, top5_acc: 0.5834, loss_cls: 3.8164, loss: 3.8164 2024-07-25 03:15:11,251 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 2 days, 8:16:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.5892, loss_cls: 3.8059, loss: 3.8059 2024-07-25 03:16:32,938 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 2 days, 8:14:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3237, top5_acc: 0.5906, loss_cls: 3.8239, loss: 3.8239 2024-07-25 03:17:54,699 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 2 days, 8:13:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5916, loss_cls: 3.8039, loss: 3.8039 2024-07-25 03:19:16,062 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 2 days, 8:12:18, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5855, loss_cls: 3.8247, loss: 3.8247 2024-07-25 03:20:37,666 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 2 days, 8:10:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5939, loss_cls: 3.7812, loss: 3.7812 2024-07-25 03:21:58,885 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 2 days, 8:09:38, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3294, top5_acc: 0.5806, loss_cls: 3.8532, loss: 3.8532 2024-07-25 03:23:20,922 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 2 days, 8:08:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3305, top5_acc: 0.5903, loss_cls: 3.8194, loss: 3.8194 2024-07-25 03:24:43,189 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 2 days, 8:07:00, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3370, top5_acc: 0.5972, loss_cls: 3.7799, loss: 3.7799 2024-07-25 03:25:22,488 - pyskl - INFO - Saving checkpoint at 83 epochs 2024-07-25 03:27:15,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 03:27:16,570 - pyskl - INFO - top1_acc 0.2317 top5_acc 0.4767 2024-07-25 03:27:16,570 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 03:27:16,610 - pyskl - INFO - mean_acc 0.2316 2024-07-25 03:27:16,623 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2317, top5_acc: 0.4767, mean_class_accuracy: 0.2316 2024-07-25 03:31:08,682 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 2 days, 8:06:35, time: 2.320, data_time: 1.344, memory: 15990, top1_acc: 0.3481, top5_acc: 0.6058, loss_cls: 3.7289, loss: 3.7289 2024-07-25 03:32:30,396 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 2 days, 8:05:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.5989, loss_cls: 3.7358, loss: 3.7358 2024-07-25 03:33:52,292 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 2 days, 8:03:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3430, top5_acc: 0.6019, loss_cls: 3.7292, loss: 3.7292 2024-07-25 03:35:14,021 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 2 days, 8:02:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5952, loss_cls: 3.7948, loss: 3.7948 2024-07-25 03:36:35,531 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 2 days, 8:01:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3386, top5_acc: 0.6023, loss_cls: 3.7441, loss: 3.7441 2024-07-25 03:37:57,678 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 2 days, 7:59:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5945, loss_cls: 3.7608, loss: 3.7608 2024-07-25 03:39:19,772 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 2 days, 7:58:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3317, top5_acc: 0.5894, loss_cls: 3.7900, loss: 3.7900 2024-07-25 03:40:41,785 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 2 days, 7:57:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3527, top5_acc: 0.5986, loss_cls: 3.7315, loss: 3.7315 2024-07-25 03:42:03,772 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 2 days, 7:56:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3383, top5_acc: 0.5992, loss_cls: 3.7522, loss: 3.7522 2024-07-25 03:43:25,355 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 2 days, 7:54:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.6075, loss_cls: 3.7338, loss: 3.7338 2024-07-25 03:44:47,463 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 2 days, 7:53:21, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3397, top5_acc: 0.5969, loss_cls: 3.7565, loss: 3.7565 2024-07-25 03:46:08,704 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 2 days, 7:52:01, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3325, top5_acc: 0.5941, loss_cls: 3.7845, loss: 3.7845 2024-07-25 03:47:30,630 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 2 days, 7:50:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5909, loss_cls: 3.7804, loss: 3.7804 2024-07-25 03:48:53,004 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 2 days, 7:49:22, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3305, top5_acc: 0.5883, loss_cls: 3.7832, loss: 3.7832 2024-07-25 03:50:15,184 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 2 days, 7:48:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5873, loss_cls: 3.7876, loss: 3.7876 2024-07-25 03:51:38,283 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 2 days, 7:46:45, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5933, loss_cls: 3.7649, loss: 3.7649 2024-07-25 03:53:00,184 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 2 days, 7:45:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.5989, loss_cls: 3.7617, loss: 3.7617 2024-07-25 03:54:21,883 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 2 days, 7:44:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3234, top5_acc: 0.5913, loss_cls: 3.8006, loss: 3.8006 2024-07-25 03:55:43,586 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 2 days, 7:42:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5986, loss_cls: 3.7883, loss: 3.7883 2024-07-25 03:57:04,687 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 2 days, 7:41:26, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.5950, loss_cls: 3.7845, loss: 3.7845 2024-07-25 03:58:26,517 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 2 days, 7:40:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5873, loss_cls: 3.8199, loss: 3.8199 2024-07-25 03:59:48,337 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 2 days, 7:38:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6062, loss_cls: 3.7296, loss: 3.7296 2024-07-25 04:01:09,661 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 2 days, 7:37:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3375, top5_acc: 0.5931, loss_cls: 3.7909, loss: 3.7909 2024-07-25 04:02:30,908 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 2 days, 7:36:07, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5878, loss_cls: 3.8008, loss: 3.8008 2024-07-25 04:03:52,634 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 2 days, 7:34:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.5927, loss_cls: 3.7971, loss: 3.7971 2024-07-25 04:05:14,541 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 2 days, 7:33:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3355, top5_acc: 0.5939, loss_cls: 3.7761, loss: 3.7761 2024-07-25 04:06:36,082 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 2 days, 7:32:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3333, top5_acc: 0.5928, loss_cls: 3.8118, loss: 3.8118 2024-07-25 04:07:57,221 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 2 days, 7:30:48, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3355, top5_acc: 0.5983, loss_cls: 3.7801, loss: 3.7801 2024-07-25 04:09:18,337 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 2 days, 7:29:28, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3336, top5_acc: 0.5928, loss_cls: 3.7768, loss: 3.7768 2024-07-25 04:10:40,048 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 2 days, 7:28:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3339, top5_acc: 0.5861, loss_cls: 3.8193, loss: 3.8193 2024-07-25 04:12:01,598 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 2 days, 7:26:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3406, top5_acc: 0.5981, loss_cls: 3.7580, loss: 3.7580 2024-07-25 04:13:23,397 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 2 days, 7:25:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3250, top5_acc: 0.5917, loss_cls: 3.8116, loss: 3.8116 2024-07-25 04:14:45,168 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 2 days, 7:24:10, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3402, top5_acc: 0.6041, loss_cls: 3.7442, loss: 3.7442 2024-07-25 04:16:06,611 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 2 days, 7:22:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3308, top5_acc: 0.5863, loss_cls: 3.8133, loss: 3.8133 2024-07-25 04:17:28,198 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 2 days, 7:21:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3364, top5_acc: 0.5964, loss_cls: 3.7767, loss: 3.7767 2024-07-25 04:18:49,815 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 2 days, 7:20:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3183, top5_acc: 0.5803, loss_cls: 3.8694, loss: 3.8694 2024-07-25 04:20:12,132 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 2 days, 7:18:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3366, top5_acc: 0.5895, loss_cls: 3.7983, loss: 3.7983 2024-07-25 04:20:51,662 - pyskl - INFO - Saving checkpoint at 84 epochs 2024-07-25 04:22:44,148 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 04:22:44,859 - pyskl - INFO - top1_acc 0.2758 top5_acc 0.5250 2024-07-25 04:22:44,859 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 04:22:44,902 - pyskl - INFO - mean_acc 0.2756 2024-07-25 04:22:44,907 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_79.pth was removed 2024-07-25 04:22:45,168 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2024-07-25 04:22:45,169 - pyskl - INFO - Best top1_acc is 0.2758 at 84 epoch. 2024-07-25 04:22:45,180 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2758, top5_acc: 0.5250, mean_class_accuracy: 0.2756 2024-07-25 04:26:43,417 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 2 days, 7:18:29, time: 2.382, data_time: 1.386, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6097, loss_cls: 3.7158, loss: 3.7158 2024-07-25 04:28:07,078 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 2 days, 7:17:11, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.3491, top5_acc: 0.5981, loss_cls: 3.7134, loss: 3.7134 2024-07-25 04:29:29,261 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 2 days, 7:15:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3456, top5_acc: 0.6014, loss_cls: 3.7185, loss: 3.7185 2024-07-25 04:30:51,783 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 2 days, 7:14:32, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3380, top5_acc: 0.5980, loss_cls: 3.7512, loss: 3.7512 2024-07-25 04:32:14,348 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 2 days, 7:13:13, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3303, top5_acc: 0.5887, loss_cls: 3.7807, loss: 3.7807 2024-07-25 04:33:35,894 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 2 days, 7:11:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3406, top5_acc: 0.5969, loss_cls: 3.7672, loss: 3.7672 2024-07-25 04:34:58,132 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 2 days, 7:10:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3569, top5_acc: 0.6081, loss_cls: 3.6543, loss: 3.6543 2024-07-25 04:36:20,562 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 2 days, 7:09:15, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5941, loss_cls: 3.7720, loss: 3.7720 2024-07-25 04:37:42,339 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 2 days, 7:07:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3264, top5_acc: 0.5884, loss_cls: 3.8225, loss: 3.8225 2024-07-25 04:39:03,754 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 2 days, 7:06:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5986, loss_cls: 3.7942, loss: 3.7942 2024-07-25 04:40:25,536 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 2 days, 7:05:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.5970, loss_cls: 3.7556, loss: 3.7556 2024-07-25 04:41:46,811 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 2 days, 7:03:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3369, top5_acc: 0.5917, loss_cls: 3.7856, loss: 3.7856 2024-07-25 04:43:08,650 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 2 days, 7:02:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5944, loss_cls: 3.7432, loss: 3.7432 2024-07-25 04:44:30,792 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 2 days, 7:01:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.5952, loss_cls: 3.7525, loss: 3.7525 2024-07-25 04:45:52,400 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 2 days, 6:59:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3312, top5_acc: 0.5917, loss_cls: 3.7848, loss: 3.7848 2024-07-25 04:47:14,551 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 2 days, 6:58:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3392, top5_acc: 0.5978, loss_cls: 3.7583, loss: 3.7583 2024-07-25 04:48:36,463 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 2 days, 6:57:18, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5942, loss_cls: 3.7790, loss: 3.7790 2024-07-25 04:49:58,181 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 2 days, 6:55:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6131, loss_cls: 3.7137, loss: 3.7137 2024-07-25 04:51:19,744 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 2 days, 6:54:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3320, top5_acc: 0.5913, loss_cls: 3.7942, loss: 3.7942 2024-07-25 04:52:41,041 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 2 days, 6:53:19, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5983, loss_cls: 3.7573, loss: 3.7573 2024-07-25 04:54:02,405 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 2 days, 6:51:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5992, loss_cls: 3.7847, loss: 3.7847 2024-07-25 04:55:24,651 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 2 days, 6:50:40, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.5902, loss_cls: 3.7537, loss: 3.7537 2024-07-25 04:56:45,996 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 2 days, 6:49:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5936, loss_cls: 3.7834, loss: 3.7834 2024-07-25 04:58:07,189 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 2 days, 6:48:00, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5913, loss_cls: 3.7957, loss: 3.7957 2024-07-25 04:59:28,448 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 2 days, 6:46:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5928, loss_cls: 3.8007, loss: 3.8007 2024-07-25 05:00:50,309 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 2 days, 6:45:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3269, top5_acc: 0.5887, loss_cls: 3.8319, loss: 3.8319 2024-07-25 05:02:12,020 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 2 days, 6:44:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3259, top5_acc: 0.5863, loss_cls: 3.8269, loss: 3.8269 2024-07-25 05:03:33,383 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 2 days, 6:42:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3402, top5_acc: 0.5992, loss_cls: 3.7850, loss: 3.7850 2024-07-25 05:04:54,758 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 2 days, 6:41:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3284, top5_acc: 0.5950, loss_cls: 3.7932, loss: 3.7932 2024-07-25 05:06:16,047 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 2 days, 6:40:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.5897, loss_cls: 3.7773, loss: 3.7773 2024-07-25 05:07:37,055 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 2 days, 6:38:40, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3395, top5_acc: 0.5995, loss_cls: 3.7495, loss: 3.7495 2024-07-25 05:08:58,322 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 2 days, 6:37:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3337, top5_acc: 0.5962, loss_cls: 3.7768, loss: 3.7768 2024-07-25 05:10:19,592 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 2 days, 6:36:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.6106, loss_cls: 3.7426, loss: 3.7426 2024-07-25 05:11:40,804 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 2 days, 6:34:40, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.5970, loss_cls: 3.7719, loss: 3.7719 2024-07-25 05:13:01,984 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 2 days, 6:33:20, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.6009, loss_cls: 3.7587, loss: 3.7587 2024-07-25 05:14:23,336 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 2 days, 6:32:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.5955, loss_cls: 3.7886, loss: 3.7886 2024-07-25 05:15:45,775 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 2 days, 6:30:41, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5972, loss_cls: 3.7434, loss: 3.7434 2024-07-25 05:16:25,209 - pyskl - INFO - Saving checkpoint at 85 epochs 2024-07-25 05:18:17,903 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 05:18:18,637 - pyskl - INFO - top1_acc 0.2578 top5_acc 0.5039 2024-07-25 05:18:18,637 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 05:18:18,678 - pyskl - INFO - mean_acc 0.2575 2024-07-25 05:18:18,690 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2578, top5_acc: 0.5039, mean_class_accuracy: 0.2575 2024-07-25 05:22:16,424 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 2 days, 6:30:15, time: 2.377, data_time: 1.394, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6125, loss_cls: 3.6921, loss: 3.6921 2024-07-25 05:23:38,965 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 2 days, 6:28:55, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6108, loss_cls: 3.6863, loss: 3.6863 2024-07-25 05:25:01,397 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 2 days, 6:27:36, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6153, loss_cls: 3.6846, loss: 3.6846 2024-07-25 05:26:23,798 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 2 days, 6:26:17, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3331, top5_acc: 0.6011, loss_cls: 3.7770, loss: 3.7770 2024-07-25 05:27:45,894 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 2 days, 6:24:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6016, loss_cls: 3.7154, loss: 3.7154 2024-07-25 05:29:07,689 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 2 days, 6:23:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3392, top5_acc: 0.6025, loss_cls: 3.7249, loss: 3.7249 2024-07-25 05:30:29,807 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 2 days, 6:22:18, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3384, top5_acc: 0.5959, loss_cls: 3.7808, loss: 3.7808 2024-07-25 05:31:51,049 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 2 days, 6:20:58, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.6059, loss_cls: 3.7153, loss: 3.7153 2024-07-25 05:33:12,603 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 2 days, 6:19:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5922, loss_cls: 3.7950, loss: 3.7950 2024-07-25 05:34:34,176 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 2 days, 6:18:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5892, loss_cls: 3.8061, loss: 3.8061 2024-07-25 05:35:55,822 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 2 days, 6:16:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.5962, loss_cls: 3.7482, loss: 3.7482 2024-07-25 05:37:17,230 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 2 days, 6:15:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3495, top5_acc: 0.6030, loss_cls: 3.7195, loss: 3.7195 2024-07-25 05:38:39,251 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 2 days, 6:14:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3384, top5_acc: 0.6045, loss_cls: 3.7427, loss: 3.7427 2024-07-25 05:40:01,790 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 2 days, 6:13:00, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.5933, loss_cls: 3.7346, loss: 3.7346 2024-07-25 05:41:23,358 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 2 days, 6:11:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3359, top5_acc: 0.5936, loss_cls: 3.7737, loss: 3.7737 2024-07-25 05:42:45,642 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 2 days, 6:10:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3392, top5_acc: 0.5928, loss_cls: 3.7551, loss: 3.7551 2024-07-25 05:44:07,693 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 2 days, 6:09:01, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3530, top5_acc: 0.5995, loss_cls: 3.7319, loss: 3.7319 2024-07-25 05:45:30,093 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 2 days, 6:07:42, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.5998, loss_cls: 3.7467, loss: 3.7467 2024-07-25 05:46:52,281 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 2 days, 6:06:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3311, top5_acc: 0.5945, loss_cls: 3.7821, loss: 3.7821 2024-07-25 05:48:13,727 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 2 days, 6:05:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.5919, loss_cls: 3.7614, loss: 3.7614 2024-07-25 05:49:35,003 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 2 days, 6:03:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3358, top5_acc: 0.5922, loss_cls: 3.7878, loss: 3.7878 2024-07-25 05:50:56,625 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 2 days, 6:02:22, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6086, loss_cls: 3.7043, loss: 3.7043 2024-07-25 05:52:18,223 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 2 days, 6:01:02, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3439, top5_acc: 0.5989, loss_cls: 3.7575, loss: 3.7575 2024-07-25 05:53:39,831 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 2 days, 5:59:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3348, top5_acc: 0.5891, loss_cls: 3.8014, loss: 3.8014 2024-07-25 05:55:01,867 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 2 days, 5:58:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3362, top5_acc: 0.5916, loss_cls: 3.7614, loss: 3.7614 2024-07-25 05:56:23,592 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 2 days, 5:57:03, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.5923, loss_cls: 3.7773, loss: 3.7773 2024-07-25 05:57:44,737 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 2 days, 5:55:43, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3373, top5_acc: 0.5989, loss_cls: 3.7284, loss: 3.7284 2024-07-25 05:59:05,981 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 2 days, 5:54:23, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3320, top5_acc: 0.5964, loss_cls: 3.7838, loss: 3.7838 2024-07-25 06:00:27,606 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 2 days, 5:53:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3367, top5_acc: 0.6011, loss_cls: 3.7551, loss: 3.7551 2024-07-25 06:01:49,099 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 2 days, 5:51:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3387, top5_acc: 0.5977, loss_cls: 3.7426, loss: 3.7426 2024-07-25 06:03:10,703 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 2 days, 5:50:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3283, top5_acc: 0.5917, loss_cls: 3.7897, loss: 3.7897 2024-07-25 06:04:32,173 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 2 days, 5:49:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6019, loss_cls: 3.7493, loss: 3.7493 2024-07-25 06:05:53,724 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 2 days, 5:47:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3292, top5_acc: 0.5962, loss_cls: 3.7802, loss: 3.7802 2024-07-25 06:07:15,337 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 2 days, 5:46:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3527, top5_acc: 0.6084, loss_cls: 3.7073, loss: 3.7073 2024-07-25 06:08:36,805 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 2 days, 5:45:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5931, loss_cls: 3.7864, loss: 3.7864 2024-07-25 06:09:58,905 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 2 days, 5:43:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.5988, loss_cls: 3.7232, loss: 3.7232 2024-07-25 06:11:20,770 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 2 days, 5:42:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3478, top5_acc: 0.5934, loss_cls: 3.7772, loss: 3.7772 2024-07-25 06:11:59,853 - pyskl - INFO - Saving checkpoint at 86 epochs 2024-07-25 06:13:52,687 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 06:13:53,366 - pyskl - INFO - top1_acc 0.2709 top5_acc 0.5138 2024-07-25 06:13:53,366 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 06:13:53,407 - pyskl - INFO - mean_acc 0.2707 2024-07-25 06:13:53,419 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2709, top5_acc: 0.5138, mean_class_accuracy: 0.2707 2024-07-25 06:17:48,939 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 2 days, 5:41:54, time: 2.355, data_time: 1.368, memory: 15990, top1_acc: 0.3480, top5_acc: 0.6053, loss_cls: 3.7001, loss: 3.7001 2024-07-25 06:19:10,900 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 2 days, 5:40:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3478, top5_acc: 0.6062, loss_cls: 3.7048, loss: 3.7048 2024-07-25 06:20:32,683 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 2 days, 5:39:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3397, top5_acc: 0.5936, loss_cls: 3.7498, loss: 3.7498 2024-07-25 06:21:54,300 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 2 days, 5:37:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.6031, loss_cls: 3.7230, loss: 3.7230 2024-07-25 06:23:16,736 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 2 days, 5:36:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6073, loss_cls: 3.7216, loss: 3.7216 2024-07-25 06:24:38,465 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 2 days, 5:35:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6044, loss_cls: 3.6975, loss: 3.6975 2024-07-25 06:26:00,640 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 2 days, 5:33:55, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6062, loss_cls: 3.7152, loss: 3.7152 2024-07-25 06:27:22,623 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 2 days, 5:32:36, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.5964, loss_cls: 3.7562, loss: 3.7562 2024-07-25 06:28:44,607 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 2 days, 5:31:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3392, top5_acc: 0.6022, loss_cls: 3.7360, loss: 3.7360 2024-07-25 06:30:06,200 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 2 days, 5:29:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3428, top5_acc: 0.5992, loss_cls: 3.7031, loss: 3.7031 2024-07-25 06:31:27,860 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 2 days, 5:28:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.6019, loss_cls: 3.7462, loss: 3.7462 2024-07-25 06:32:49,302 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 2 days, 5:27:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3369, top5_acc: 0.6006, loss_cls: 3.7516, loss: 3.7516 2024-07-25 06:34:10,622 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 2 days, 5:25:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3533, top5_acc: 0.6094, loss_cls: 3.6723, loss: 3.6723 2024-07-25 06:35:32,894 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 2 days, 5:24:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.6025, loss_cls: 3.7248, loss: 3.7248 2024-07-25 06:36:54,024 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 2 days, 5:23:16, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.6041, loss_cls: 3.7563, loss: 3.7563 2024-07-25 06:38:16,405 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 2 days, 5:21:56, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.6034, loss_cls: 3.7497, loss: 3.7497 2024-07-25 06:39:38,753 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 2 days, 5:20:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.6081, loss_cls: 3.7236, loss: 3.7236 2024-07-25 06:41:00,585 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 2 days, 5:19:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.6009, loss_cls: 3.7421, loss: 3.7421 2024-07-25 06:42:23,044 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 2 days, 5:17:58, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.5989, loss_cls: 3.7543, loss: 3.7543 2024-07-25 06:43:45,134 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 2 days, 5:16:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.6000, loss_cls: 3.7331, loss: 3.7331 2024-07-25 06:45:07,543 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 2 days, 5:15:19, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3341, top5_acc: 0.5914, loss_cls: 3.7842, loss: 3.7842 2024-07-25 06:46:29,009 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 2 days, 5:13:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.5970, loss_cls: 3.7844, loss: 3.7844 2024-07-25 06:47:50,541 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 2 days, 5:12:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6058, loss_cls: 3.7262, loss: 3.7262 2024-07-25 06:49:12,582 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 2 days, 5:11:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3350, top5_acc: 0.5966, loss_cls: 3.8080, loss: 3.8080 2024-07-25 06:50:34,729 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 2 days, 5:09:59, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3406, top5_acc: 0.6034, loss_cls: 3.7303, loss: 3.7303 2024-07-25 06:51:56,557 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 2 days, 5:08:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6070, loss_cls: 3.7230, loss: 3.7230 2024-07-25 06:53:18,100 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 2 days, 5:07:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3434, top5_acc: 0.5942, loss_cls: 3.7862, loss: 3.7862 2024-07-25 06:54:39,671 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 2 days, 5:05:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5952, loss_cls: 3.7299, loss: 3.7299 2024-07-25 06:56:01,120 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 2 days, 5:04:39, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6033, loss_cls: 3.7384, loss: 3.7384 2024-07-25 06:57:22,935 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 2 days, 5:03:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.6056, loss_cls: 3.7283, loss: 3.7283 2024-07-25 06:58:44,311 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 2 days, 5:01:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6036, loss_cls: 3.7387, loss: 3.7387 2024-07-25 07:00:06,202 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 2 days, 5:00:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3366, top5_acc: 0.5889, loss_cls: 3.7856, loss: 3.7856 2024-07-25 07:01:27,654 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 2 days, 4:59:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3436, top5_acc: 0.5961, loss_cls: 3.7206, loss: 3.7206 2024-07-25 07:02:48,817 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 2 days, 4:57:59, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.5905, loss_cls: 3.7893, loss: 3.7893 2024-07-25 07:04:10,217 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 2 days, 4:56:39, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3334, top5_acc: 0.5984, loss_cls: 3.7779, loss: 3.7779 2024-07-25 07:05:31,876 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 2 days, 4:55:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3416, top5_acc: 0.5934, loss_cls: 3.7515, loss: 3.7515 2024-07-25 07:06:53,755 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 2 days, 4:53:59, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3439, top5_acc: 0.5955, loss_cls: 3.7598, loss: 3.7598 2024-07-25 07:07:33,021 - pyskl - INFO - Saving checkpoint at 87 epochs 2024-07-25 07:09:25,469 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 07:09:26,266 - pyskl - INFO - top1_acc 0.2686 top5_acc 0.5153 2024-07-25 07:09:26,267 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 07:09:26,315 - pyskl - INFO - mean_acc 0.2683 2024-07-25 07:09:26,329 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2686, top5_acc: 0.5153, mean_class_accuracy: 0.2683 2024-07-25 07:13:20,815 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 2 days, 4:53:26, time: 2.345, data_time: 1.350, memory: 15990, top1_acc: 0.3516, top5_acc: 0.6139, loss_cls: 3.6471, loss: 3.6471 2024-07-25 07:14:44,148 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 2 days, 4:52:07, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3411, top5_acc: 0.6016, loss_cls: 3.7266, loss: 3.7266 2024-07-25 07:16:06,878 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 2 days, 4:50:48, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6230, loss_cls: 3.6277, loss: 3.6277 2024-07-25 07:17:29,232 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 2 days, 4:49:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.5995, loss_cls: 3.7142, loss: 3.7142 2024-07-25 07:18:51,752 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 2 days, 4:48:09, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3345, top5_acc: 0.5947, loss_cls: 3.7839, loss: 3.7839 2024-07-25 07:20:14,027 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 2 days, 4:46:49, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.5975, loss_cls: 3.7303, loss: 3.7303 2024-07-25 07:21:35,962 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 2 days, 4:45:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3478, top5_acc: 0.6058, loss_cls: 3.6978, loss: 3.6978 2024-07-25 07:22:58,066 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 2 days, 4:44:10, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.5989, loss_cls: 3.7486, loss: 3.7486 2024-07-25 07:24:20,300 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 2 days, 4:42:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6073, loss_cls: 3.7111, loss: 3.7111 2024-07-25 07:25:42,136 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 2 days, 4:41:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.6062, loss_cls: 3.7115, loss: 3.7115 2024-07-25 07:27:04,369 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 2 days, 4:40:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6177, loss_cls: 3.6719, loss: 3.6719 2024-07-25 07:28:26,014 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 2 days, 4:38:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3369, top5_acc: 0.6042, loss_cls: 3.7231, loss: 3.7231 2024-07-25 07:29:47,784 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 2 days, 4:37:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3480, top5_acc: 0.6134, loss_cls: 3.6588, loss: 3.6588 2024-07-25 07:31:10,230 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 2 days, 4:36:11, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3456, top5_acc: 0.6080, loss_cls: 3.7242, loss: 3.7242 2024-07-25 07:32:31,377 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 2 days, 4:34:50, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3428, top5_acc: 0.6136, loss_cls: 3.7029, loss: 3.7029 2024-07-25 07:33:54,205 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 2 days, 4:33:31, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3458, top5_acc: 0.6031, loss_cls: 3.7360, loss: 3.7360 2024-07-25 07:35:16,378 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 2 days, 4:32:12, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3370, top5_acc: 0.6050, loss_cls: 3.7630, loss: 3.7630 2024-07-25 07:36:38,337 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 2 days, 4:30:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3541, top5_acc: 0.6103, loss_cls: 3.6936, loss: 3.6936 2024-07-25 07:38:00,638 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 2 days, 4:29:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.6033, loss_cls: 3.7295, loss: 3.7295 2024-07-25 07:39:22,003 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 2 days, 4:28:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3403, top5_acc: 0.5953, loss_cls: 3.7608, loss: 3.7608 2024-07-25 07:40:43,473 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 2 days, 4:26:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3395, top5_acc: 0.6008, loss_cls: 3.7474, loss: 3.7474 2024-07-25 07:42:05,203 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 2 days, 4:25:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.5959, loss_cls: 3.7576, loss: 3.7576 2024-07-25 07:43:26,365 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 2 days, 4:24:11, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.5986, loss_cls: 3.7386, loss: 3.7386 2024-07-25 07:44:47,795 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 2 days, 4:22:51, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.5994, loss_cls: 3.7512, loss: 3.7512 2024-07-25 07:46:09,496 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 2 days, 4:21:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3398, top5_acc: 0.5994, loss_cls: 3.7330, loss: 3.7330 2024-07-25 07:47:30,501 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 2 days, 4:20:10, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3337, top5_acc: 0.6084, loss_cls: 3.7495, loss: 3.7495 2024-07-25 07:48:51,858 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 2 days, 4:18:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3316, top5_acc: 0.5983, loss_cls: 3.7643, loss: 3.7643 2024-07-25 07:50:13,481 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 2 days, 4:17:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6097, loss_cls: 3.7131, loss: 3.7131 2024-07-25 07:51:34,692 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 2 days, 4:16:10, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3445, top5_acc: 0.5983, loss_cls: 3.7435, loss: 3.7435 2024-07-25 07:52:56,647 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 2 days, 4:14:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3463, top5_acc: 0.6091, loss_cls: 3.7238, loss: 3.7238 2024-07-25 07:54:18,146 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 2 days, 4:13:30, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3277, top5_acc: 0.5853, loss_cls: 3.8199, loss: 3.8199 2024-07-25 07:55:39,718 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 2 days, 4:12:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3516, top5_acc: 0.6073, loss_cls: 3.7189, loss: 3.7189 2024-07-25 07:57:01,326 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 2 days, 4:10:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3353, top5_acc: 0.5938, loss_cls: 3.7717, loss: 3.7717 2024-07-25 07:58:23,386 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 2 days, 4:09:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6034, loss_cls: 3.7436, loss: 3.7436 2024-07-25 07:59:45,345 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 2 days, 4:08:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3444, top5_acc: 0.6044, loss_cls: 3.7512, loss: 3.7512 2024-07-25 08:01:08,239 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 2 days, 4:06:51, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.6064, loss_cls: 3.7254, loss: 3.7254 2024-07-25 08:02:29,809 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 2 days, 4:05:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3466, top5_acc: 0.6036, loss_cls: 3.7197, loss: 3.7197 2024-07-25 08:03:08,940 - pyskl - INFO - Saving checkpoint at 88 epochs 2024-07-25 08:05:01,999 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 08:05:02,705 - pyskl - INFO - top1_acc 0.2778 top5_acc 0.5241 2024-07-25 08:05:02,705 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 08:05:02,757 - pyskl - INFO - mean_acc 0.2775 2024-07-25 08:05:02,762 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_84.pth was removed 2024-07-25 08:05:03,078 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2024-07-25 08:05:03,079 - pyskl - INFO - Best top1_acc is 0.2778 at 88 epoch. 2024-07-25 08:05:03,103 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2778, top5_acc: 0.5241, mean_class_accuracy: 0.2775 2024-07-25 08:08:57,624 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 2 days, 4:04:55, time: 2.345, data_time: 1.343, memory: 15990, top1_acc: 0.3617, top5_acc: 0.6280, loss_cls: 3.5855, loss: 3.5855 2024-07-25 08:10:19,503 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 2 days, 4:03:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3328, top5_acc: 0.6048, loss_cls: 3.7149, loss: 3.7149 2024-07-25 08:11:40,786 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 2 days, 4:02:14, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6258, loss_cls: 3.6537, loss: 3.6537 2024-07-25 08:13:02,322 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 2 days, 4:00:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3519, top5_acc: 0.6084, loss_cls: 3.6796, loss: 3.6796 2024-07-25 08:14:23,890 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 2 days, 3:59:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3495, top5_acc: 0.6170, loss_cls: 3.6836, loss: 3.6836 2024-07-25 08:15:45,438 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 2 days, 3:58:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3603, top5_acc: 0.6175, loss_cls: 3.6506, loss: 3.6506 2024-07-25 08:17:06,996 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 2 days, 3:56:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.6025, loss_cls: 3.6870, loss: 3.6870 2024-07-25 08:18:28,866 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 2 days, 3:55:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3453, top5_acc: 0.6094, loss_cls: 3.6865, loss: 3.6865 2024-07-25 08:19:50,076 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 2 days, 3:54:13, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3483, top5_acc: 0.6148, loss_cls: 3.6883, loss: 3.6883 2024-07-25 08:21:11,408 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 2 days, 3:52:53, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3492, top5_acc: 0.5956, loss_cls: 3.6975, loss: 3.6975 2024-07-25 08:22:32,966 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 2 days, 3:51:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.6008, loss_cls: 3.7207, loss: 3.7207 2024-07-25 08:23:53,979 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 2 days, 3:50:12, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3433, top5_acc: 0.5969, loss_cls: 3.7405, loss: 3.7405 2024-07-25 08:25:15,977 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 2 days, 3:48:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6152, loss_cls: 3.6722, loss: 3.6722 2024-07-25 08:26:37,256 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 2 days, 3:47:32, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3464, top5_acc: 0.6036, loss_cls: 3.7208, loss: 3.7208 2024-07-25 08:27:59,306 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 2 days, 3:46:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3459, top5_acc: 0.6084, loss_cls: 3.7057, loss: 3.7057 2024-07-25 08:29:21,542 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 2 days, 3:44:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.5997, loss_cls: 3.7368, loss: 3.7368 2024-07-25 08:30:43,349 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 2 days, 3:43:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.6067, loss_cls: 3.7477, loss: 3.7477 2024-07-25 08:32:05,928 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 2 days, 3:42:12, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3428, top5_acc: 0.6022, loss_cls: 3.7264, loss: 3.7264 2024-07-25 08:33:27,886 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 2 days, 3:40:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3436, top5_acc: 0.6053, loss_cls: 3.7390, loss: 3.7390 2024-07-25 08:34:49,609 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 2 days, 3:39:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.5997, loss_cls: 3.7118, loss: 3.7118 2024-07-25 08:36:11,458 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 2 days, 3:38:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6044, loss_cls: 3.7570, loss: 3.7570 2024-07-25 08:37:33,482 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 2 days, 3:36:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3378, top5_acc: 0.6027, loss_cls: 3.7399, loss: 3.7399 2024-07-25 08:38:55,200 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 2 days, 3:35:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3492, top5_acc: 0.6136, loss_cls: 3.6713, loss: 3.6713 2024-07-25 08:40:16,891 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 2 days, 3:34:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6039, loss_cls: 3.7197, loss: 3.7197 2024-07-25 08:41:38,502 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 2 days, 3:32:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3491, top5_acc: 0.6033, loss_cls: 3.7240, loss: 3.7240 2024-07-25 08:42:59,734 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 2 days, 3:31:31, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6000, loss_cls: 3.7314, loss: 3.7314 2024-07-25 08:44:21,057 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 2 days, 3:30:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6047, loss_cls: 3.7138, loss: 3.7138 2024-07-25 08:45:42,874 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 2 days, 3:28:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3394, top5_acc: 0.5945, loss_cls: 3.7732, loss: 3.7732 2024-07-25 08:47:04,307 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 2 days, 3:27:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.5964, loss_cls: 3.7286, loss: 3.7286 2024-07-25 08:48:25,808 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 2 days, 3:26:10, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3352, top5_acc: 0.6059, loss_cls: 3.7364, loss: 3.7364 2024-07-25 08:49:47,589 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 2 days, 3:24:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.6053, loss_cls: 3.7119, loss: 3.7119 2024-07-25 08:51:09,560 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 2 days, 3:23:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3333, top5_acc: 0.6019, loss_cls: 3.7408, loss: 3.7408 2024-07-25 08:52:30,989 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 2 days, 3:22:10, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.6095, loss_cls: 3.6916, loss: 3.6916 2024-07-25 08:53:52,538 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 2 days, 3:20:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3400, top5_acc: 0.6009, loss_cls: 3.7373, loss: 3.7373 2024-07-25 08:55:14,452 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 2 days, 3:19:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3516, top5_acc: 0.6073, loss_cls: 3.7372, loss: 3.7372 2024-07-25 08:56:36,074 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 2 days, 3:18:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6117, loss_cls: 3.7004, loss: 3.7004 2024-07-25 08:57:58,053 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 2 days, 3:16:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3436, top5_acc: 0.5969, loss_cls: 3.7557, loss: 3.7557 2024-07-25 08:58:37,562 - pyskl - INFO - Saving checkpoint at 89 epochs 2024-07-25 09:00:30,445 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 09:00:31,262 - pyskl - INFO - top1_acc 0.2866 top5_acc 0.5352 2024-07-25 09:00:31,262 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 09:00:31,307 - pyskl - INFO - mean_acc 0.2861 2024-07-25 09:00:31,312 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_88.pth was removed 2024-07-25 09:00:31,568 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. 2024-07-25 09:00:31,569 - pyskl - INFO - Best top1_acc is 0.2866 at 89 epoch. 2024-07-25 09:00:31,582 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2866, top5_acc: 0.5352, mean_class_accuracy: 0.2861 2024-07-25 09:04:30,370 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 2 days, 3:16:15, time: 2.388, data_time: 1.394, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6211, loss_cls: 3.6219, loss: 3.6219 2024-07-25 09:05:52,995 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 2 days, 3:14:55, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3423, top5_acc: 0.6134, loss_cls: 3.6962, loss: 3.6962 2024-07-25 09:07:14,817 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 2 days, 3:13:35, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6145, loss_cls: 3.6836, loss: 3.6836 2024-07-25 09:08:36,990 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 2 days, 3:12:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3473, top5_acc: 0.6209, loss_cls: 3.6381, loss: 3.6381 2024-07-25 09:09:58,947 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 2 days, 3:10:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6136, loss_cls: 3.6766, loss: 3.6766 2024-07-25 09:11:20,564 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 2 days, 3:09:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3475, top5_acc: 0.6131, loss_cls: 3.6752, loss: 3.6752 2024-07-25 09:12:42,828 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 2 days, 3:08:15, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3520, top5_acc: 0.6095, loss_cls: 3.6863, loss: 3.6863 2024-07-25 09:14:04,488 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 2 days, 3:06:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3488, top5_acc: 0.6164, loss_cls: 3.6752, loss: 3.6752 2024-07-25 09:15:25,718 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 2 days, 3:05:34, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6098, loss_cls: 3.6825, loss: 3.6825 2024-07-25 09:16:47,535 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 2 days, 3:04:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3409, top5_acc: 0.6053, loss_cls: 3.7207, loss: 3.7207 2024-07-25 09:18:08,790 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 2 days, 3:02:53, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6062, loss_cls: 3.7150, loss: 3.7150 2024-07-25 09:19:30,099 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 2 days, 3:01:33, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3447, top5_acc: 0.6033, loss_cls: 3.7206, loss: 3.7206 2024-07-25 09:20:51,532 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 2 days, 3:00:13, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6148, loss_cls: 3.6826, loss: 3.6826 2024-07-25 09:22:13,294 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 2 days, 2:58:52, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.6052, loss_cls: 3.7428, loss: 3.7428 2024-07-25 09:23:35,197 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 2 days, 2:57:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3591, top5_acc: 0.6189, loss_cls: 3.6498, loss: 3.6498 2024-07-25 09:24:57,733 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 2 days, 2:56:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3527, top5_acc: 0.6059, loss_cls: 3.7119, loss: 3.7119 2024-07-25 09:26:19,115 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 2 days, 2:54:52, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3494, top5_acc: 0.6086, loss_cls: 3.6978, loss: 3.6978 2024-07-25 09:27:41,353 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 2 days, 2:53:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3441, top5_acc: 0.6023, loss_cls: 3.7586, loss: 3.7586 2024-07-25 09:29:03,522 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 2 days, 2:52:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3439, top5_acc: 0.6116, loss_cls: 3.7047, loss: 3.7047 2024-07-25 09:30:25,550 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 2 days, 2:50:53, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3469, top5_acc: 0.6078, loss_cls: 3.6935, loss: 3.6935 2024-07-25 09:31:47,256 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 2 days, 2:49:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3467, top5_acc: 0.6061, loss_cls: 3.7155, loss: 3.7155 2024-07-25 09:33:08,568 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 2 days, 2:48:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3530, top5_acc: 0.6109, loss_cls: 3.6904, loss: 3.6904 2024-07-25 09:34:30,160 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 2 days, 2:46:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3389, top5_acc: 0.5950, loss_cls: 3.7426, loss: 3.7426 2024-07-25 09:35:51,731 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 2 days, 2:45:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6039, loss_cls: 3.7029, loss: 3.7029 2024-07-25 09:37:13,492 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 2 days, 2:44:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3391, top5_acc: 0.6016, loss_cls: 3.7285, loss: 3.7285 2024-07-25 09:38:34,854 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 2 days, 2:42:51, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3572, top5_acc: 0.6062, loss_cls: 3.6792, loss: 3.6792 2024-07-25 09:39:57,487 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 2 days, 2:41:31, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3563, top5_acc: 0.6131, loss_cls: 3.7130, loss: 3.7130 2024-07-25 09:41:19,323 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 2 days, 2:40:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6125, loss_cls: 3.7014, loss: 3.7014 2024-07-25 09:42:40,882 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 2 days, 2:38:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3431, top5_acc: 0.5988, loss_cls: 3.7100, loss: 3.7100 2024-07-25 09:44:02,275 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 2 days, 2:37:30, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3438, top5_acc: 0.6002, loss_cls: 3.7506, loss: 3.7506 2024-07-25 09:45:23,836 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 2 days, 2:36:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3545, top5_acc: 0.6048, loss_cls: 3.6958, loss: 3.6958 2024-07-25 09:46:45,504 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 2 days, 2:34:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6062, loss_cls: 3.7135, loss: 3.7135 2024-07-25 09:48:06,878 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 2 days, 2:33:29, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6114, loss_cls: 3.6604, loss: 3.6604 2024-07-25 09:49:28,721 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 2 days, 2:32:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3480, top5_acc: 0.5994, loss_cls: 3.7150, loss: 3.7150 2024-07-25 09:50:50,629 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 2 days, 2:30:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6058, loss_cls: 3.7063, loss: 3.7063 2024-07-25 09:52:12,424 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 2 days, 2:29:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6091, loss_cls: 3.6779, loss: 3.6779 2024-07-25 09:53:33,774 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 2 days, 2:28:08, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3434, top5_acc: 0.6023, loss_cls: 3.7417, loss: 3.7417 2024-07-25 09:54:13,241 - pyskl - INFO - Saving checkpoint at 90 epochs 2024-07-25 09:56:06,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 09:56:07,776 - pyskl - INFO - top1_acc 0.2884 top5_acc 0.5452 2024-07-25 09:56:07,777 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 09:56:07,827 - pyskl - INFO - mean_acc 0.2881 2024-07-25 09:56:07,832 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_89.pth was removed 2024-07-25 09:56:08,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. 2024-07-25 09:56:08,114 - pyskl - INFO - Best top1_acc is 0.2884 at 90 epoch. 2024-07-25 09:56:08,127 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2884, top5_acc: 0.5452, mean_class_accuracy: 0.2881 2024-07-25 10:00:05,785 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 2 days, 2:27:30, time: 2.376, data_time: 1.390, memory: 15990, top1_acc: 0.3672, top5_acc: 0.6275, loss_cls: 3.5815, loss: 3.5815 2024-07-25 10:01:27,804 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 2 days, 2:26:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3581, top5_acc: 0.6197, loss_cls: 3.6350, loss: 3.6350 2024-07-25 10:02:50,203 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 2 days, 2:24:50, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6211, loss_cls: 3.6321, loss: 3.6321 2024-07-25 10:04:12,133 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 2 days, 2:23:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6122, loss_cls: 3.6598, loss: 3.6598 2024-07-25 10:05:33,998 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 2 days, 2:22:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3539, top5_acc: 0.6131, loss_cls: 3.6640, loss: 3.6640 2024-07-25 10:06:56,247 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 2 days, 2:20:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6217, loss_cls: 3.6410, loss: 3.6410 2024-07-25 10:08:18,520 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 2 days, 2:19:30, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6148, loss_cls: 3.6841, loss: 3.6841 2024-07-25 10:09:40,231 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 2 days, 2:18:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3414, top5_acc: 0.6120, loss_cls: 3.7029, loss: 3.7029 2024-07-25 10:11:01,841 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 2 days, 2:16:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3483, top5_acc: 0.6127, loss_cls: 3.6942, loss: 3.6942 2024-07-25 10:12:23,391 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 2 days, 2:15:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6102, loss_cls: 3.6649, loss: 3.6649 2024-07-25 10:13:45,629 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 2 days, 2:14:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3469, top5_acc: 0.6105, loss_cls: 3.6816, loss: 3.6816 2024-07-25 10:15:07,470 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 2 days, 2:12:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6089, loss_cls: 3.7024, loss: 3.7024 2024-07-25 10:16:28,700 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 2 days, 2:11:28, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3405, top5_acc: 0.6042, loss_cls: 3.7329, loss: 3.7329 2024-07-25 10:17:50,055 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 2 days, 2:10:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6095, loss_cls: 3.6645, loss: 3.6645 2024-07-25 10:19:12,456 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 2 days, 2:08:48, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3461, top5_acc: 0.6075, loss_cls: 3.7328, loss: 3.7328 2024-07-25 10:20:35,135 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 2 days, 2:07:28, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3530, top5_acc: 0.6183, loss_cls: 3.6576, loss: 3.6576 2024-07-25 10:21:57,287 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 2 days, 2:06:08, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3652, top5_acc: 0.6147, loss_cls: 3.6649, loss: 3.6649 2024-07-25 10:23:19,215 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 2 days, 2:04:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3591, top5_acc: 0.6173, loss_cls: 3.6555, loss: 3.6555 2024-07-25 10:24:40,895 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 2 days, 2:03:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3514, top5_acc: 0.6075, loss_cls: 3.7015, loss: 3.7015 2024-07-25 10:26:02,413 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 2 days, 2:02:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3458, top5_acc: 0.6042, loss_cls: 3.7055, loss: 3.7055 2024-07-25 10:27:23,888 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 2 days, 2:00:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6245, loss_cls: 3.6401, loss: 3.6401 2024-07-25 10:28:45,168 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 2 days, 1:59:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3494, top5_acc: 0.6109, loss_cls: 3.6757, loss: 3.6757 2024-07-25 10:30:06,925 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 2 days, 1:58:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6139, loss_cls: 3.6619, loss: 3.6619 2024-07-25 10:31:28,591 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 2 days, 1:56:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3434, top5_acc: 0.6033, loss_cls: 3.7246, loss: 3.7246 2024-07-25 10:32:49,975 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 2 days, 1:55:25, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6088, loss_cls: 3.7008, loss: 3.7008 2024-07-25 10:34:11,936 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 2 days, 1:54:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3552, top5_acc: 0.6170, loss_cls: 3.6544, loss: 3.6544 2024-07-25 10:35:33,827 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 2 days, 1:52:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3539, top5_acc: 0.6062, loss_cls: 3.7228, loss: 3.7228 2024-07-25 10:36:55,136 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 2 days, 1:51:24, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3420, top5_acc: 0.6044, loss_cls: 3.7206, loss: 3.7206 2024-07-25 10:38:16,678 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 2 days, 1:50:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6127, loss_cls: 3.6657, loss: 3.6657 2024-07-25 10:39:38,181 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 2 days, 1:48:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3419, top5_acc: 0.6027, loss_cls: 3.7304, loss: 3.7304 2024-07-25 10:41:00,263 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 2 days, 1:47:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3636, top5_acc: 0.6206, loss_cls: 3.6578, loss: 3.6578 2024-07-25 10:42:21,901 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 2 days, 1:46:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3436, top5_acc: 0.5966, loss_cls: 3.7497, loss: 3.7497 2024-07-25 10:43:43,240 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 2 days, 1:44:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6098, loss_cls: 3.6853, loss: 3.6853 2024-07-25 10:45:04,411 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 2 days, 1:43:21, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.6081, loss_cls: 3.6992, loss: 3.6992 2024-07-25 10:46:25,844 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 2 days, 1:42:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3569, top5_acc: 0.6147, loss_cls: 3.6333, loss: 3.6333 2024-07-25 10:47:48,049 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 2 days, 1:40:41, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6028, loss_cls: 3.6868, loss: 3.6868 2024-07-25 10:49:09,564 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 2 days, 1:39:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3381, top5_acc: 0.5984, loss_cls: 3.7375, loss: 3.7375 2024-07-25 10:49:49,318 - pyskl - INFO - Saving checkpoint at 91 epochs 2024-07-25 10:51:41,717 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 10:51:42,462 - pyskl - INFO - top1_acc 0.2943 top5_acc 0.5434 2024-07-25 10:51:42,462 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 10:51:42,513 - pyskl - INFO - mean_acc 0.2941 2024-07-25 10:51:42,518 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_90.pth was removed 2024-07-25 10:51:42,793 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. 2024-07-25 10:51:42,794 - pyskl - INFO - Best top1_acc is 0.2943 at 91 epoch. 2024-07-25 10:51:42,807 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2943, top5_acc: 0.5434, mean_class_accuracy: 0.2941 2024-07-25 10:55:38,517 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 2 days, 1:38:39, time: 2.357, data_time: 1.379, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6261, loss_cls: 3.6136, loss: 3.6136 2024-07-25 10:57:00,999 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 2 days, 1:37:19, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6250, loss_cls: 3.5952, loss: 3.5952 2024-07-25 10:58:22,977 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 2 days, 1:35:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3555, top5_acc: 0.6133, loss_cls: 3.6495, loss: 3.6495 2024-07-25 10:59:44,488 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 2 days, 1:34:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6177, loss_cls: 3.6246, loss: 3.6246 2024-07-25 11:01:06,883 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 2 days, 1:33:18, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3553, top5_acc: 0.6156, loss_cls: 3.6617, loss: 3.6617 2024-07-25 11:02:28,446 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 2 days, 1:31:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3448, top5_acc: 0.6106, loss_cls: 3.6827, loss: 3.6827 2024-07-25 11:03:50,219 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 2 days, 1:30:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3594, top5_acc: 0.6189, loss_cls: 3.6482, loss: 3.6482 2024-07-25 11:05:11,686 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 2 days, 1:29:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3620, top5_acc: 0.6230, loss_cls: 3.6117, loss: 3.6117 2024-07-25 11:06:33,016 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 2 days, 1:27:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3481, top5_acc: 0.6109, loss_cls: 3.6937, loss: 3.6937 2024-07-25 11:07:54,339 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 2 days, 1:26:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6136, loss_cls: 3.6618, loss: 3.6618 2024-07-25 11:09:15,636 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 2 days, 1:25:15, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3489, top5_acc: 0.6139, loss_cls: 3.6739, loss: 3.6739 2024-07-25 11:10:37,139 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 2 days, 1:23:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3541, top5_acc: 0.6105, loss_cls: 3.6571, loss: 3.6571 2024-07-25 11:11:59,021 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 2 days, 1:22:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6106, loss_cls: 3.6776, loss: 3.6776 2024-07-25 11:13:20,122 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 2 days, 1:21:13, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3511, top5_acc: 0.6089, loss_cls: 3.6668, loss: 3.6668 2024-07-25 11:14:41,747 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 2 days, 1:19:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3495, top5_acc: 0.6128, loss_cls: 3.6724, loss: 3.6724 2024-07-25 11:16:04,252 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 2 days, 1:18:33, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3458, top5_acc: 0.6144, loss_cls: 3.6366, loss: 3.6366 2024-07-25 11:17:26,258 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 2 days, 1:17:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3520, top5_acc: 0.6088, loss_cls: 3.6813, loss: 3.6813 2024-07-25 11:18:48,885 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 2 days, 1:15:53, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3556, top5_acc: 0.6150, loss_cls: 3.6779, loss: 3.6779 2024-07-25 11:20:11,251 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 2 days, 1:14:33, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6130, loss_cls: 3.6993, loss: 3.6993 2024-07-25 11:21:33,317 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 2 days, 1:13:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3478, top5_acc: 0.6030, loss_cls: 3.7274, loss: 3.7274 2024-07-25 11:22:55,659 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 2 days, 1:11:53, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3534, top5_acc: 0.6116, loss_cls: 3.6896, loss: 3.6896 2024-07-25 11:24:18,140 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 2 days, 1:10:33, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6081, loss_cls: 3.6597, loss: 3.6597 2024-07-25 11:25:39,713 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 2 days, 1:09:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6089, loss_cls: 3.6830, loss: 3.6830 2024-07-25 11:27:01,134 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 2 days, 1:07:52, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3509, top5_acc: 0.6191, loss_cls: 3.6582, loss: 3.6582 2024-07-25 11:28:22,642 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 2 days, 1:06:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3472, top5_acc: 0.6080, loss_cls: 3.6819, loss: 3.6819 2024-07-25 11:29:43,707 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 2 days, 1:05:11, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3442, top5_acc: 0.6159, loss_cls: 3.6994, loss: 3.6994 2024-07-25 11:31:05,216 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 2 days, 1:03:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3533, top5_acc: 0.6036, loss_cls: 3.6951, loss: 3.6951 2024-07-25 11:32:27,034 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 2 days, 1:02:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3412, top5_acc: 0.6005, loss_cls: 3.7326, loss: 3.7326 2024-07-25 11:33:48,305 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 2 days, 1:01:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6156, loss_cls: 3.6361, loss: 3.6361 2024-07-25 11:35:09,676 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 2 days, 0:59:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6177, loss_cls: 3.6396, loss: 3.6396 2024-07-25 11:36:31,781 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 2 days, 0:58:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3616, top5_acc: 0.6134, loss_cls: 3.6699, loss: 3.6699 2024-07-25 11:37:53,479 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 2 days, 0:57:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3533, top5_acc: 0.6019, loss_cls: 3.7159, loss: 3.7159 2024-07-25 11:39:14,655 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 2 days, 0:55:47, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3527, top5_acc: 0.6112, loss_cls: 3.6731, loss: 3.6731 2024-07-25 11:40:36,147 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 2 days, 0:54:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6112, loss_cls: 3.6775, loss: 3.6775 2024-07-25 11:41:57,686 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 2 days, 0:53:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3623, top5_acc: 0.6181, loss_cls: 3.6596, loss: 3.6596 2024-07-25 11:43:19,247 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 2 days, 0:51:46, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3500, top5_acc: 0.6094, loss_cls: 3.6727, loss: 3.6727 2024-07-25 11:44:40,778 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 2 days, 0:50:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3492, top5_acc: 0.6044, loss_cls: 3.6906, loss: 3.6906 2024-07-25 11:45:20,268 - pyskl - INFO - Saving checkpoint at 92 epochs 2024-07-25 11:47:14,225 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 11:47:14,951 - pyskl - INFO - top1_acc 0.3085 top5_acc 0.5633 2024-07-25 11:47:14,951 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 11:47:14,995 - pyskl - INFO - mean_acc 0.3082 2024-07-25 11:47:15,000 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_91.pth was removed 2024-07-25 11:47:15,275 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2024-07-25 11:47:15,275 - pyskl - INFO - Best top1_acc is 0.3085 at 92 epoch. 2024-07-25 11:47:15,289 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.3085, top5_acc: 0.5633, mean_class_accuracy: 0.3082 2024-07-25 11:51:11,593 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 2 days, 0:49:41, time: 2.363, data_time: 1.377, memory: 15990, top1_acc: 0.3609, top5_acc: 0.6178, loss_cls: 3.6096, loss: 3.6096 2024-07-25 11:52:34,012 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 2 days, 0:48:21, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6219, loss_cls: 3.5935, loss: 3.5935 2024-07-25 11:53:56,062 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 2 days, 0:47:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6233, loss_cls: 3.5986, loss: 3.5986 2024-07-25 11:55:17,854 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 2 days, 0:45:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6198, loss_cls: 3.6379, loss: 3.6379 2024-07-25 11:56:40,551 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 2 days, 0:44:21, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6128, loss_cls: 3.6566, loss: 3.6566 2024-07-25 11:58:02,106 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 2 days, 0:43:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6095, loss_cls: 3.6761, loss: 3.6761 2024-07-25 11:59:24,098 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 2 days, 0:41:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3586, top5_acc: 0.6155, loss_cls: 3.6305, loss: 3.6305 2024-07-25 12:00:45,557 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 2 days, 0:40:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3583, top5_acc: 0.6194, loss_cls: 3.6172, loss: 3.6172 2024-07-25 12:02:07,066 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 2 days, 0:38:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3669, top5_acc: 0.6222, loss_cls: 3.6037, loss: 3.6037 2024-07-25 12:03:28,818 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 2 days, 0:37:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3530, top5_acc: 0.6139, loss_cls: 3.6465, loss: 3.6465 2024-07-25 12:04:50,104 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 2 days, 0:36:18, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3580, top5_acc: 0.6131, loss_cls: 3.6799, loss: 3.6799 2024-07-25 12:06:11,538 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 2 days, 0:34:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3584, top5_acc: 0.6156, loss_cls: 3.6619, loss: 3.6619 2024-07-25 12:07:33,202 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 2 days, 0:33:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3683, top5_acc: 0.6275, loss_cls: 3.6005, loss: 3.6005 2024-07-25 12:08:54,944 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 2 days, 0:32:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3628, top5_acc: 0.6177, loss_cls: 3.6426, loss: 3.6426 2024-07-25 12:10:16,940 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 2 days, 0:30:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3519, top5_acc: 0.6103, loss_cls: 3.6819, loss: 3.6819 2024-07-25 12:11:39,238 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 2 days, 0:29:36, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3594, top5_acc: 0.6178, loss_cls: 3.6412, loss: 3.6412 2024-07-25 12:13:00,935 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 2 days, 0:28:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6058, loss_cls: 3.6832, loss: 3.6832 2024-07-25 12:14:23,074 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 2 days, 0:26:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3559, top5_acc: 0.6128, loss_cls: 3.6581, loss: 3.6581 2024-07-25 12:15:44,727 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 2 days, 0:25:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.6072, loss_cls: 3.7104, loss: 3.7104 2024-07-25 12:17:06,451 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 2 days, 0:24:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6256, loss_cls: 3.6068, loss: 3.6068 2024-07-25 12:18:28,489 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 2 days, 0:22:54, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6070, loss_cls: 3.6633, loss: 3.6633 2024-07-25 12:19:50,244 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 2 days, 0:21:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3561, top5_acc: 0.6134, loss_cls: 3.6784, loss: 3.6784 2024-07-25 12:21:11,767 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 2 days, 0:20:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3648, top5_acc: 0.6222, loss_cls: 3.6197, loss: 3.6197 2024-07-25 12:22:32,864 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 2 days, 0:18:52, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3534, top5_acc: 0.6108, loss_cls: 3.6600, loss: 3.6600 2024-07-25 12:23:54,719 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 2 days, 0:17:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3631, top5_acc: 0.6234, loss_cls: 3.5984, loss: 3.5984 2024-07-25 12:25:15,862 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 2 days, 0:16:11, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3597, top5_acc: 0.6202, loss_cls: 3.6310, loss: 3.6310 2024-07-25 12:26:36,899 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 2 days, 0:14:50, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3559, top5_acc: 0.6122, loss_cls: 3.6607, loss: 3.6607 2024-07-25 12:27:58,449 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 2 days, 0:13:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6119, loss_cls: 3.6597, loss: 3.6597 2024-07-25 12:29:20,026 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 2 days, 0:12:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3614, top5_acc: 0.6164, loss_cls: 3.6624, loss: 3.6624 2024-07-25 12:30:41,657 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 2 days, 0:10:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3484, top5_acc: 0.6123, loss_cls: 3.6846, loss: 3.6846 2024-07-25 12:32:03,218 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 2 days, 0:09:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6159, loss_cls: 3.6592, loss: 3.6592 2024-07-25 12:33:24,505 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 2 days, 0:08:07, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.6067, loss_cls: 3.7193, loss: 3.7193 2024-07-25 12:34:45,780 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 2 days, 0:06:46, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6252, loss_cls: 3.6420, loss: 3.6420 2024-07-25 12:36:07,446 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 2 days, 0:05:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3575, top5_acc: 0.6112, loss_cls: 3.6748, loss: 3.6748 2024-07-25 12:37:29,285 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 2 days, 0:04:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3494, top5_acc: 0.6075, loss_cls: 3.7062, loss: 3.7062 2024-07-25 12:38:51,014 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 2 days, 0:02:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6197, loss_cls: 3.5949, loss: 3.5949 2024-07-25 12:40:12,398 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 2 days, 0:01:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6106, loss_cls: 3.6752, loss: 3.6752 2024-07-25 12:40:51,676 - pyskl - INFO - Saving checkpoint at 93 epochs 2024-07-25 12:42:44,236 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 12:42:45,216 - pyskl - INFO - top1_acc 0.3043 top5_acc 0.5549 2024-07-25 12:42:45,216 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 12:42:45,261 - pyskl - INFO - mean_acc 0.3040 2024-07-25 12:42:45,283 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.3043, top5_acc: 0.5549, mean_class_accuracy: 0.3040 2024-07-25 12:46:39,234 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 2 days, 0:00:37, time: 2.339, data_time: 1.350, memory: 15990, top1_acc: 0.3542, top5_acc: 0.6212, loss_cls: 3.6258, loss: 3.6258 2024-07-25 12:48:01,063 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 1 day, 23:59:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3633, top5_acc: 0.6252, loss_cls: 3.6168, loss: 3.6168 2024-07-25 12:49:22,735 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 1 day, 23:57:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6309, loss_cls: 3.5797, loss: 3.5797 2024-07-25 12:50:45,058 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 1 day, 23:56:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3708, top5_acc: 0.6311, loss_cls: 3.5855, loss: 3.5855 2024-07-25 12:52:07,273 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 1 day, 23:55:15, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6234, loss_cls: 3.5812, loss: 3.5812 2024-07-25 12:53:29,526 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 1 day, 23:53:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3672, top5_acc: 0.6181, loss_cls: 3.6008, loss: 3.6008 2024-07-25 12:54:51,540 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 1 day, 23:52:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6255, loss_cls: 3.5943, loss: 3.5943 2024-07-25 12:56:13,815 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 1 day, 23:51:14, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3528, top5_acc: 0.6239, loss_cls: 3.6213, loss: 3.6213 2024-07-25 12:57:35,519 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 1 day, 23:49:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6159, loss_cls: 3.6557, loss: 3.6557 2024-07-25 12:58:57,203 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 1 day, 23:48:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3573, top5_acc: 0.6178, loss_cls: 3.6031, loss: 3.6031 2024-07-25 13:00:19,188 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 23:47:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6211, loss_cls: 3.6039, loss: 3.6039 2024-07-25 13:01:40,317 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 23:45:52, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3697, top5_acc: 0.6238, loss_cls: 3.5873, loss: 3.5873 2024-07-25 13:03:02,063 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 23:44:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3580, top5_acc: 0.6130, loss_cls: 3.6598, loss: 3.6598 2024-07-25 13:04:23,290 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 23:43:11, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3642, top5_acc: 0.6216, loss_cls: 3.6190, loss: 3.6190 2024-07-25 13:05:45,475 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 23:41:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6128, loss_cls: 3.6394, loss: 3.6394 2024-07-25 13:07:07,551 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 23:40:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3572, top5_acc: 0.6122, loss_cls: 3.6444, loss: 3.6444 2024-07-25 13:08:29,955 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 23:39:10, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3536, top5_acc: 0.6136, loss_cls: 3.6540, loss: 3.6540 2024-07-25 13:09:52,269 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 23:37:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3495, top5_acc: 0.6119, loss_cls: 3.6917, loss: 3.6917 2024-07-25 13:11:14,292 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 23:36:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3506, top5_acc: 0.6147, loss_cls: 3.6981, loss: 3.6981 2024-07-25 13:12:35,803 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 23:35:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6261, loss_cls: 3.6008, loss: 3.6008 2024-07-25 13:13:57,888 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 23:33:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6200, loss_cls: 3.6318, loss: 3.6318 2024-07-25 13:15:19,698 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 23:32:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6217, loss_cls: 3.6340, loss: 3.6340 2024-07-25 13:16:41,211 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 23:31:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3559, top5_acc: 0.6081, loss_cls: 3.6463, loss: 3.6463 2024-07-25 13:18:03,080 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 23:29:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3552, top5_acc: 0.6075, loss_cls: 3.6858, loss: 3.6858 2024-07-25 13:19:25,166 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 23:28:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6212, loss_cls: 3.6352, loss: 3.6352 2024-07-25 13:20:46,877 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 23:27:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3555, top5_acc: 0.6089, loss_cls: 3.6839, loss: 3.6839 2024-07-25 13:22:08,444 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 23:25:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6298, loss_cls: 3.5837, loss: 3.5837 2024-07-25 13:23:30,061 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 23:24:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3573, top5_acc: 0.6222, loss_cls: 3.6384, loss: 3.6384 2024-07-25 13:24:51,593 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 23:23:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3503, top5_acc: 0.6034, loss_cls: 3.7177, loss: 3.7177 2024-07-25 13:26:12,634 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 23:21:43, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3597, top5_acc: 0.6212, loss_cls: 3.6276, loss: 3.6276 2024-07-25 13:27:34,668 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 23:20:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3500, top5_acc: 0.6158, loss_cls: 3.6703, loss: 3.6703 2024-07-25 13:28:56,554 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 23:19:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3538, top5_acc: 0.6088, loss_cls: 3.6511, loss: 3.6511 2024-07-25 13:30:17,916 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 23:17:41, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6045, loss_cls: 3.6743, loss: 3.6743 2024-07-25 13:31:38,802 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 23:16:20, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.3542, top5_acc: 0.6212, loss_cls: 3.6477, loss: 3.6477 2024-07-25 13:33:00,304 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 23:15:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3450, top5_acc: 0.6139, loss_cls: 3.6926, loss: 3.6926 2024-07-25 13:34:21,816 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 23:13:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3613, top5_acc: 0.6206, loss_cls: 3.6140, loss: 3.6140 2024-07-25 13:35:43,171 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 23:12:18, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3603, top5_acc: 0.6147, loss_cls: 3.6589, loss: 3.6589 2024-07-25 13:36:22,608 - pyskl - INFO - Saving checkpoint at 94 epochs 2024-07-25 13:38:15,672 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 13:38:16,543 - pyskl - INFO - top1_acc 0.2905 top5_acc 0.5493 2024-07-25 13:38:16,543 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 13:38:16,586 - pyskl - INFO - mean_acc 0.2905 2024-07-25 13:38:16,599 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2905, top5_acc: 0.5493, mean_class_accuracy: 0.2905 2024-07-25 13:42:10,901 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 23:11:29, time: 2.343, data_time: 1.348, memory: 15990, top1_acc: 0.3686, top5_acc: 0.6314, loss_cls: 3.5474, loss: 3.5474 2024-07-25 13:43:33,220 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 23:10:09, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6225, loss_cls: 3.5703, loss: 3.5703 2024-07-25 13:44:55,081 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 23:08:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3623, top5_acc: 0.6230, loss_cls: 3.6186, loss: 3.6186 2024-07-25 13:46:16,880 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 23:07:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3583, top5_acc: 0.6212, loss_cls: 3.6118, loss: 3.6118 2024-07-25 13:47:39,016 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 23:06:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3597, top5_acc: 0.6203, loss_cls: 3.6340, loss: 3.6340 2024-07-25 13:49:00,948 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 23:04:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6244, loss_cls: 3.5905, loss: 3.5905 2024-07-25 13:50:23,025 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 23:03:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6233, loss_cls: 3.6050, loss: 3.6050 2024-07-25 13:51:44,830 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 23:02:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3697, top5_acc: 0.6284, loss_cls: 3.5737, loss: 3.5737 2024-07-25 13:53:05,834 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 23:00:45, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3623, top5_acc: 0.6233, loss_cls: 3.5980, loss: 3.5980 2024-07-25 13:54:27,411 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 22:59:24, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3673, top5_acc: 0.6214, loss_cls: 3.5838, loss: 3.5838 2024-07-25 13:55:49,268 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 22:58:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3616, top5_acc: 0.6203, loss_cls: 3.6131, loss: 3.6131 2024-07-25 13:57:10,515 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 22:56:43, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3588, top5_acc: 0.6086, loss_cls: 3.6993, loss: 3.6993 2024-07-25 13:58:31,781 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 22:55:22, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6295, loss_cls: 3.5789, loss: 3.5789 2024-07-25 13:59:52,888 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 22:54:01, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6211, loss_cls: 3.6438, loss: 3.6438 2024-07-25 14:01:14,224 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 22:52:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3688, top5_acc: 0.6244, loss_cls: 3.5834, loss: 3.5834 2024-07-25 14:02:37,267 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 22:51:20, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3502, top5_acc: 0.6098, loss_cls: 3.6645, loss: 3.6645 2024-07-25 14:03:59,019 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 22:49:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3580, top5_acc: 0.6206, loss_cls: 3.6103, loss: 3.6103 2024-07-25 14:05:20,889 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 22:48:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3513, top5_acc: 0.6112, loss_cls: 3.6653, loss: 3.6653 2024-07-25 14:06:43,427 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 22:47:19, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3653, top5_acc: 0.6247, loss_cls: 3.6092, loss: 3.6092 2024-07-25 14:08:05,101 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 22:45:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3689, top5_acc: 0.6183, loss_cls: 3.5991, loss: 3.5991 2024-07-25 14:09:26,827 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 22:44:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3544, top5_acc: 0.6067, loss_cls: 3.6552, loss: 3.6552 2024-07-25 14:10:48,401 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 22:43:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3520, top5_acc: 0.6103, loss_cls: 3.6690, loss: 3.6690 2024-07-25 14:12:10,366 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 22:41:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3731, top5_acc: 0.6344, loss_cls: 3.5444, loss: 3.5444 2024-07-25 14:13:31,822 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 22:40:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3578, top5_acc: 0.6252, loss_cls: 3.6008, loss: 3.6008 2024-07-25 14:14:53,522 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 22:39:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6258, loss_cls: 3.5997, loss: 3.5997 2024-07-25 14:16:14,731 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 22:37:54, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6234, loss_cls: 3.5948, loss: 3.5948 2024-07-25 14:17:37,192 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 22:36:34, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3494, top5_acc: 0.6111, loss_cls: 3.6572, loss: 3.6572 2024-07-25 14:18:59,386 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 22:35:13, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3627, top5_acc: 0.6228, loss_cls: 3.6401, loss: 3.6401 2024-07-25 14:20:20,644 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 22:33:53, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3508, top5_acc: 0.6169, loss_cls: 3.6438, loss: 3.6438 2024-07-25 14:21:42,237 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 22:32:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3580, top5_acc: 0.6205, loss_cls: 3.6353, loss: 3.6353 2024-07-25 14:23:03,627 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 22:31:11, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3575, top5_acc: 0.6159, loss_cls: 3.6606, loss: 3.6606 2024-07-25 14:24:25,558 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 22:29:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3559, top5_acc: 0.6225, loss_cls: 3.6246, loss: 3.6246 2024-07-25 14:25:46,395 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 22:28:29, time: 0.808, data_time: 0.000, memory: 15990, top1_acc: 0.3497, top5_acc: 0.6188, loss_cls: 3.6556, loss: 3.6556 2024-07-25 14:27:08,026 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 22:27:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3588, top5_acc: 0.6128, loss_cls: 3.6468, loss: 3.6468 2024-07-25 14:28:29,309 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 22:25:48, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3473, top5_acc: 0.6148, loss_cls: 3.6628, loss: 3.6628 2024-07-25 14:29:51,717 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 22:24:28, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3686, top5_acc: 0.6256, loss_cls: 3.5984, loss: 3.5984 2024-07-25 14:31:13,221 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 22:23:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3477, top5_acc: 0.6069, loss_cls: 3.6993, loss: 3.6993 2024-07-25 14:31:53,037 - pyskl - INFO - Saving checkpoint at 95 epochs 2024-07-25 14:33:46,374 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 14:33:47,037 - pyskl - INFO - top1_acc 0.2960 top5_acc 0.5526 2024-07-25 14:33:47,037 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 14:33:47,078 - pyskl - INFO - mean_acc 0.2956 2024-07-25 14:33:47,090 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.2960, top5_acc: 0.5526, mean_class_accuracy: 0.2956 2024-07-25 14:37:41,314 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 22:22:16, time: 2.342, data_time: 1.351, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6323, loss_cls: 3.5430, loss: 3.5430 2024-07-25 14:39:03,466 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 22:20:55, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3702, top5_acc: 0.6230, loss_cls: 3.5872, loss: 3.5872 2024-07-25 14:40:25,245 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 22:19:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6253, loss_cls: 3.5668, loss: 3.5668 2024-07-25 14:41:47,303 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 22:18:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6245, loss_cls: 3.5878, loss: 3.5878 2024-07-25 14:43:09,899 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 22:16:54, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3613, top5_acc: 0.6220, loss_cls: 3.6026, loss: 3.6026 2024-07-25 14:44:31,391 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 22:15:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6261, loss_cls: 3.5920, loss: 3.5920 2024-07-25 14:45:53,811 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 22:14:13, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3683, top5_acc: 0.6267, loss_cls: 3.5911, loss: 3.5911 2024-07-25 14:47:15,282 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 22:12:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3759, top5_acc: 0.6317, loss_cls: 3.5486, loss: 3.5486 2024-07-25 14:48:37,135 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 22:11:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6342, loss_cls: 3.5654, loss: 3.5654 2024-07-25 14:49:58,557 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 22:10:10, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3720, top5_acc: 0.6316, loss_cls: 3.5513, loss: 3.5513 2024-07-25 14:51:19,991 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 22:08:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6280, loss_cls: 3.5618, loss: 3.5618 2024-07-25 14:52:41,840 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 22:07:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3605, top5_acc: 0.6203, loss_cls: 3.6004, loss: 3.6004 2024-07-25 14:54:03,381 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 22:06:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6159, loss_cls: 3.6324, loss: 3.6324 2024-07-25 14:55:24,800 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 22:04:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3628, top5_acc: 0.6172, loss_cls: 3.6004, loss: 3.6004 2024-07-25 14:56:46,726 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 22:03:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3702, top5_acc: 0.6333, loss_cls: 3.5767, loss: 3.5767 2024-07-25 14:58:09,510 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 22:02:07, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6325, loss_cls: 3.5876, loss: 3.5876 2024-07-25 14:59:31,230 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 22:00:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3633, top5_acc: 0.6200, loss_cls: 3.6390, loss: 3.6390 2024-07-25 15:00:53,361 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 21:59:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6261, loss_cls: 3.5894, loss: 3.5894 2024-07-25 15:02:14,949 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 21:58:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3586, top5_acc: 0.6242, loss_cls: 3.6455, loss: 3.6455 2024-07-25 15:03:36,855 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 21:56:44, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6236, loss_cls: 3.5818, loss: 3.5818 2024-07-25 15:04:59,182 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 21:55:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3594, top5_acc: 0.6195, loss_cls: 3.6041, loss: 3.6041 2024-07-25 15:06:21,077 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 21:54:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3652, top5_acc: 0.6270, loss_cls: 3.5890, loss: 3.5890 2024-07-25 15:07:42,423 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 21:52:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6327, loss_cls: 3.5914, loss: 3.5914 2024-07-25 15:09:03,289 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 21:51:21, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.3563, top5_acc: 0.6236, loss_cls: 3.6025, loss: 3.6025 2024-07-25 15:10:24,792 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 21:50:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3681, top5_acc: 0.6191, loss_cls: 3.6050, loss: 3.6050 2024-07-25 15:11:46,129 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 21:48:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3642, top5_acc: 0.6333, loss_cls: 3.5961, loss: 3.5961 2024-07-25 15:13:07,903 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 21:47:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3523, top5_acc: 0.6183, loss_cls: 3.6485, loss: 3.6485 2024-07-25 15:14:29,372 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 21:45:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3525, top5_acc: 0.6133, loss_cls: 3.6406, loss: 3.6406 2024-07-25 15:15:51,507 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 21:44:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3563, top5_acc: 0.6086, loss_cls: 3.6842, loss: 3.6842 2024-07-25 15:17:13,452 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 21:43:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6198, loss_cls: 3.6393, loss: 3.6393 2024-07-25 15:18:35,177 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 21:41:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6211, loss_cls: 3.5994, loss: 3.5994 2024-07-25 15:19:56,735 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 21:40:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3664, top5_acc: 0.6272, loss_cls: 3.5906, loss: 3.5906 2024-07-25 15:21:18,570 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 21:39:15, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3488, top5_acc: 0.6219, loss_cls: 3.6512, loss: 3.6512 2024-07-25 15:22:40,087 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 21:37:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3616, top5_acc: 0.6169, loss_cls: 3.6201, loss: 3.6201 2024-07-25 15:24:02,239 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 21:36:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3577, top5_acc: 0.6209, loss_cls: 3.6108, loss: 3.6108 2024-07-25 15:25:23,870 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 21:35:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3548, top5_acc: 0.6117, loss_cls: 3.6475, loss: 3.6475 2024-07-25 15:26:45,504 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 21:33:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3767, top5_acc: 0.6295, loss_cls: 3.5735, loss: 3.5735 2024-07-25 15:27:24,582 - pyskl - INFO - Saving checkpoint at 96 epochs 2024-07-25 15:29:17,279 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 15:29:18,172 - pyskl - INFO - top1_acc 0.3055 top5_acc 0.5663 2024-07-25 15:29:18,173 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 15:29:18,215 - pyskl - INFO - mean_acc 0.3051 2024-07-25 15:29:18,228 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.3055, top5_acc: 0.5663, mean_class_accuracy: 0.3051 2024-07-25 15:33:15,061 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 21:33:00, time: 2.368, data_time: 1.368, memory: 15990, top1_acc: 0.3873, top5_acc: 0.6508, loss_cls: 3.4592, loss: 3.4592 2024-07-25 15:34:38,732 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 21:31:40, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6284, loss_cls: 3.5494, loss: 3.5494 2024-07-25 15:36:01,627 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 21:30:20, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6280, loss_cls: 3.5722, loss: 3.5722 2024-07-25 15:37:23,818 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 21:29:00, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3675, top5_acc: 0.6288, loss_cls: 3.5740, loss: 3.5740 2024-07-25 15:38:46,108 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 21:27:39, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3734, top5_acc: 0.6338, loss_cls: 3.5362, loss: 3.5362 2024-07-25 15:40:08,139 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 21:26:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3639, top5_acc: 0.6281, loss_cls: 3.5858, loss: 3.5858 2024-07-25 15:41:30,827 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 21:24:58, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3698, top5_acc: 0.6205, loss_cls: 3.5729, loss: 3.5729 2024-07-25 15:42:52,335 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 21:23:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6302, loss_cls: 3.5873, loss: 3.5873 2024-07-25 15:44:13,401 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 21:22:16, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3780, top5_acc: 0.6405, loss_cls: 3.5229, loss: 3.5229 2024-07-25 15:45:35,042 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 21:20:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6234, loss_cls: 3.5773, loss: 3.5773 2024-07-25 15:46:56,984 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 21:19:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6214, loss_cls: 3.5911, loss: 3.5911 2024-07-25 15:48:18,769 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 21:18:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3767, top5_acc: 0.6300, loss_cls: 3.5505, loss: 3.5505 2024-07-25 15:49:40,277 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 21:16:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3659, top5_acc: 0.6303, loss_cls: 3.5664, loss: 3.5664 2024-07-25 15:51:01,758 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 21:15:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6350, loss_cls: 3.5478, loss: 3.5478 2024-07-25 15:52:23,187 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 21:14:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6348, loss_cls: 3.5634, loss: 3.5634 2024-07-25 15:53:45,039 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 21:12:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6238, loss_cls: 3.6126, loss: 3.6126 2024-07-25 15:55:07,752 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 21:11:31, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6209, loss_cls: 3.6203, loss: 3.6203 2024-07-25 15:56:29,770 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 21:10:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3558, top5_acc: 0.6266, loss_cls: 3.6153, loss: 3.6153 2024-07-25 15:57:52,633 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 21:08:50, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3706, top5_acc: 0.6353, loss_cls: 3.5663, loss: 3.5663 2024-07-25 15:59:15,015 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 21:07:29, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3664, top5_acc: 0.6286, loss_cls: 3.5794, loss: 3.5794 2024-07-25 16:00:37,291 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 21:06:09, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3661, top5_acc: 0.6181, loss_cls: 3.6282, loss: 3.6282 2024-07-25 16:01:58,829 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 21:04:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3617, top5_acc: 0.6283, loss_cls: 3.5815, loss: 3.5815 2024-07-25 16:03:20,380 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 21:03:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3516, top5_acc: 0.6166, loss_cls: 3.6615, loss: 3.6615 2024-07-25 16:04:42,070 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 21:02:06, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3703, top5_acc: 0.6230, loss_cls: 3.5818, loss: 3.5818 2024-07-25 16:06:03,222 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 21:00:45, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3625, top5_acc: 0.6178, loss_cls: 3.6347, loss: 3.6347 2024-07-25 16:07:24,809 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 20:59:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3711, top5_acc: 0.6308, loss_cls: 3.5530, loss: 3.5530 2024-07-25 16:08:46,253 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 20:58:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3588, top5_acc: 0.6189, loss_cls: 3.6315, loss: 3.6315 2024-07-25 16:10:07,643 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 20:56:43, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3653, top5_acc: 0.6233, loss_cls: 3.5744, loss: 3.5744 2024-07-25 16:11:28,851 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 20:55:22, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3613, top5_acc: 0.6192, loss_cls: 3.6256, loss: 3.6256 2024-07-25 16:12:50,273 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 20:54:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3653, top5_acc: 0.6166, loss_cls: 3.6387, loss: 3.6387 2024-07-25 16:14:11,321 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 20:52:40, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3575, top5_acc: 0.6186, loss_cls: 3.6069, loss: 3.6069 2024-07-25 16:15:32,671 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 20:51:19, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3647, top5_acc: 0.6238, loss_cls: 3.5758, loss: 3.5758 2024-07-25 16:16:53,838 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 20:49:57, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3550, top5_acc: 0.6175, loss_cls: 3.6321, loss: 3.6321 2024-07-25 16:18:15,986 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 20:48:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3713, top5_acc: 0.6300, loss_cls: 3.5805, loss: 3.5805 2024-07-25 16:19:37,203 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 20:47:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3653, top5_acc: 0.6242, loss_cls: 3.6084, loss: 3.6084 2024-07-25 16:20:58,587 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 20:45:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3706, top5_acc: 0.6284, loss_cls: 3.5966, loss: 3.5966 2024-07-25 16:22:20,115 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 20:44:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3566, top5_acc: 0.6172, loss_cls: 3.6287, loss: 3.6287 2024-07-25 16:22:59,580 - pyskl - INFO - Saving checkpoint at 97 epochs 2024-07-25 16:24:53,316 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 16:24:53,993 - pyskl - INFO - top1_acc 0.3129 top5_acc 0.5716 2024-07-25 16:24:53,993 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 16:24:54,040 - pyskl - INFO - mean_acc 0.3126 2024-07-25 16:24:54,045 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_92.pth was removed 2024-07-25 16:24:54,315 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2024-07-25 16:24:54,316 - pyskl - INFO - Best top1_acc is 0.3129 at 97 epoch. 2024-07-25 16:24:54,328 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.3129, top5_acc: 0.5716, mean_class_accuracy: 0.3126 2024-07-25 16:28:45,949 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 20:43:37, time: 2.316, data_time: 1.324, memory: 15990, top1_acc: 0.3819, top5_acc: 0.6434, loss_cls: 3.5131, loss: 3.5131 2024-07-25 16:30:08,053 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 20:42:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3848, top5_acc: 0.6509, loss_cls: 3.4584, loss: 3.4584 2024-07-25 16:31:29,922 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 20:40:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3655, top5_acc: 0.6169, loss_cls: 3.6247, loss: 3.6247 2024-07-25 16:32:52,003 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 20:39:35, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3647, top5_acc: 0.6358, loss_cls: 3.5735, loss: 3.5735 2024-07-25 16:34:14,266 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 20:38:15, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6267, loss_cls: 3.5706, loss: 3.5706 2024-07-25 16:35:36,070 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 20:36:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3688, top5_acc: 0.6316, loss_cls: 3.5584, loss: 3.5584 2024-07-25 16:36:58,066 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 20:35:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3855, top5_acc: 0.6453, loss_cls: 3.4847, loss: 3.4847 2024-07-25 16:38:20,118 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 20:34:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6350, loss_cls: 3.5490, loss: 3.5490 2024-07-25 16:39:41,573 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 20:32:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3681, top5_acc: 0.6264, loss_cls: 3.5840, loss: 3.5840 2024-07-25 16:41:03,275 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 20:31:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3697, top5_acc: 0.6262, loss_cls: 3.5767, loss: 3.5767 2024-07-25 16:42:24,994 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 20:30:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3589, top5_acc: 0.6211, loss_cls: 3.6181, loss: 3.6181 2024-07-25 16:43:46,367 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 20:28:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6292, loss_cls: 3.5633, loss: 3.5633 2024-07-25 16:45:07,700 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 20:27:28, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3572, top5_acc: 0.6198, loss_cls: 3.6206, loss: 3.6206 2024-07-25 16:46:29,226 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 20:26:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3603, top5_acc: 0.6253, loss_cls: 3.6189, loss: 3.6189 2024-07-25 16:47:50,899 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 20:24:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3728, top5_acc: 0.6328, loss_cls: 3.5564, loss: 3.5564 2024-07-25 16:49:12,646 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 20:23:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3713, top5_acc: 0.6320, loss_cls: 3.5490, loss: 3.5490 2024-07-25 16:50:35,821 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 20:22:05, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3645, top5_acc: 0.6273, loss_cls: 3.5776, loss: 3.5776 2024-07-25 16:51:58,177 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 20:20:45, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3661, top5_acc: 0.6188, loss_cls: 3.5928, loss: 3.5928 2024-07-25 16:53:19,972 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 20:19:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3667, top5_acc: 0.6227, loss_cls: 3.5659, loss: 3.5659 2024-07-25 16:54:41,951 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 20:18:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3728, top5_acc: 0.6322, loss_cls: 3.5400, loss: 3.5400 2024-07-25 16:56:03,265 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 20:16:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3667, top5_acc: 0.6284, loss_cls: 3.5502, loss: 3.5502 2024-07-25 16:57:24,792 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 20:15:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3602, top5_acc: 0.6234, loss_cls: 3.5782, loss: 3.5782 2024-07-25 16:58:46,544 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 20:14:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6198, loss_cls: 3.5996, loss: 3.5996 2024-07-25 17:00:08,414 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 20:12:40, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3650, top5_acc: 0.6309, loss_cls: 3.5620, loss: 3.5620 2024-07-25 17:01:30,363 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 20:11:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3730, top5_acc: 0.6270, loss_cls: 3.5790, loss: 3.5790 2024-07-25 17:02:51,959 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 20:09:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6386, loss_cls: 3.5467, loss: 3.5467 2024-07-25 17:04:13,237 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 20:08:37, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3672, top5_acc: 0.6309, loss_cls: 3.5645, loss: 3.5645 2024-07-25 17:05:35,011 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 20:07:16, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3713, top5_acc: 0.6233, loss_cls: 3.5963, loss: 3.5963 2024-07-25 17:06:56,754 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 20:05:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3659, top5_acc: 0.6238, loss_cls: 3.5976, loss: 3.5976 2024-07-25 17:08:18,043 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 20:04:34, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3598, top5_acc: 0.6245, loss_cls: 3.6138, loss: 3.6138 2024-07-25 17:09:39,601 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 20:03:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3672, top5_acc: 0.6281, loss_cls: 3.5844, loss: 3.5844 2024-07-25 17:11:01,312 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 20:01:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3695, top5_acc: 0.6261, loss_cls: 3.5859, loss: 3.5859 2024-07-25 17:12:22,667 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 20:00:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3614, top5_acc: 0.6316, loss_cls: 3.5889, loss: 3.5889 2024-07-25 17:13:44,110 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 19:59:11, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6300, loss_cls: 3.5678, loss: 3.5678 2024-07-25 17:15:06,138 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 19:57:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3595, top5_acc: 0.6302, loss_cls: 3.6245, loss: 3.6245 2024-07-25 17:16:29,145 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 19:56:30, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.3684, top5_acc: 0.6256, loss_cls: 3.5923, loss: 3.5923 2024-07-25 17:17:50,961 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 19:55:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6228, loss_cls: 3.5893, loss: 3.5893 2024-07-25 17:18:30,233 - pyskl - INFO - Saving checkpoint at 98 epochs 2024-07-25 17:20:23,391 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 17:20:24,114 - pyskl - INFO - top1_acc 0.3010 top5_acc 0.5591 2024-07-25 17:20:24,114 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 17:20:24,165 - pyskl - INFO - mean_acc 0.3008 2024-07-25 17:20:24,181 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.3010, top5_acc: 0.5591, mean_class_accuracy: 0.3008 2024-07-25 17:24:16,761 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 19:54:11, time: 2.326, data_time: 1.337, memory: 15990, top1_acc: 0.3791, top5_acc: 0.6492, loss_cls: 3.4658, loss: 3.4658 2024-07-25 17:25:38,935 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 19:52:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3862, top5_acc: 0.6395, loss_cls: 3.4940, loss: 3.4940 2024-07-25 17:27:00,669 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 19:51:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3611, top5_acc: 0.6295, loss_cls: 3.5798, loss: 3.5798 2024-07-25 17:28:22,570 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 19:50:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6422, loss_cls: 3.5158, loss: 3.5158 2024-07-25 17:29:44,470 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 19:48:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3669, top5_acc: 0.6294, loss_cls: 3.5767, loss: 3.5767 2024-07-25 17:31:06,219 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 19:47:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3692, top5_acc: 0.6358, loss_cls: 3.5290, loss: 3.5290 2024-07-25 17:32:27,725 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 19:46:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3731, top5_acc: 0.6325, loss_cls: 3.5353, loss: 3.5353 2024-07-25 17:33:49,292 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 19:44:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3644, top5_acc: 0.6202, loss_cls: 3.6005, loss: 3.6005 2024-07-25 17:35:10,424 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 19:43:24, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6264, loss_cls: 3.5819, loss: 3.5819 2024-07-25 17:36:31,958 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 19:42:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6439, loss_cls: 3.4892, loss: 3.4892 2024-07-25 17:37:53,868 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 19:40:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3688, top5_acc: 0.6219, loss_cls: 3.5823, loss: 3.5823 2024-07-25 17:39:14,998 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 19:39:21, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3769, top5_acc: 0.6389, loss_cls: 3.5407, loss: 3.5407 2024-07-25 17:40:36,691 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 19:38:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3719, top5_acc: 0.6316, loss_cls: 3.5436, loss: 3.5436 2024-07-25 17:41:58,611 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 19:36:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3723, top5_acc: 0.6311, loss_cls: 3.5568, loss: 3.5568 2024-07-25 17:43:20,236 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 19:35:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3745, top5_acc: 0.6350, loss_cls: 3.5374, loss: 3.5374 2024-07-25 17:44:41,832 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 19:33:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6223, loss_cls: 3.5757, loss: 3.5757 2024-07-25 17:46:05,069 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 19:32:37, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6436, loss_cls: 3.4950, loss: 3.4950 2024-07-25 17:47:26,649 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 19:31:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3756, top5_acc: 0.6353, loss_cls: 3.5352, loss: 3.5352 2024-07-25 17:48:49,571 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 19:29:56, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3739, top5_acc: 0.6309, loss_cls: 3.5408, loss: 3.5408 2024-07-25 17:50:11,237 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 19:28:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6302, loss_cls: 3.5511, loss: 3.5511 2024-07-25 17:51:33,290 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 19:27:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3634, top5_acc: 0.6262, loss_cls: 3.5954, loss: 3.5954 2024-07-25 17:52:55,115 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 19:25:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3734, top5_acc: 0.6322, loss_cls: 3.5466, loss: 3.5466 2024-07-25 17:54:16,657 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 19:24:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3641, top5_acc: 0.6212, loss_cls: 3.5939, loss: 3.5939 2024-07-25 17:55:38,636 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 19:23:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3702, top5_acc: 0.6242, loss_cls: 3.6009, loss: 3.6009 2024-07-25 17:57:00,054 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 19:21:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3784, top5_acc: 0.6317, loss_cls: 3.5385, loss: 3.5385 2024-07-25 17:58:22,129 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 19:20:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3619, top5_acc: 0.6334, loss_cls: 3.5813, loss: 3.5813 2024-07-25 17:59:43,520 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 19:19:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6353, loss_cls: 3.5689, loss: 3.5689 2024-07-25 18:01:05,342 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 19:17:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3661, top5_acc: 0.6209, loss_cls: 3.5890, loss: 3.5890 2024-07-25 18:02:26,945 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 19:16:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6222, loss_cls: 3.5724, loss: 3.5724 2024-07-25 18:03:48,939 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 19:15:06, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3738, top5_acc: 0.6344, loss_cls: 3.5335, loss: 3.5335 2024-07-25 18:05:10,268 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 19:13:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3658, top5_acc: 0.6264, loss_cls: 3.6144, loss: 3.6144 2024-07-25 18:06:31,789 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 19:12:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3708, top5_acc: 0.6281, loss_cls: 3.5563, loss: 3.5563 2024-07-25 18:07:53,763 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 19:11:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3570, top5_acc: 0.6206, loss_cls: 3.5971, loss: 3.5971 2024-07-25 18:09:15,795 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 19:09:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3750, top5_acc: 0.6328, loss_cls: 3.5314, loss: 3.5314 2024-07-25 18:10:37,443 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 19:08:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3695, top5_acc: 0.6286, loss_cls: 3.5621, loss: 3.5621 2024-07-25 18:11:59,363 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 19:07:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3697, top5_acc: 0.6314, loss_cls: 3.5269, loss: 3.5269 2024-07-25 18:13:21,634 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 19:05:40, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3700, top5_acc: 0.6203, loss_cls: 3.5784, loss: 3.5784 2024-07-25 18:14:01,114 - pyskl - INFO - Saving checkpoint at 99 epochs 2024-07-25 18:15:54,088 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 18:15:54,789 - pyskl - INFO - top1_acc 0.2997 top5_acc 0.5480 2024-07-25 18:15:54,790 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 18:15:54,835 - pyskl - INFO - mean_acc 0.2994 2024-07-25 18:15:54,849 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.2997, top5_acc: 0.5480, mean_class_accuracy: 0.2994 2024-07-25 18:19:54,215 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 19:04:44, time: 2.394, data_time: 1.388, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6497, loss_cls: 3.4541, loss: 3.4541 2024-07-25 18:21:18,125 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 19:03:24, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.3816, top5_acc: 0.6353, loss_cls: 3.5001, loss: 3.5001 2024-07-25 18:22:40,407 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 19:02:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3752, top5_acc: 0.6431, loss_cls: 3.4963, loss: 3.4963 2024-07-25 18:24:03,284 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 19:00:43, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6280, loss_cls: 3.5240, loss: 3.5240 2024-07-25 18:25:26,342 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 18:59:22, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3711, top5_acc: 0.6453, loss_cls: 3.4891, loss: 3.4891 2024-07-25 18:26:48,218 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 18:58:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3730, top5_acc: 0.6397, loss_cls: 3.5112, loss: 3.5112 2024-07-25 18:28:09,928 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 18:56:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6356, loss_cls: 3.5201, loss: 3.5201 2024-07-25 18:29:32,217 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 18:55:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3691, top5_acc: 0.6244, loss_cls: 3.5858, loss: 3.5858 2024-07-25 18:30:53,468 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 18:53:59, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6427, loss_cls: 3.4845, loss: 3.4845 2024-07-25 18:32:15,210 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 18:52:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3755, top5_acc: 0.6359, loss_cls: 3.5341, loss: 3.5341 2024-07-25 18:33:37,060 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 18:51:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3716, top5_acc: 0.6317, loss_cls: 3.5432, loss: 3.5432 2024-07-25 18:34:58,365 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 18:49:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6391, loss_cls: 3.5207, loss: 3.5207 2024-07-25 18:36:19,786 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 18:48:35, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6383, loss_cls: 3.4902, loss: 3.4902 2024-07-25 18:37:41,904 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 18:47:14, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6339, loss_cls: 3.5218, loss: 3.5218 2024-07-25 18:39:03,264 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 18:45:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3722, top5_acc: 0.6255, loss_cls: 3.5543, loss: 3.5543 2024-07-25 18:40:25,030 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 18:44:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3778, top5_acc: 0.6377, loss_cls: 3.5478, loss: 3.5478 2024-07-25 18:41:46,962 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 18:43:11, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6320, loss_cls: 3.5824, loss: 3.5824 2024-07-25 18:43:08,837 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 18:41:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3781, top5_acc: 0.6323, loss_cls: 3.5226, loss: 3.5226 2024-07-25 18:44:31,161 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 18:40:29, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3812, top5_acc: 0.6344, loss_cls: 3.5336, loss: 3.5336 2024-07-25 18:45:53,309 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 18:39:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3694, top5_acc: 0.6284, loss_cls: 3.5631, loss: 3.5631 2024-07-25 18:47:15,112 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 18:37:48, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3711, top5_acc: 0.6302, loss_cls: 3.6009, loss: 3.6009 2024-07-25 18:48:36,336 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 18:36:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3688, top5_acc: 0.6336, loss_cls: 3.5565, loss: 3.5565 2024-07-25 18:49:57,996 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 18:35:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3706, top5_acc: 0.6391, loss_cls: 3.5250, loss: 3.5250 2024-07-25 18:51:19,402 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 18:33:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3722, top5_acc: 0.6294, loss_cls: 3.5471, loss: 3.5471 2024-07-25 18:52:41,025 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 18:32:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3692, top5_acc: 0.6248, loss_cls: 3.5560, loss: 3.5560 2024-07-25 18:54:03,308 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 18:31:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3677, top5_acc: 0.6338, loss_cls: 3.5408, loss: 3.5408 2024-07-25 18:55:25,235 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 18:29:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3717, top5_acc: 0.6292, loss_cls: 3.5440, loss: 3.5440 2024-07-25 18:56:46,711 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 18:28:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6322, loss_cls: 3.5540, loss: 3.5540 2024-07-25 18:58:08,548 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 18:27:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3745, top5_acc: 0.6261, loss_cls: 3.5621, loss: 3.5621 2024-07-25 18:59:29,919 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 18:25:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3717, top5_acc: 0.6206, loss_cls: 3.5936, loss: 3.5936 2024-07-25 19:00:51,364 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 18:24:17, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6222, loss_cls: 3.5946, loss: 3.5946 2024-07-25 19:02:12,819 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 18:22:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6312, loss_cls: 3.5425, loss: 3.5425 2024-07-25 19:03:34,088 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 18:21:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6295, loss_cls: 3.5635, loss: 3.5635 2024-07-25 19:04:55,958 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 18:20:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6334, loss_cls: 3.5424, loss: 3.5424 2024-07-25 19:06:17,315 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 18:18:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3780, top5_acc: 0.6317, loss_cls: 3.5422, loss: 3.5422 2024-07-25 19:07:39,447 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 18:17:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6325, loss_cls: 3.5500, loss: 3.5500 2024-07-25 19:09:00,449 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 18:16:11, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3847, top5_acc: 0.6306, loss_cls: 3.5221, loss: 3.5221 2024-07-25 19:09:39,799 - pyskl - INFO - Saving checkpoint at 100 epochs 2024-07-25 19:11:32,937 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 19:11:33,606 - pyskl - INFO - top1_acc 0.3246 top5_acc 0.5718 2024-07-25 19:11:33,606 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 19:11:33,648 - pyskl - INFO - mean_acc 0.3242 2024-07-25 19:11:33,653 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_97.pth was removed 2024-07-25 19:11:33,926 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2024-07-25 19:11:33,927 - pyskl - INFO - Best top1_acc is 0.3246 at 100 epoch. 2024-07-25 19:11:33,940 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.3246, top5_acc: 0.5718, mean_class_accuracy: 0.3242 2024-07-25 19:15:28,620 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 18:15:10, time: 2.347, data_time: 1.364, memory: 15990, top1_acc: 0.3802, top5_acc: 0.6434, loss_cls: 3.4887, loss: 3.4887 2024-07-25 19:16:50,617 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 18:13:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3853, top5_acc: 0.6462, loss_cls: 3.4634, loss: 3.4634 2024-07-25 19:18:12,747 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 18:12:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3914, top5_acc: 0.6509, loss_cls: 3.4257, loss: 3.4257 2024-07-25 19:19:34,390 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 18:11:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6323, loss_cls: 3.5262, loss: 3.5262 2024-07-25 19:20:56,191 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 18:09:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3752, top5_acc: 0.6370, loss_cls: 3.5123, loss: 3.5123 2024-07-25 19:22:17,809 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 18:08:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3780, top5_acc: 0.6445, loss_cls: 3.5063, loss: 3.5063 2024-07-25 19:23:39,448 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 18:07:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3869, top5_acc: 0.6483, loss_cls: 3.4634, loss: 3.4634 2024-07-25 19:25:00,742 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 18:05:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3780, top5_acc: 0.6381, loss_cls: 3.5007, loss: 3.5007 2024-07-25 19:26:22,719 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 18:04:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3786, top5_acc: 0.6522, loss_cls: 3.4571, loss: 3.4571 2024-07-25 19:27:44,226 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 18:03:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6452, loss_cls: 3.4765, loss: 3.4765 2024-07-25 19:29:05,863 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 18:01:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3803, top5_acc: 0.6366, loss_cls: 3.4956, loss: 3.4956 2024-07-25 19:30:27,117 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 18:00:19, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3731, top5_acc: 0.6338, loss_cls: 3.5324, loss: 3.5324 2024-07-25 19:31:49,025 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 17:58:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3803, top5_acc: 0.6475, loss_cls: 3.4848, loss: 3.4848 2024-07-25 19:33:10,927 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 17:57:37, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3647, top5_acc: 0.6334, loss_cls: 3.5435, loss: 3.5435 2024-07-25 19:34:32,444 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 17:56:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3881, top5_acc: 0.6383, loss_cls: 3.4739, loss: 3.4739 2024-07-25 19:35:53,681 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 17:54:55, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3833, top5_acc: 0.6436, loss_cls: 3.4986, loss: 3.4986 2024-07-25 19:37:15,998 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 17:53:34, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3638, top5_acc: 0.6223, loss_cls: 3.5540, loss: 3.5540 2024-07-25 19:38:38,142 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 17:52:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3808, top5_acc: 0.6414, loss_cls: 3.4831, loss: 3.4831 2024-07-25 19:40:01,280 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 17:50:53, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3784, top5_acc: 0.6355, loss_cls: 3.5332, loss: 3.5332 2024-07-25 19:41:23,448 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 17:49:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6300, loss_cls: 3.5557, loss: 3.5557 2024-07-25 19:42:46,086 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 17:48:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3606, top5_acc: 0.6300, loss_cls: 3.5824, loss: 3.5824 2024-07-25 19:44:08,293 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 17:46:50, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3663, top5_acc: 0.6275, loss_cls: 3.5721, loss: 3.5721 2024-07-25 19:45:30,738 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 17:45:30, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6372, loss_cls: 3.5121, loss: 3.5121 2024-07-25 19:46:52,220 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 17:44:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3709, top5_acc: 0.6288, loss_cls: 3.5542, loss: 3.5542 2024-07-25 19:48:13,759 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 17:42:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3761, top5_acc: 0.6339, loss_cls: 3.5097, loss: 3.5097 2024-07-25 19:49:35,256 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 17:41:26, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3739, top5_acc: 0.6311, loss_cls: 3.5389, loss: 3.5389 2024-07-25 19:50:56,884 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 17:40:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3608, top5_acc: 0.6267, loss_cls: 3.5867, loss: 3.5867 2024-07-25 19:52:18,503 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 17:38:44, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3825, top5_acc: 0.6344, loss_cls: 3.5133, loss: 3.5133 2024-07-25 19:53:39,958 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 17:37:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3767, top5_acc: 0.6408, loss_cls: 3.5124, loss: 3.5124 2024-07-25 19:55:01,392 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 17:36:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6389, loss_cls: 3.5305, loss: 3.5305 2024-07-25 19:56:22,555 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 17:34:41, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6305, loss_cls: 3.5588, loss: 3.5588 2024-07-25 19:57:44,624 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 17:33:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6330, loss_cls: 3.5199, loss: 3.5199 2024-07-25 19:59:06,901 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 17:31:59, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3814, top5_acc: 0.6430, loss_cls: 3.4903, loss: 3.4903 2024-07-25 20:00:28,742 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 17:30:38, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3759, top5_acc: 0.6338, loss_cls: 3.5506, loss: 3.5506 2024-07-25 20:01:50,270 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 17:29:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3811, top5_acc: 0.6388, loss_cls: 3.5069, loss: 3.5069 2024-07-25 20:03:11,986 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 17:27:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3692, top5_acc: 0.6197, loss_cls: 3.5937, loss: 3.5937 2024-07-25 20:04:33,926 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 17:26:35, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3742, top5_acc: 0.6338, loss_cls: 3.5542, loss: 3.5542 2024-07-25 20:05:13,431 - pyskl - INFO - Saving checkpoint at 101 epochs 2024-07-25 20:07:05,605 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 20:07:06,257 - pyskl - INFO - top1_acc 0.3200 top5_acc 0.5754 2024-07-25 20:07:06,257 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 20:07:06,309 - pyskl - INFO - mean_acc 0.3197 2024-07-25 20:07:06,323 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.3200, top5_acc: 0.5754, mean_class_accuracy: 0.3197 2024-07-25 20:10:54,345 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 17:25:29, time: 2.280, data_time: 1.306, memory: 15990, top1_acc: 0.3797, top5_acc: 0.6495, loss_cls: 3.4392, loss: 3.4392 2024-07-25 20:12:15,963 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 17:24:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3937, top5_acc: 0.6591, loss_cls: 3.3891, loss: 3.3891 2024-07-25 20:13:37,737 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 17:22:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6472, loss_cls: 3.4341, loss: 3.4341 2024-07-25 20:14:59,578 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 17:21:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3883, top5_acc: 0.6531, loss_cls: 3.4473, loss: 3.4473 2024-07-25 20:16:21,855 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 17:20:05, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6412, loss_cls: 3.4720, loss: 3.4720 2024-07-25 20:17:43,400 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 17:18:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3752, top5_acc: 0.6406, loss_cls: 3.5083, loss: 3.5083 2024-07-25 20:19:05,246 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 17:17:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3944, top5_acc: 0.6495, loss_cls: 3.4460, loss: 3.4460 2024-07-25 20:20:27,244 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 17:16:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6500, loss_cls: 3.4421, loss: 3.4421 2024-07-25 20:21:49,084 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 17:14:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3784, top5_acc: 0.6419, loss_cls: 3.4665, loss: 3.4665 2024-07-25 20:23:10,694 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 17:13:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6419, loss_cls: 3.4729, loss: 3.4729 2024-07-25 20:24:31,971 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 17:11:59, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6377, loss_cls: 3.5018, loss: 3.5018 2024-07-25 20:25:53,345 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 17:10:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3686, top5_acc: 0.6425, loss_cls: 3.5125, loss: 3.5125 2024-07-25 20:27:15,084 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 17:09:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3802, top5_acc: 0.6328, loss_cls: 3.5144, loss: 3.5144 2024-07-25 20:28:36,933 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 17:07:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3784, top5_acc: 0.6384, loss_cls: 3.5001, loss: 3.5001 2024-07-25 20:29:57,942 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 17:06:34, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3769, top5_acc: 0.6414, loss_cls: 3.4920, loss: 3.4920 2024-07-25 20:31:19,551 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 17:05:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3761, top5_acc: 0.6320, loss_cls: 3.5330, loss: 3.5330 2024-07-25 20:32:41,251 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 17:03:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3766, top5_acc: 0.6283, loss_cls: 3.5381, loss: 3.5381 2024-07-25 20:34:04,187 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 17:02:31, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3777, top5_acc: 0.6350, loss_cls: 3.5072, loss: 3.5072 2024-07-25 20:35:26,135 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 17:01:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3800, top5_acc: 0.6362, loss_cls: 3.5188, loss: 3.5188 2024-07-25 20:36:49,038 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 16:59:50, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.3841, top5_acc: 0.6361, loss_cls: 3.4912, loss: 3.4912 2024-07-25 20:38:10,984 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 16:58:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3861, top5_acc: 0.6395, loss_cls: 3.4917, loss: 3.4917 2024-07-25 20:39:32,700 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 16:57:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3841, top5_acc: 0.6322, loss_cls: 3.4986, loss: 3.4986 2024-07-25 20:40:53,957 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 16:55:46, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3734, top5_acc: 0.6366, loss_cls: 3.5237, loss: 3.5237 2024-07-25 20:42:16,306 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 16:54:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3839, top5_acc: 0.6398, loss_cls: 3.4824, loss: 3.4824 2024-07-25 20:43:37,885 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 16:53:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3787, top5_acc: 0.6378, loss_cls: 3.5203, loss: 3.5203 2024-07-25 20:44:59,495 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 16:51:43, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6423, loss_cls: 3.5048, loss: 3.5048 2024-07-25 20:46:21,129 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 16:50:22, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3714, top5_acc: 0.6281, loss_cls: 3.5645, loss: 3.5645 2024-07-25 20:47:42,707 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 16:49:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3767, top5_acc: 0.6316, loss_cls: 3.5399, loss: 3.5399 2024-07-25 20:49:04,472 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 16:47:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3744, top5_acc: 0.6358, loss_cls: 3.5472, loss: 3.5472 2024-07-25 20:50:25,792 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 16:46:18, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3786, top5_acc: 0.6411, loss_cls: 3.5121, loss: 3.5121 2024-07-25 20:51:48,007 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 16:44:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3750, top5_acc: 0.6394, loss_cls: 3.5228, loss: 3.5228 2024-07-25 20:53:09,111 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 16:43:36, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6373, loss_cls: 3.4986, loss: 3.4986 2024-07-25 20:54:30,987 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 16:42:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3705, top5_acc: 0.6284, loss_cls: 3.5743, loss: 3.5743 2024-07-25 20:55:52,242 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 16:40:54, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3636, top5_acc: 0.6284, loss_cls: 3.5800, loss: 3.5800 2024-07-25 20:57:13,404 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 16:39:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3844, top5_acc: 0.6506, loss_cls: 3.4704, loss: 3.4704 2024-07-25 20:58:35,179 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 16:38:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3713, top5_acc: 0.6350, loss_cls: 3.5237, loss: 3.5237 2024-07-25 20:59:56,377 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 16:36:50, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6403, loss_cls: 3.5092, loss: 3.5092 2024-07-25 21:00:35,981 - pyskl - INFO - Saving checkpoint at 102 epochs 2024-07-25 21:02:27,987 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 21:02:28,651 - pyskl - INFO - top1_acc 0.3197 top5_acc 0.5683 2024-07-25 21:02:28,651 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 21:02:28,692 - pyskl - INFO - mean_acc 0.3195 2024-07-25 21:02:28,705 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.3197, top5_acc: 0.5683, mean_class_accuracy: 0.3195 2024-07-25 21:06:17,353 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 16:35:43, time: 2.286, data_time: 1.306, memory: 15990, top1_acc: 0.4048, top5_acc: 0.6616, loss_cls: 3.3675, loss: 3.3675 2024-07-25 21:07:38,938 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 16:34:22, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6406, loss_cls: 3.4607, loss: 3.4607 2024-07-25 21:09:00,571 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 16:33:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3883, top5_acc: 0.6548, loss_cls: 3.4284, loss: 3.4284 2024-07-25 21:10:22,317 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 16:31:40, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6441, loss_cls: 3.4524, loss: 3.4524 2024-07-25 21:11:43,683 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 16:30:18, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3889, top5_acc: 0.6484, loss_cls: 3.4233, loss: 3.4233 2024-07-25 21:13:05,777 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 16:28:57, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6412, loss_cls: 3.4557, loss: 3.4557 2024-07-25 21:14:27,246 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 16:27:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3753, top5_acc: 0.6430, loss_cls: 3.4744, loss: 3.4744 2024-07-25 21:15:48,572 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 16:26:15, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3895, top5_acc: 0.6497, loss_cls: 3.4534, loss: 3.4534 2024-07-25 21:17:10,055 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 16:24:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3853, top5_acc: 0.6495, loss_cls: 3.4350, loss: 3.4350 2024-07-25 21:18:32,108 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 16:23:33, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3792, top5_acc: 0.6431, loss_cls: 3.5002, loss: 3.5002 2024-07-25 21:19:53,321 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 16:22:11, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3827, top5_acc: 0.6441, loss_cls: 3.4863, loss: 3.4863 2024-07-25 21:21:15,611 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 16:20:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6508, loss_cls: 3.4450, loss: 3.4450 2024-07-25 21:22:37,279 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 16:19:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3778, top5_acc: 0.6391, loss_cls: 3.5086, loss: 3.5086 2024-07-25 21:23:58,446 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 16:18:08, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3889, top5_acc: 0.6508, loss_cls: 3.4585, loss: 3.4585 2024-07-25 21:25:19,759 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 16:16:46, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3819, top5_acc: 0.6420, loss_cls: 3.4614, loss: 3.4614 2024-07-25 21:26:40,957 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 16:15:25, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6377, loss_cls: 3.4896, loss: 3.4896 2024-07-25 21:28:02,539 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 16:14:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3773, top5_acc: 0.6397, loss_cls: 3.4970, loss: 3.4970 2024-07-25 21:29:24,463 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 16:12:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3756, top5_acc: 0.6366, loss_cls: 3.5041, loss: 3.5041 2024-07-25 21:30:47,729 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 16:11:22, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.3794, top5_acc: 0.6455, loss_cls: 3.5007, loss: 3.5007 2024-07-25 21:32:09,140 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 16:10:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3875, top5_acc: 0.6425, loss_cls: 3.4753, loss: 3.4753 2024-07-25 21:33:30,678 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 16:08:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3752, top5_acc: 0.6381, loss_cls: 3.4999, loss: 3.4999 2024-07-25 21:34:52,610 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 16:07:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3822, top5_acc: 0.6395, loss_cls: 3.4957, loss: 3.4957 2024-07-25 21:36:13,923 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 16:05:57, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3780, top5_acc: 0.6328, loss_cls: 3.5122, loss: 3.5122 2024-07-25 21:37:35,581 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 16:04:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3748, top5_acc: 0.6388, loss_cls: 3.5053, loss: 3.5053 2024-07-25 21:38:57,039 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 16:03:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3748, top5_acc: 0.6347, loss_cls: 3.5230, loss: 3.5230 2024-07-25 21:40:18,184 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 16:01:54, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6445, loss_cls: 3.4766, loss: 3.4766 2024-07-25 21:41:39,390 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 16:00:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6359, loss_cls: 3.4977, loss: 3.4977 2024-07-25 21:43:01,391 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 15:59:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6370, loss_cls: 3.5084, loss: 3.5084 2024-07-25 21:44:22,867 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 15:57:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6384, loss_cls: 3.4968, loss: 3.4968 2024-07-25 21:45:43,937 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 15:56:29, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3794, top5_acc: 0.6384, loss_cls: 3.5317, loss: 3.5317 2024-07-25 21:47:05,314 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 15:55:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6375, loss_cls: 3.4958, loss: 3.4958 2024-07-25 21:48:27,002 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 15:53:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3798, top5_acc: 0.6420, loss_cls: 3.4861, loss: 3.4861 2024-07-25 21:49:48,562 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 15:52:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3803, top5_acc: 0.6406, loss_cls: 3.4914, loss: 3.4914 2024-07-25 21:51:10,069 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 15:51:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3853, top5_acc: 0.6441, loss_cls: 3.4546, loss: 3.4546 2024-07-25 21:52:31,786 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 15:49:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3727, top5_acc: 0.6381, loss_cls: 3.5060, loss: 3.5060 2024-07-25 21:53:53,444 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 15:48:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3723, top5_acc: 0.6314, loss_cls: 3.5390, loss: 3.5390 2024-07-25 21:55:15,029 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 15:47:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3836, top5_acc: 0.6398, loss_cls: 3.4752, loss: 3.4752 2024-07-25 21:55:54,935 - pyskl - INFO - Saving checkpoint at 103 epochs 2024-07-25 21:57:46,041 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 21:57:46,826 - pyskl - INFO - top1_acc 0.3202 top5_acc 0.5750 2024-07-25 21:57:46,826 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 21:57:46,870 - pyskl - INFO - mean_acc 0.3198 2024-07-25 21:57:46,881 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.3202, top5_acc: 0.5750, mean_class_accuracy: 0.3198 2024-07-25 22:01:35,486 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 15:45:51, time: 2.286, data_time: 1.294, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6523, loss_cls: 3.3947, loss: 3.3947 2024-07-25 22:02:57,186 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 15:44:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3911, top5_acc: 0.6491, loss_cls: 3.4198, loss: 3.4198 2024-07-25 22:04:19,631 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 15:43:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3789, top5_acc: 0.6473, loss_cls: 3.4779, loss: 3.4779 2024-07-25 22:05:41,733 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 15:41:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3814, top5_acc: 0.6373, loss_cls: 3.4820, loss: 3.4820 2024-07-25 22:07:04,137 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 15:40:27, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6459, loss_cls: 3.4525, loss: 3.4525 2024-07-25 22:08:25,676 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 15:39:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3897, top5_acc: 0.6423, loss_cls: 3.4734, loss: 3.4734 2024-07-25 22:09:47,458 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 15:37:45, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3775, top5_acc: 0.6417, loss_cls: 3.4713, loss: 3.4713 2024-07-25 22:11:08,858 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 15:36:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3839, top5_acc: 0.6514, loss_cls: 3.4484, loss: 3.4484 2024-07-25 22:12:30,057 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 15:35:02, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4022, top5_acc: 0.6462, loss_cls: 3.4264, loss: 3.4264 2024-07-25 22:13:51,320 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 15:33:41, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3923, top5_acc: 0.6544, loss_cls: 3.4118, loss: 3.4118 2024-07-25 22:15:12,961 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 15:32:20, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3862, top5_acc: 0.6517, loss_cls: 3.4222, loss: 3.4222 2024-07-25 22:16:34,645 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 15:30:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6509, loss_cls: 3.4398, loss: 3.4398 2024-07-25 22:17:55,672 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 15:29:37, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3989, top5_acc: 0.6556, loss_cls: 3.3980, loss: 3.3980 2024-07-25 22:19:16,961 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 15:28:16, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6483, loss_cls: 3.4494, loss: 3.4494 2024-07-25 22:20:38,161 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 15:26:54, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3836, top5_acc: 0.6497, loss_cls: 3.4828, loss: 3.4828 2024-07-25 22:22:00,021 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 15:25:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6486, loss_cls: 3.4915, loss: 3.4915 2024-07-25 22:23:21,563 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 15:24:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3848, top5_acc: 0.6439, loss_cls: 3.4656, loss: 3.4656 2024-07-25 22:24:43,767 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 15:22:51, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3745, top5_acc: 0.6366, loss_cls: 3.5206, loss: 3.5206 2024-07-25 22:26:06,484 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 15:21:30, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6409, loss_cls: 3.5113, loss: 3.5113 2024-07-25 22:27:28,714 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 15:20:09, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6570, loss_cls: 3.4142, loss: 3.4142 2024-07-25 22:28:50,671 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 15:18:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3933, top5_acc: 0.6491, loss_cls: 3.4073, loss: 3.4073 2024-07-25 22:30:12,193 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 15:17:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6455, loss_cls: 3.4673, loss: 3.4673 2024-07-25 22:31:33,560 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 15:16:05, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3936, top5_acc: 0.6483, loss_cls: 3.4469, loss: 3.4469 2024-07-25 22:32:54,805 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 15:14:44, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3764, top5_acc: 0.6483, loss_cls: 3.5049, loss: 3.5049 2024-07-25 22:34:16,250 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 15:13:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6419, loss_cls: 3.4875, loss: 3.4875 2024-07-25 22:35:37,923 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 15:12:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3767, top5_acc: 0.6406, loss_cls: 3.4820, loss: 3.4820 2024-07-25 22:36:59,441 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 15:10:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3955, top5_acc: 0.6520, loss_cls: 3.4308, loss: 3.4308 2024-07-25 22:38:20,739 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 15:09:19, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6462, loss_cls: 3.4854, loss: 3.4854 2024-07-25 22:39:42,367 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 15:07:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3853, top5_acc: 0.6406, loss_cls: 3.4744, loss: 3.4744 2024-07-25 22:41:04,099 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 15:06:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6383, loss_cls: 3.5070, loss: 3.5070 2024-07-25 22:42:25,269 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 15:05:15, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3836, top5_acc: 0.6442, loss_cls: 3.4587, loss: 3.4587 2024-07-25 22:43:46,242 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 15:03:53, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3936, top5_acc: 0.6481, loss_cls: 3.4371, loss: 3.4371 2024-07-25 22:45:08,003 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 15:02:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3814, top5_acc: 0.6328, loss_cls: 3.4957, loss: 3.4957 2024-07-25 22:46:29,260 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 15:01:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3867, top5_acc: 0.6450, loss_cls: 3.4615, loss: 3.4615 2024-07-25 22:47:50,680 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 14:59:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3794, top5_acc: 0.6425, loss_cls: 3.4834, loss: 3.4834 2024-07-25 22:49:12,529 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 14:58:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3836, top5_acc: 0.6438, loss_cls: 3.4935, loss: 3.4935 2024-07-25 22:50:33,892 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 14:57:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3680, top5_acc: 0.6359, loss_cls: 3.5131, loss: 3.5131 2024-07-25 22:51:13,225 - pyskl - INFO - Saving checkpoint at 104 epochs 2024-07-25 22:53:04,859 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 22:53:05,535 - pyskl - INFO - top1_acc 0.3273 top5_acc 0.5863 2024-07-25 22:53:05,536 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 22:53:05,578 - pyskl - INFO - mean_acc 0.3270 2024-07-25 22:53:05,583 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_100.pth was removed 2024-07-25 22:53:05,853 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. 2024-07-25 22:53:05,854 - pyskl - INFO - Best top1_acc is 0.3273 at 104 epoch. 2024-07-25 22:53:05,872 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.3273, top5_acc: 0.5863, mean_class_accuracy: 0.3270 2024-07-25 22:56:53,090 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 14:55:56, time: 2.272, data_time: 1.293, memory: 15990, top1_acc: 0.3916, top5_acc: 0.6534, loss_cls: 3.4301, loss: 3.4301 2024-07-25 22:58:14,523 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 14:54:35, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6595, loss_cls: 3.4037, loss: 3.4037 2024-07-25 22:59:35,985 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 14:53:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6500, loss_cls: 3.4235, loss: 3.4235 2024-07-25 23:00:57,509 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 14:51:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4033, top5_acc: 0.6614, loss_cls: 3.3759, loss: 3.3759 2024-07-25 23:02:19,519 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 14:50:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3969, top5_acc: 0.6562, loss_cls: 3.4206, loss: 3.4206 2024-07-25 23:03:41,488 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 14:49:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3920, top5_acc: 0.6534, loss_cls: 3.4190, loss: 3.4190 2024-07-25 23:05:03,055 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 14:47:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6486, loss_cls: 3.4222, loss: 3.4222 2024-07-25 23:06:24,199 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 14:46:27, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3783, top5_acc: 0.6367, loss_cls: 3.4956, loss: 3.4956 2024-07-25 23:07:45,583 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 14:45:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3941, top5_acc: 0.6608, loss_cls: 3.4103, loss: 3.4103 2024-07-25 23:09:07,159 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 14:43:44, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3925, top5_acc: 0.6430, loss_cls: 3.4569, loss: 3.4569 2024-07-25 23:10:28,050 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 14:42:23, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.4072, top5_acc: 0.6517, loss_cls: 3.3951, loss: 3.3951 2024-07-25 23:11:49,447 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 14:41:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3958, top5_acc: 0.6411, loss_cls: 3.4372, loss: 3.4372 2024-07-25 23:13:11,037 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 14:39:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6467, loss_cls: 3.4703, loss: 3.4703 2024-07-25 23:14:32,202 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 14:38:19, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4000, top5_acc: 0.6608, loss_cls: 3.3876, loss: 3.3876 2024-07-25 23:15:53,459 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 14:36:57, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3848, top5_acc: 0.6423, loss_cls: 3.4725, loss: 3.4725 2024-07-25 23:17:14,461 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 14:35:36, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6497, loss_cls: 3.4468, loss: 3.4468 2024-07-25 23:18:36,321 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 14:34:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3903, top5_acc: 0.6450, loss_cls: 3.4628, loss: 3.4628 2024-07-25 23:19:57,543 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 14:32:53, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6431, loss_cls: 3.4321, loss: 3.4321 2024-07-25 23:21:19,718 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 14:31:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3764, top5_acc: 0.6442, loss_cls: 3.4845, loss: 3.4845 2024-07-25 23:22:42,360 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 14:30:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.3927, top5_acc: 0.6547, loss_cls: 3.4474, loss: 3.4474 2024-07-25 23:24:04,462 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 14:28:50, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3878, top5_acc: 0.6488, loss_cls: 3.4504, loss: 3.4504 2024-07-25 23:25:26,651 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 14:27:29, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3945, top5_acc: 0.6467, loss_cls: 3.4565, loss: 3.4565 2024-07-25 23:26:48,228 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 14:26:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3831, top5_acc: 0.6495, loss_cls: 3.4723, loss: 3.4723 2024-07-25 23:28:09,519 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 14:24:46, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3922, top5_acc: 0.6452, loss_cls: 3.4638, loss: 3.4638 2024-07-25 23:29:30,812 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 14:23:25, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3875, top5_acc: 0.6506, loss_cls: 3.4257, loss: 3.4257 2024-07-25 23:30:52,320 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 14:22:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3830, top5_acc: 0.6519, loss_cls: 3.4407, loss: 3.4407 2024-07-25 23:32:13,532 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 14:20:42, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3883, top5_acc: 0.6461, loss_cls: 3.4340, loss: 3.4340 2024-07-25 23:33:35,099 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 14:19:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3817, top5_acc: 0.6559, loss_cls: 3.4364, loss: 3.4364 2024-07-25 23:34:56,843 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 14:17:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3884, top5_acc: 0.6519, loss_cls: 3.4426, loss: 3.4426 2024-07-25 23:36:18,207 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 14:16:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6448, loss_cls: 3.4811, loss: 3.4811 2024-07-25 23:37:39,356 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 14:15:17, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3850, top5_acc: 0.6466, loss_cls: 3.4516, loss: 3.4516 2024-07-25 23:39:01,467 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 14:13:56, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3989, top5_acc: 0.6538, loss_cls: 3.4076, loss: 3.4076 2024-07-25 23:40:23,256 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 14:12:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3869, top5_acc: 0.6555, loss_cls: 3.4371, loss: 3.4371 2024-07-25 23:41:45,118 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 14:11:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3878, top5_acc: 0.6430, loss_cls: 3.4744, loss: 3.4744 2024-07-25 23:43:06,733 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 14:09:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3805, top5_acc: 0.6430, loss_cls: 3.4887, loss: 3.4887 2024-07-25 23:44:28,223 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 14:08:30, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3825, top5_acc: 0.6430, loss_cls: 3.4449, loss: 3.4449 2024-07-25 23:45:49,841 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 14:07:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6466, loss_cls: 3.4440, loss: 3.4440 2024-07-25 23:46:29,490 - pyskl - INFO - Saving checkpoint at 105 epochs 2024-07-25 23:48:22,085 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-25 23:48:22,782 - pyskl - INFO - top1_acc 0.3219 top5_acc 0.5811 2024-07-25 23:48:22,782 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-25 23:48:22,831 - pyskl - INFO - mean_acc 0.3217 2024-07-25 23:48:22,847 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.3219, top5_acc: 0.5811, mean_class_accuracy: 0.3217 2024-07-25 23:52:22,173 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 14:06:02, time: 2.393, data_time: 1.405, memory: 15990, top1_acc: 0.4042, top5_acc: 0.6700, loss_cls: 3.3449, loss: 3.3449 2024-07-25 23:53:44,162 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 14:04:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4037, top5_acc: 0.6670, loss_cls: 3.3483, loss: 3.3483 2024-07-25 23:55:05,872 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 14:03:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6520, loss_cls: 3.4026, loss: 3.4026 2024-07-25 23:56:27,973 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 14:01:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4059, top5_acc: 0.6637, loss_cls: 3.3700, loss: 3.3700 2024-07-25 23:57:49,556 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 14:00:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6555, loss_cls: 3.3982, loss: 3.3982 2024-07-25 23:59:11,524 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 13:59:16, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3950, top5_acc: 0.6534, loss_cls: 3.4145, loss: 3.4145 2024-07-26 00:00:33,072 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 13:57:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3992, top5_acc: 0.6520, loss_cls: 3.4073, loss: 3.4073 2024-07-26 00:01:54,919 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 13:56:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3795, top5_acc: 0.6423, loss_cls: 3.4523, loss: 3.4523 2024-07-26 00:03:16,667 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 13:55:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3873, top5_acc: 0.6538, loss_cls: 3.4175, loss: 3.4175 2024-07-26 00:04:38,157 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 13:53:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3917, top5_acc: 0.6594, loss_cls: 3.4126, loss: 3.4126 2024-07-26 00:05:59,983 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 13:52:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3906, top5_acc: 0.6533, loss_cls: 3.4064, loss: 3.4064 2024-07-26 00:07:21,711 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 13:51:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3970, top5_acc: 0.6572, loss_cls: 3.3706, loss: 3.3706 2024-07-26 00:08:43,271 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 13:49:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3864, top5_acc: 0.6531, loss_cls: 3.4553, loss: 3.4553 2024-07-26 00:10:04,930 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 13:48:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3839, top5_acc: 0.6383, loss_cls: 3.4758, loss: 3.4758 2024-07-26 00:11:27,346 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 13:47:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3855, top5_acc: 0.6439, loss_cls: 3.4602, loss: 3.4602 2024-07-26 00:12:48,780 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 13:45:43, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3914, top5_acc: 0.6509, loss_cls: 3.4452, loss: 3.4452 2024-07-26 00:14:10,517 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 13:44:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6642, loss_cls: 3.3645, loss: 3.3645 2024-07-26 00:15:32,416 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 13:43:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6503, loss_cls: 3.3934, loss: 3.3934 2024-07-26 00:16:55,083 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 13:41:40, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6492, loss_cls: 3.4159, loss: 3.4159 2024-07-26 00:18:17,553 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 13:40:19, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.3891, top5_acc: 0.6416, loss_cls: 3.5052, loss: 3.5052 2024-07-26 00:19:40,239 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 13:38:58, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6477, loss_cls: 3.4531, loss: 3.4531 2024-07-26 00:21:02,332 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 13:37:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3991, top5_acc: 0.6509, loss_cls: 3.4022, loss: 3.4022 2024-07-26 00:22:24,015 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 13:36:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6517, loss_cls: 3.4019, loss: 3.4019 2024-07-26 00:23:45,314 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 13:34:54, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3870, top5_acc: 0.6531, loss_cls: 3.4142, loss: 3.4142 2024-07-26 00:25:06,394 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 13:33:32, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6575, loss_cls: 3.3991, loss: 3.3991 2024-07-26 00:26:27,778 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 13:32:11, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3886, top5_acc: 0.6473, loss_cls: 3.4615, loss: 3.4615 2024-07-26 00:27:49,141 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 13:30:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3914, top5_acc: 0.6587, loss_cls: 3.4057, loss: 3.4057 2024-07-26 00:29:10,582 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 13:29:28, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3958, top5_acc: 0.6550, loss_cls: 3.4220, loss: 3.4220 2024-07-26 00:30:32,377 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 13:28:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3845, top5_acc: 0.6470, loss_cls: 3.4548, loss: 3.4548 2024-07-26 00:31:54,033 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 13:26:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3831, top5_acc: 0.6530, loss_cls: 3.4631, loss: 3.4631 2024-07-26 00:33:15,783 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 13:25:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3975, top5_acc: 0.6558, loss_cls: 3.4042, loss: 3.4042 2024-07-26 00:34:37,547 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 13:24:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6434, loss_cls: 3.4653, loss: 3.4653 2024-07-26 00:35:59,159 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 13:22:41, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6564, loss_cls: 3.4230, loss: 3.4230 2024-07-26 00:37:20,631 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 13:21:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3902, top5_acc: 0.6470, loss_cls: 3.4381, loss: 3.4381 2024-07-26 00:38:42,289 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 13:19:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3908, top5_acc: 0.6484, loss_cls: 3.4371, loss: 3.4371 2024-07-26 00:40:04,393 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 13:18:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3828, top5_acc: 0.6466, loss_cls: 3.4559, loss: 3.4559 2024-07-26 00:41:25,646 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 13:17:16, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3955, top5_acc: 0.6492, loss_cls: 3.4399, loss: 3.4399 2024-07-26 00:42:04,973 - pyskl - INFO - Saving checkpoint at 106 epochs 2024-07-26 00:43:58,443 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 00:43:59,188 - pyskl - INFO - top1_acc 0.3328 top5_acc 0.5907 2024-07-26 00:43:59,188 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 00:43:59,236 - pyskl - INFO - mean_acc 0.3325 2024-07-26 00:43:59,241 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_104.pth was removed 2024-07-26 00:43:59,505 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2024-07-26 00:43:59,506 - pyskl - INFO - Best top1_acc is 0.3328 at 106 epoch. 2024-07-26 00:43:59,524 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.3328, top5_acc: 0.5907, mean_class_accuracy: 0.3325 2024-07-26 00:47:56,228 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 13:16:06, time: 2.367, data_time: 1.381, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6723, loss_cls: 3.3250, loss: 3.3250 2024-07-26 00:49:18,598 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 13:14:45, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6564, loss_cls: 3.4003, loss: 3.4003 2024-07-26 00:50:40,729 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 13:13:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4081, top5_acc: 0.6598, loss_cls: 3.3766, loss: 3.3766 2024-07-26 00:52:03,205 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 13:12:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4083, top5_acc: 0.6633, loss_cls: 3.3654, loss: 3.3654 2024-07-26 00:53:24,873 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 13:10:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4053, top5_acc: 0.6633, loss_cls: 3.3418, loss: 3.3418 2024-07-26 00:54:47,066 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 13:09:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3920, top5_acc: 0.6478, loss_cls: 3.4475, loss: 3.4475 2024-07-26 00:56:08,520 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 13:07:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3991, top5_acc: 0.6497, loss_cls: 3.4152, loss: 3.4152 2024-07-26 00:57:30,211 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 13:06:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6595, loss_cls: 3.3767, loss: 3.3767 2024-07-26 00:58:51,783 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 13:05:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3834, top5_acc: 0.6534, loss_cls: 3.4242, loss: 3.4242 2024-07-26 01:00:13,218 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 13:03:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3992, top5_acc: 0.6566, loss_cls: 3.3796, loss: 3.3796 2024-07-26 01:01:34,905 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 13:02:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3841, top5_acc: 0.6630, loss_cls: 3.3940, loss: 3.3940 2024-07-26 01:02:56,829 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 13:01:12, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4022, top5_acc: 0.6587, loss_cls: 3.3657, loss: 3.3657 2024-07-26 01:04:18,945 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 12:59:51, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3869, top5_acc: 0.6497, loss_cls: 3.4469, loss: 3.4469 2024-07-26 01:05:40,465 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 12:58:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3866, top5_acc: 0.6442, loss_cls: 3.4624, loss: 3.4624 2024-07-26 01:07:02,272 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 12:57:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3937, top5_acc: 0.6656, loss_cls: 3.3572, loss: 3.3572 2024-07-26 01:08:23,549 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 12:55:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4072, top5_acc: 0.6645, loss_cls: 3.3609, loss: 3.3609 2024-07-26 01:09:45,176 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 12:54:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3912, top5_acc: 0.6597, loss_cls: 3.3678, loss: 3.3678 2024-07-26 01:11:06,575 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 12:53:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3964, top5_acc: 0.6602, loss_cls: 3.3789, loss: 3.3789 2024-07-26 01:12:28,792 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 12:51:43, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.3852, top5_acc: 0.6459, loss_cls: 3.4968, loss: 3.4968 2024-07-26 01:13:51,109 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 12:50:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.3936, top5_acc: 0.6598, loss_cls: 3.3915, loss: 3.3915 2024-07-26 01:15:13,213 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 12:49:00, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3906, top5_acc: 0.6547, loss_cls: 3.4096, loss: 3.4096 2024-07-26 01:16:35,228 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 12:47:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4002, top5_acc: 0.6584, loss_cls: 3.3671, loss: 3.3671 2024-07-26 01:17:56,816 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 12:46:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3939, top5_acc: 0.6608, loss_cls: 3.3981, loss: 3.3981 2024-07-26 01:19:18,122 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 12:44:56, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4012, top5_acc: 0.6539, loss_cls: 3.4112, loss: 3.4112 2024-07-26 01:20:39,464 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 12:43:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3817, top5_acc: 0.6538, loss_cls: 3.4420, loss: 3.4420 2024-07-26 01:22:00,915 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 12:42:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3897, top5_acc: 0.6592, loss_cls: 3.3989, loss: 3.3989 2024-07-26 01:23:22,033 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 12:40:52, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3897, top5_acc: 0.6492, loss_cls: 3.4277, loss: 3.4277 2024-07-26 01:24:43,907 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 12:39:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6542, loss_cls: 3.4013, loss: 3.4013 2024-07-26 01:26:05,231 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 12:38:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6472, loss_cls: 3.4740, loss: 3.4740 2024-07-26 01:27:26,888 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 12:36:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3861, top5_acc: 0.6397, loss_cls: 3.4588, loss: 3.4588 2024-07-26 01:28:48,167 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 12:35:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6575, loss_cls: 3.4199, loss: 3.4199 2024-07-26 01:30:10,164 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 12:34:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6519, loss_cls: 3.4352, loss: 3.4352 2024-07-26 01:31:31,491 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 12:32:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3958, top5_acc: 0.6613, loss_cls: 3.3648, loss: 3.3648 2024-07-26 01:32:52,685 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 12:31:22, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3903, top5_acc: 0.6553, loss_cls: 3.4276, loss: 3.4276 2024-07-26 01:34:13,979 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 12:30:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3887, top5_acc: 0.6539, loss_cls: 3.4330, loss: 3.4330 2024-07-26 01:35:35,730 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 12:28:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3900, top5_acc: 0.6520, loss_cls: 3.4195, loss: 3.4195 2024-07-26 01:36:56,800 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 12:27:17, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3925, top5_acc: 0.6506, loss_cls: 3.4211, loss: 3.4211 2024-07-26 01:37:35,871 - pyskl - INFO - Saving checkpoint at 107 epochs 2024-07-26 01:39:28,753 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 01:39:29,470 - pyskl - INFO - top1_acc 0.3320 top5_acc 0.5938 2024-07-26 01:39:29,470 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 01:39:29,517 - pyskl - INFO - mean_acc 0.3317 2024-07-26 01:39:29,532 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.3320, top5_acc: 0.5938, mean_class_accuracy: 0.3317 2024-07-26 01:43:25,508 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 12:26:05, time: 2.360, data_time: 1.372, memory: 15990, top1_acc: 0.4172, top5_acc: 0.6766, loss_cls: 3.2775, loss: 3.2775 2024-07-26 01:44:47,581 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 12:24:44, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4144, top5_acc: 0.6722, loss_cls: 3.3093, loss: 3.3093 2024-07-26 01:46:09,505 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 12:23:23, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6611, loss_cls: 3.3516, loss: 3.3516 2024-07-26 01:47:31,961 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 12:22:02, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6559, loss_cls: 3.3888, loss: 3.3888 2024-07-26 01:48:53,348 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 12:20:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3964, top5_acc: 0.6595, loss_cls: 3.3854, loss: 3.3854 2024-07-26 01:50:15,301 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 12:19:19, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3931, top5_acc: 0.6609, loss_cls: 3.4011, loss: 3.4011 2024-07-26 01:51:37,166 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 12:17:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6642, loss_cls: 3.3653, loss: 3.3653 2024-07-26 01:52:58,936 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 12:16:36, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3950, top5_acc: 0.6597, loss_cls: 3.3646, loss: 3.3646 2024-07-26 01:54:20,027 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 12:15:15, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.3953, top5_acc: 0.6583, loss_cls: 3.3674, loss: 3.3674 2024-07-26 01:55:41,183 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 12:13:53, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6680, loss_cls: 3.3264, loss: 3.3264 2024-07-26 01:57:02,611 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 12:12:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4042, top5_acc: 0.6644, loss_cls: 3.3576, loss: 3.3576 2024-07-26 01:58:24,466 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 12:11:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3981, top5_acc: 0.6627, loss_cls: 3.3860, loss: 3.3860 2024-07-26 01:59:46,284 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 12:09:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4069, top5_acc: 0.6628, loss_cls: 3.3679, loss: 3.3679 2024-07-26 02:01:07,888 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 12:08:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4014, top5_acc: 0.6509, loss_cls: 3.3879, loss: 3.3879 2024-07-26 02:02:29,311 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 12:07:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6580, loss_cls: 3.3897, loss: 3.3897 2024-07-26 02:03:50,525 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 12:05:44, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3972, top5_acc: 0.6528, loss_cls: 3.4239, loss: 3.4239 2024-07-26 02:05:12,092 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 12:04:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6639, loss_cls: 3.3449, loss: 3.3449 2024-07-26 02:06:33,340 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 12:03:01, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4002, top5_acc: 0.6681, loss_cls: 3.3461, loss: 3.3461 2024-07-26 02:07:55,136 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 12:01:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3956, top5_acc: 0.6528, loss_cls: 3.4248, loss: 3.4248 2024-07-26 02:09:18,359 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 12:00:19, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.3937, top5_acc: 0.6634, loss_cls: 3.3750, loss: 3.3750 2024-07-26 02:10:40,434 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 11:58:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.3922, top5_acc: 0.6502, loss_cls: 3.4148, loss: 3.4148 2024-07-26 02:12:02,151 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 11:57:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6519, loss_cls: 3.4510, loss: 3.4510 2024-07-26 02:13:23,945 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 11:56:15, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3925, top5_acc: 0.6539, loss_cls: 3.4028, loss: 3.4028 2024-07-26 02:14:45,416 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 11:54:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3994, top5_acc: 0.6619, loss_cls: 3.3726, loss: 3.3726 2024-07-26 02:16:07,317 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 11:53:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6562, loss_cls: 3.4056, loss: 3.4056 2024-07-26 02:17:28,900 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 11:52:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3909, top5_acc: 0.6494, loss_cls: 3.4220, loss: 3.4220 2024-07-26 02:18:50,328 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 11:50:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3992, top5_acc: 0.6600, loss_cls: 3.3791, loss: 3.3791 2024-07-26 02:20:12,098 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 11:49:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4042, top5_acc: 0.6631, loss_cls: 3.3493, loss: 3.3493 2024-07-26 02:21:33,790 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 11:48:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3975, top5_acc: 0.6508, loss_cls: 3.3878, loss: 3.3878 2024-07-26 02:22:55,233 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 11:46:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4092, top5_acc: 0.6594, loss_cls: 3.3553, loss: 3.3553 2024-07-26 02:24:16,766 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 11:45:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3962, top5_acc: 0.6514, loss_cls: 3.4229, loss: 3.4229 2024-07-26 02:25:37,964 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 11:44:02, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4022, top5_acc: 0.6566, loss_cls: 3.3900, loss: 3.3900 2024-07-26 02:26:59,644 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 11:42:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3856, top5_acc: 0.6503, loss_cls: 3.4793, loss: 3.4793 2024-07-26 02:28:20,835 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 11:41:19, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3962, top5_acc: 0.6506, loss_cls: 3.4190, loss: 3.4190 2024-07-26 02:29:42,848 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 11:39:58, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3930, top5_acc: 0.6502, loss_cls: 3.4559, loss: 3.4559 2024-07-26 02:31:05,231 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 11:38:37, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3989, top5_acc: 0.6670, loss_cls: 3.3475, loss: 3.3475 2024-07-26 02:32:26,419 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 11:37:15, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3839, top5_acc: 0.6442, loss_cls: 3.4593, loss: 3.4593 2024-07-26 02:33:05,624 - pyskl - INFO - Saving checkpoint at 108 epochs 2024-07-26 02:34:59,832 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 02:35:00,493 - pyskl - INFO - top1_acc 0.3419 top5_acc 0.5920 2024-07-26 02:35:00,494 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 02:35:00,535 - pyskl - INFO - mean_acc 0.3416 2024-07-26 02:35:00,540 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_106.pth was removed 2024-07-26 02:35:00,802 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2024-07-26 02:35:00,803 - pyskl - INFO - Best top1_acc is 0.3419 at 108 epoch. 2024-07-26 02:35:00,815 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.3419, top5_acc: 0.5920, mean_class_accuracy: 0.3416 2024-07-26 02:38:49,886 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 11:35:59, time: 2.291, data_time: 1.311, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6806, loss_cls: 3.2575, loss: 3.2575 2024-07-26 02:40:11,992 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 11:34:38, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4197, top5_acc: 0.6831, loss_cls: 3.2463, loss: 3.2463 2024-07-26 02:41:33,712 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 11:33:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4036, top5_acc: 0.6727, loss_cls: 3.3309, loss: 3.3309 2024-07-26 02:42:56,011 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 11:31:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6725, loss_cls: 3.2691, loss: 3.2691 2024-07-26 02:44:18,031 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 11:30:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6556, loss_cls: 3.3881, loss: 3.3881 2024-07-26 02:45:40,101 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 11:29:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6669, loss_cls: 3.3177, loss: 3.3177 2024-07-26 02:47:02,470 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 11:27:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4020, top5_acc: 0.6617, loss_cls: 3.3591, loss: 3.3591 2024-07-26 02:48:23,903 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 11:26:30, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4012, top5_acc: 0.6550, loss_cls: 3.3672, loss: 3.3672 2024-07-26 02:49:45,540 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 11:25:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3983, top5_acc: 0.6592, loss_cls: 3.3771, loss: 3.3771 2024-07-26 02:51:06,982 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 11:23:47, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4061, top5_acc: 0.6527, loss_cls: 3.3706, loss: 3.3706 2024-07-26 02:52:29,097 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 11:22:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4119, top5_acc: 0.6666, loss_cls: 3.3395, loss: 3.3395 2024-07-26 02:53:50,565 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 11:21:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6680, loss_cls: 3.3545, loss: 3.3545 2024-07-26 02:55:11,861 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 11:19:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3844, top5_acc: 0.6442, loss_cls: 3.4447, loss: 3.4447 2024-07-26 02:56:33,865 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 11:18:21, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4016, top5_acc: 0.6539, loss_cls: 3.3908, loss: 3.3908 2024-07-26 02:57:55,369 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 11:16:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3898, top5_acc: 0.6536, loss_cls: 3.4266, loss: 3.4266 2024-07-26 02:59:17,058 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 11:15:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6639, loss_cls: 3.3480, loss: 3.3480 2024-07-26 03:00:38,239 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 11:14:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3961, top5_acc: 0.6622, loss_cls: 3.3737, loss: 3.3737 2024-07-26 03:01:59,405 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 11:12:55, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3948, top5_acc: 0.6592, loss_cls: 3.3803, loss: 3.3803 2024-07-26 03:03:21,665 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 11:11:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4019, top5_acc: 0.6613, loss_cls: 3.3706, loss: 3.3706 2024-07-26 03:04:44,771 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 11:10:13, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.3936, top5_acc: 0.6602, loss_cls: 3.3941, loss: 3.3941 2024-07-26 03:06:07,806 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 11:08:52, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4067, top5_acc: 0.6597, loss_cls: 3.3547, loss: 3.3547 2024-07-26 03:07:30,325 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 11:07:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4012, top5_acc: 0.6556, loss_cls: 3.4078, loss: 3.4078 2024-07-26 03:08:52,285 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 11:06:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3967, top5_acc: 0.6619, loss_cls: 3.3829, loss: 3.3829 2024-07-26 03:10:13,935 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 11:04:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6711, loss_cls: 3.3308, loss: 3.3308 2024-07-26 03:11:35,711 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 11:03:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4002, top5_acc: 0.6562, loss_cls: 3.3802, loss: 3.3802 2024-07-26 03:12:57,280 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 11:02:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4125, top5_acc: 0.6541, loss_cls: 3.3405, loss: 3.3405 2024-07-26 03:14:18,552 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 11:00:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.3952, top5_acc: 0.6548, loss_cls: 3.4040, loss: 3.4040 2024-07-26 03:15:40,045 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 10:59:22, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.3859, top5_acc: 0.6453, loss_cls: 3.4377, loss: 3.4377 2024-07-26 03:17:02,092 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 10:58:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3967, top5_acc: 0.6659, loss_cls: 3.3840, loss: 3.3840 2024-07-26 03:18:23,675 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 10:56:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6597, loss_cls: 3.3726, loss: 3.3726 2024-07-26 03:19:45,339 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 10:55:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.3956, top5_acc: 0.6656, loss_cls: 3.3642, loss: 3.3642 2024-07-26 03:21:06,786 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 10:53:56, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4020, top5_acc: 0.6606, loss_cls: 3.3550, loss: 3.3550 2024-07-26 03:22:28,420 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 10:52:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3919, top5_acc: 0.6530, loss_cls: 3.3958, loss: 3.3958 2024-07-26 03:23:49,633 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 10:51:13, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4008, top5_acc: 0.6675, loss_cls: 3.3760, loss: 3.3760 2024-07-26 03:25:11,284 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 10:49:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4062, top5_acc: 0.6602, loss_cls: 3.3347, loss: 3.3347 2024-07-26 03:26:33,831 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 10:48:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6572, loss_cls: 3.3653, loss: 3.3653 2024-07-26 03:27:55,344 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 10:47:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4008, top5_acc: 0.6653, loss_cls: 3.3641, loss: 3.3641 2024-07-26 03:28:35,456 - pyskl - INFO - Saving checkpoint at 109 epochs 2024-07-26 03:30:27,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 03:30:28,310 - pyskl - INFO - top1_acc 0.3499 top5_acc 0.6025 2024-07-26 03:30:28,310 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 03:30:28,350 - pyskl - INFO - mean_acc 0.3496 2024-07-26 03:30:28,355 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_108.pth was removed 2024-07-26 03:30:28,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2024-07-26 03:30:28,617 - pyskl - INFO - Best top1_acc is 0.3499 at 109 epoch. 2024-07-26 03:30:28,628 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.3499, top5_acc: 0.6025, mean_class_accuracy: 0.3496 2024-07-26 03:34:15,606 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 10:45:50, time: 2.270, data_time: 1.284, memory: 15990, top1_acc: 0.4189, top5_acc: 0.6728, loss_cls: 3.2901, loss: 3.2901 2024-07-26 03:35:37,735 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 10:44:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4152, top5_acc: 0.6730, loss_cls: 3.2805, loss: 3.2805 2024-07-26 03:36:59,696 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 10:43:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.3987, top5_acc: 0.6622, loss_cls: 3.3520, loss: 3.3520 2024-07-26 03:38:20,869 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 10:41:46, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6753, loss_cls: 3.2852, loss: 3.2852 2024-07-26 03:39:43,466 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 10:40:25, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4064, top5_acc: 0.6687, loss_cls: 3.3612, loss: 3.3612 2024-07-26 03:41:04,947 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 10:39:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4056, top5_acc: 0.6719, loss_cls: 3.3158, loss: 3.3158 2024-07-26 03:42:27,201 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 10:37:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4075, top5_acc: 0.6648, loss_cls: 3.3280, loss: 3.3280 2024-07-26 03:43:49,000 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 10:36:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4067, top5_acc: 0.6622, loss_cls: 3.3578, loss: 3.3578 2024-07-26 03:45:10,849 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 10:34:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4145, top5_acc: 0.6714, loss_cls: 3.3163, loss: 3.3163 2024-07-26 03:46:32,088 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 10:33:37, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4058, top5_acc: 0.6636, loss_cls: 3.3315, loss: 3.3315 2024-07-26 03:47:53,253 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 10:32:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4091, top5_acc: 0.6673, loss_cls: 3.3101, loss: 3.3101 2024-07-26 03:49:14,646 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 10:30:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6725, loss_cls: 3.2930, loss: 3.2930 2024-07-26 03:50:36,578 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 10:29:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4012, top5_acc: 0.6578, loss_cls: 3.3715, loss: 3.3715 2024-07-26 03:51:58,229 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 10:28:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4059, top5_acc: 0.6667, loss_cls: 3.3462, loss: 3.3462 2024-07-26 03:53:19,709 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 10:26:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4008, top5_acc: 0.6556, loss_cls: 3.3876, loss: 3.3876 2024-07-26 03:54:41,155 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 10:25:28, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4089, top5_acc: 0.6727, loss_cls: 3.3082, loss: 3.3082 2024-07-26 03:56:02,388 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 10:24:06, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6637, loss_cls: 3.3559, loss: 3.3559 2024-07-26 03:57:23,843 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 10:22:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6705, loss_cls: 3.2940, loss: 3.2940 2024-07-26 03:58:45,902 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 10:21:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4075, top5_acc: 0.6681, loss_cls: 3.3201, loss: 3.3201 2024-07-26 04:00:08,278 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 10:20:02, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4014, top5_acc: 0.6655, loss_cls: 3.3497, loss: 3.3497 2024-07-26 04:01:30,135 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 10:18:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.3952, top5_acc: 0.6533, loss_cls: 3.3952, loss: 3.3952 2024-07-26 04:02:52,247 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 10:17:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4108, top5_acc: 0.6625, loss_cls: 3.3562, loss: 3.3562 2024-07-26 04:04:13,899 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 10:15:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4088, top5_acc: 0.6603, loss_cls: 3.3489, loss: 3.3489 2024-07-26 04:05:36,208 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 10:14:37, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4031, top5_acc: 0.6603, loss_cls: 3.3802, loss: 3.3802 2024-07-26 04:06:57,620 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 10:13:15, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4022, top5_acc: 0.6644, loss_cls: 3.3214, loss: 3.3214 2024-07-26 04:08:19,309 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 10:11:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4105, top5_acc: 0.6737, loss_cls: 3.3421, loss: 3.3421 2024-07-26 04:09:40,932 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 10:10:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3977, top5_acc: 0.6583, loss_cls: 3.4104, loss: 3.4104 2024-07-26 04:11:02,700 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 10:09:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.3998, top5_acc: 0.6566, loss_cls: 3.3949, loss: 3.3949 2024-07-26 04:12:24,303 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 10:07:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3905, top5_acc: 0.6473, loss_cls: 3.4203, loss: 3.4203 2024-07-26 04:13:45,995 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 10:06:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4005, top5_acc: 0.6539, loss_cls: 3.3814, loss: 3.3814 2024-07-26 04:15:07,503 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 10:05:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4000, top5_acc: 0.6737, loss_cls: 3.3316, loss: 3.3316 2024-07-26 04:16:28,874 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 10:03:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6586, loss_cls: 3.3672, loss: 3.3672 2024-07-26 04:17:49,899 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 10:02:23, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4047, top5_acc: 0.6645, loss_cls: 3.3286, loss: 3.3286 2024-07-26 04:19:11,429 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 10:01:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4095, top5_acc: 0.6594, loss_cls: 3.3637, loss: 3.3637 2024-07-26 04:20:32,875 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 9:59:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4095, top5_acc: 0.6650, loss_cls: 3.3092, loss: 3.3092 2024-07-26 04:21:54,691 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 9:58:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4084, top5_acc: 0.6652, loss_cls: 3.3323, loss: 3.3323 2024-07-26 04:23:16,392 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 9:56:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4050, top5_acc: 0.6591, loss_cls: 3.3519, loss: 3.3519 2024-07-26 04:23:56,011 - pyskl - INFO - Saving checkpoint at 110 epochs 2024-07-26 04:25:48,401 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 04:25:49,062 - pyskl - INFO - top1_acc 0.3490 top5_acc 0.6025 2024-07-26 04:25:49,062 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 04:25:49,101 - pyskl - INFO - mean_acc 0.3488 2024-07-26 04:25:49,112 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3490, top5_acc: 0.6025, mean_class_accuracy: 0.3488 2024-07-26 04:29:35,792 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 9:55:37, time: 2.267, data_time: 1.294, memory: 15990, top1_acc: 0.4239, top5_acc: 0.6847, loss_cls: 3.2189, loss: 3.2189 2024-07-26 04:30:57,317 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 9:54:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4266, top5_acc: 0.6861, loss_cls: 3.2491, loss: 3.2491 2024-07-26 04:32:19,046 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 9:52:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4186, top5_acc: 0.6769, loss_cls: 3.2874, loss: 3.2874 2024-07-26 04:33:40,574 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 9:51:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4278, top5_acc: 0.6834, loss_cls: 3.2202, loss: 3.2202 2024-07-26 04:35:02,570 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 9:50:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4083, top5_acc: 0.6727, loss_cls: 3.3162, loss: 3.3162 2024-07-26 04:36:23,828 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 9:48:49, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4211, top5_acc: 0.6708, loss_cls: 3.3241, loss: 3.3241 2024-07-26 04:37:45,624 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 9:47:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4264, top5_acc: 0.6881, loss_cls: 3.2319, loss: 3.2319 2024-07-26 04:39:06,978 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 9:46:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4039, top5_acc: 0.6683, loss_cls: 3.3508, loss: 3.3508 2024-07-26 04:40:28,427 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 9:44:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4139, top5_acc: 0.6681, loss_cls: 3.3147, loss: 3.3147 2024-07-26 04:41:50,464 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 9:43:23, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4044, top5_acc: 0.6677, loss_cls: 3.3220, loss: 3.3220 2024-07-26 04:43:11,950 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 9:42:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4030, top5_acc: 0.6670, loss_cls: 3.3260, loss: 3.3260 2024-07-26 04:44:33,260 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 9:40:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4148, top5_acc: 0.6767, loss_cls: 3.2687, loss: 3.2687 2024-07-26 04:45:54,426 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 9:39:18, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4097, top5_acc: 0.6694, loss_cls: 3.3140, loss: 3.3140 2024-07-26 04:47:16,121 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 9:37:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4070, top5_acc: 0.6670, loss_cls: 3.3058, loss: 3.3058 2024-07-26 04:48:37,287 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 9:36:35, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4092, top5_acc: 0.6702, loss_cls: 3.3182, loss: 3.3182 2024-07-26 04:49:59,010 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 9:35:13, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4050, top5_acc: 0.6677, loss_cls: 3.3187, loss: 3.3187 2024-07-26 04:51:20,223 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 9:33:52, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3984, top5_acc: 0.6656, loss_cls: 3.3315, loss: 3.3315 2024-07-26 04:52:41,463 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 9:32:30, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4133, top5_acc: 0.6672, loss_cls: 3.3227, loss: 3.3227 2024-07-26 04:54:03,515 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 9:31:08, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6728, loss_cls: 3.2987, loss: 3.2987 2024-07-26 04:55:25,960 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 9:29:47, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3948, top5_acc: 0.6580, loss_cls: 3.3775, loss: 3.3775 2024-07-26 04:56:47,763 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 9:28:26, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4025, top5_acc: 0.6594, loss_cls: 3.3786, loss: 3.3786 2024-07-26 04:58:09,983 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 9:27:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4130, top5_acc: 0.6684, loss_cls: 3.3071, loss: 3.3071 2024-07-26 04:59:31,999 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 9:25:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4011, top5_acc: 0.6670, loss_cls: 3.3541, loss: 3.3541 2024-07-26 05:00:53,826 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 9:24:22, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4006, top5_acc: 0.6641, loss_cls: 3.3570, loss: 3.3570 2024-07-26 05:02:15,194 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 9:23:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.3959, top5_acc: 0.6548, loss_cls: 3.3810, loss: 3.3810 2024-07-26 05:03:36,326 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 9:21:38, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4055, top5_acc: 0.6589, loss_cls: 3.3557, loss: 3.3557 2024-07-26 05:04:57,957 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 9:20:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4089, top5_acc: 0.6687, loss_cls: 3.3288, loss: 3.3288 2024-07-26 05:06:19,574 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 9:18:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4027, top5_acc: 0.6667, loss_cls: 3.3409, loss: 3.3409 2024-07-26 05:07:41,299 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 9:17:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4255, top5_acc: 0.6720, loss_cls: 3.2943, loss: 3.2943 2024-07-26 05:09:02,471 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 9:16:12, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4059, top5_acc: 0.6620, loss_cls: 3.3312, loss: 3.3312 2024-07-26 05:10:24,170 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 9:14:50, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4034, top5_acc: 0.6581, loss_cls: 3.3559, loss: 3.3559 2024-07-26 05:11:45,418 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 9:13:29, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.3995, top5_acc: 0.6614, loss_cls: 3.3660, loss: 3.3660 2024-07-26 05:13:06,990 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 9:12:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4008, top5_acc: 0.6586, loss_cls: 3.3532, loss: 3.3532 2024-07-26 05:14:28,202 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 9:10:45, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4047, top5_acc: 0.6675, loss_cls: 3.3277, loss: 3.3277 2024-07-26 05:15:49,823 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 9:09:24, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.3995, top5_acc: 0.6552, loss_cls: 3.3807, loss: 3.3807 2024-07-26 05:17:11,497 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 9:08:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4163, top5_acc: 0.6717, loss_cls: 3.3149, loss: 3.3149 2024-07-26 05:18:32,870 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 9:06:41, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4028, top5_acc: 0.6672, loss_cls: 3.3368, loss: 3.3368 2024-07-26 05:19:12,239 - pyskl - INFO - Saving checkpoint at 111 epochs 2024-07-26 05:21:04,306 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 05:21:05,013 - pyskl - INFO - top1_acc 0.3441 top5_acc 0.6013 2024-07-26 05:21:05,013 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 05:21:05,052 - pyskl - INFO - mean_acc 0.3437 2024-07-26 05:21:05,063 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3441, top5_acc: 0.6013, mean_class_accuracy: 0.3437 2024-07-26 05:24:55,178 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 9:05:21, time: 2.301, data_time: 1.293, memory: 15990, top1_acc: 0.4300, top5_acc: 0.6886, loss_cls: 3.2019, loss: 3.2019 2024-07-26 05:26:17,000 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 9:03:59, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4095, top5_acc: 0.6773, loss_cls: 3.2680, loss: 3.2680 2024-07-26 05:27:38,903 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 9:02:38, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4241, top5_acc: 0.6833, loss_cls: 3.2121, loss: 3.2121 2024-07-26 05:29:00,368 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 9:01:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4167, top5_acc: 0.6737, loss_cls: 3.2887, loss: 3.2887 2024-07-26 05:30:22,458 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 8:59:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4292, top5_acc: 0.6803, loss_cls: 3.2540, loss: 3.2540 2024-07-26 05:31:44,177 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 8:58:33, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4147, top5_acc: 0.6809, loss_cls: 3.2592, loss: 3.2592 2024-07-26 05:33:05,829 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 8:57:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4058, top5_acc: 0.6698, loss_cls: 3.3084, loss: 3.3084 2024-07-26 05:34:27,378 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 8:55:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6731, loss_cls: 3.3011, loss: 3.3011 2024-07-26 05:35:48,989 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 8:54:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4205, top5_acc: 0.6787, loss_cls: 3.2645, loss: 3.2645 2024-07-26 05:37:10,746 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 8:53:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4052, top5_acc: 0.6708, loss_cls: 3.3222, loss: 3.3222 2024-07-26 05:38:32,293 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 8:51:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6650, loss_cls: 3.3142, loss: 3.3142 2024-07-26 05:39:53,764 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 8:50:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6733, loss_cls: 3.2974, loss: 3.2974 2024-07-26 05:41:15,368 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 8:49:02, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4091, top5_acc: 0.6611, loss_cls: 3.3186, loss: 3.3186 2024-07-26 05:42:38,151 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 8:47:41, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4023, top5_acc: 0.6583, loss_cls: 3.3329, loss: 3.3329 2024-07-26 05:43:59,400 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 8:46:19, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6766, loss_cls: 3.2993, loss: 3.2993 2024-07-26 05:45:21,585 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 8:44:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4080, top5_acc: 0.6639, loss_cls: 3.3426, loss: 3.3426 2024-07-26 05:46:43,700 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 8:43:36, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4041, top5_acc: 0.6739, loss_cls: 3.3039, loss: 3.3039 2024-07-26 05:48:05,191 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 8:42:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4186, top5_acc: 0.6777, loss_cls: 3.2563, loss: 3.2563 2024-07-26 05:49:27,042 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 8:40:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4086, top5_acc: 0.6739, loss_cls: 3.3100, loss: 3.3100 2024-07-26 05:50:49,091 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 8:39:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6689, loss_cls: 3.3011, loss: 3.3011 2024-07-26 05:52:11,702 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 8:38:10, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4111, top5_acc: 0.6711, loss_cls: 3.2903, loss: 3.2903 2024-07-26 05:53:34,333 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 8:36:49, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4203, top5_acc: 0.6781, loss_cls: 3.2482, loss: 3.2482 2024-07-26 05:54:55,726 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 8:35:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4094, top5_acc: 0.6683, loss_cls: 3.3103, loss: 3.3103 2024-07-26 05:56:16,976 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 8:34:06, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4005, top5_acc: 0.6655, loss_cls: 3.3234, loss: 3.3234 2024-07-26 05:57:38,396 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 8:32:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4131, top5_acc: 0.6656, loss_cls: 3.3359, loss: 3.3359 2024-07-26 05:58:59,640 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 8:31:22, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4144, top5_acc: 0.6777, loss_cls: 3.2931, loss: 3.2931 2024-07-26 06:00:21,412 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 8:30:01, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4100, top5_acc: 0.6647, loss_cls: 3.3434, loss: 3.3434 2024-07-26 06:01:42,304 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 8:28:39, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.4017, top5_acc: 0.6597, loss_cls: 3.3650, loss: 3.3650 2024-07-26 06:03:03,786 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 8:27:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4103, top5_acc: 0.6664, loss_cls: 3.3307, loss: 3.3307 2024-07-26 06:04:25,347 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 8:25:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4061, top5_acc: 0.6652, loss_cls: 3.3360, loss: 3.3360 2024-07-26 06:05:46,700 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 8:24:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4133, top5_acc: 0.6691, loss_cls: 3.3079, loss: 3.3079 2024-07-26 06:07:08,563 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 8:23:13, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4011, top5_acc: 0.6678, loss_cls: 3.3141, loss: 3.3141 2024-07-26 06:08:30,185 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 8:21:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4177, top5_acc: 0.6777, loss_cls: 3.2890, loss: 3.2890 2024-07-26 06:09:51,575 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 8:20:29, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4173, top5_acc: 0.6739, loss_cls: 3.2754, loss: 3.2754 2024-07-26 06:11:13,050 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 8:19:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4134, top5_acc: 0.6702, loss_cls: 3.2990, loss: 3.2990 2024-07-26 06:12:34,944 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 8:17:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4202, top5_acc: 0.6697, loss_cls: 3.2920, loss: 3.2920 2024-07-26 06:13:56,650 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 8:16:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4122, top5_acc: 0.6669, loss_cls: 3.3286, loss: 3.3286 2024-07-26 06:14:36,129 - pyskl - INFO - Saving checkpoint at 112 epochs 2024-07-26 06:16:27,392 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 06:16:28,079 - pyskl - INFO - top1_acc 0.3456 top5_acc 0.5990 2024-07-26 06:16:28,079 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 06:16:28,131 - pyskl - INFO - mean_acc 0.3455 2024-07-26 06:16:28,146 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3456, top5_acc: 0.5990, mean_class_accuracy: 0.3455 2024-07-26 06:20:20,037 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 8:15:04, time: 2.319, data_time: 1.311, memory: 15990, top1_acc: 0.4258, top5_acc: 0.6773, loss_cls: 3.2401, loss: 3.2401 2024-07-26 06:21:41,456 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 8:13:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4219, top5_acc: 0.6877, loss_cls: 3.2079, loss: 3.2079 2024-07-26 06:23:03,160 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 8:12:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4311, top5_acc: 0.6894, loss_cls: 3.1805, loss: 3.1805 2024-07-26 06:24:24,884 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 8:10:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4230, top5_acc: 0.6773, loss_cls: 3.2619, loss: 3.2619 2024-07-26 06:25:46,704 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 8:09:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4325, top5_acc: 0.6852, loss_cls: 3.1964, loss: 3.1964 2024-07-26 06:27:09,049 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 8:08:16, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4123, top5_acc: 0.6778, loss_cls: 3.2739, loss: 3.2739 2024-07-26 06:28:30,648 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 8:06:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4183, top5_acc: 0.6802, loss_cls: 3.2455, loss: 3.2455 2024-07-26 06:29:51,932 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 8:05:33, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4175, top5_acc: 0.6767, loss_cls: 3.2678, loss: 3.2678 2024-07-26 06:31:13,624 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 8:04:11, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4158, top5_acc: 0.6809, loss_cls: 3.2663, loss: 3.2663 2024-07-26 06:32:35,952 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 8:02:50, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4103, top5_acc: 0.6702, loss_cls: 3.3161, loss: 3.3161 2024-07-26 06:33:57,502 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 8:01:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4191, top5_acc: 0.6817, loss_cls: 3.2572, loss: 3.2572 2024-07-26 06:35:18,762 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 8:00:06, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4084, top5_acc: 0.6722, loss_cls: 3.3137, loss: 3.3137 2024-07-26 06:36:40,230 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 7:58:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4114, top5_acc: 0.6758, loss_cls: 3.2952, loss: 3.2952 2024-07-26 06:38:01,596 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 7:57:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4203, top5_acc: 0.6780, loss_cls: 3.2709, loss: 3.2709 2024-07-26 06:39:22,792 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 7:56:01, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4269, top5_acc: 0.6858, loss_cls: 3.2161, loss: 3.2161 2024-07-26 06:40:44,037 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 7:54:39, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4213, top5_acc: 0.6731, loss_cls: 3.2492, loss: 3.2492 2024-07-26 06:42:05,556 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 7:53:18, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4236, top5_acc: 0.6802, loss_cls: 3.2535, loss: 3.2535 2024-07-26 06:43:27,284 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 7:51:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4153, top5_acc: 0.6761, loss_cls: 3.2709, loss: 3.2709 2024-07-26 06:44:49,063 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 7:50:34, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4208, top5_acc: 0.6722, loss_cls: 3.2606, loss: 3.2606 2024-07-26 06:46:10,827 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 7:49:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6853, loss_cls: 3.2492, loss: 3.2492 2024-07-26 06:47:33,685 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 7:47:52, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4114, top5_acc: 0.6717, loss_cls: 3.2844, loss: 3.2844 2024-07-26 06:48:55,616 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 7:46:30, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4147, top5_acc: 0.6672, loss_cls: 3.3134, loss: 3.3134 2024-07-26 06:50:18,969 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 7:45:09, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 3.3007, loss: 3.3007 2024-07-26 06:51:40,920 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 7:43:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6727, loss_cls: 3.2872, loss: 3.2872 2024-07-26 06:53:02,477 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 7:42:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4220, top5_acc: 0.6748, loss_cls: 3.2659, loss: 3.2659 2024-07-26 06:54:24,157 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 7:41:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6570, loss_cls: 3.3571, loss: 3.3571 2024-07-26 06:55:45,661 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 7:39:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4153, top5_acc: 0.6784, loss_cls: 3.2628, loss: 3.2628 2024-07-26 06:57:06,596 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 7:38:21, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.4228, top5_acc: 0.6781, loss_cls: 3.2581, loss: 3.2581 2024-07-26 06:58:27,729 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 7:36:59, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6711, loss_cls: 3.2900, loss: 3.2900 2024-07-26 06:59:48,969 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 7:35:37, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4078, top5_acc: 0.6714, loss_cls: 3.2978, loss: 3.2978 2024-07-26 07:01:10,411 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 7:34:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4136, top5_acc: 0.6736, loss_cls: 3.3054, loss: 3.3054 2024-07-26 07:02:31,751 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 7:32:54, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4186, top5_acc: 0.6730, loss_cls: 3.2885, loss: 3.2885 2024-07-26 07:03:52,869 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 7:31:32, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4111, top5_acc: 0.6770, loss_cls: 3.2897, loss: 3.2897 2024-07-26 07:05:14,415 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 7:30:10, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4127, top5_acc: 0.6706, loss_cls: 3.3064, loss: 3.3064 2024-07-26 07:06:36,232 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 7:28:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4128, top5_acc: 0.6697, loss_cls: 3.2931, loss: 3.2931 2024-07-26 07:07:57,388 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 7:27:27, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4097, top5_acc: 0.6677, loss_cls: 3.3350, loss: 3.3350 2024-07-26 07:09:19,807 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 7:26:06, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.3992, top5_acc: 0.6578, loss_cls: 3.3355, loss: 3.3355 2024-07-26 07:09:59,110 - pyskl - INFO - Saving checkpoint at 113 epochs 2024-07-26 07:11:50,204 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 07:11:50,867 - pyskl - INFO - top1_acc 0.3614 top5_acc 0.6116 2024-07-26 07:11:50,867 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 07:11:50,906 - pyskl - INFO - mean_acc 0.3611 2024-07-26 07:11:50,911 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_109.pth was removed 2024-07-26 07:11:51,174 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. 2024-07-26 07:11:51,175 - pyskl - INFO - Best top1_acc is 0.3614 at 113 epoch. 2024-07-26 07:11:51,186 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3614, top5_acc: 0.6116, mean_class_accuracy: 0.3611 2024-07-26 07:15:45,173 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 7:24:44, time: 2.340, data_time: 1.323, memory: 15990, top1_acc: 0.4316, top5_acc: 0.6998, loss_cls: 3.1654, loss: 3.1654 2024-07-26 07:17:06,703 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 7:23:22, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4209, top5_acc: 0.6778, loss_cls: 3.2490, loss: 3.2490 2024-07-26 07:18:28,120 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 7:22:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4313, top5_acc: 0.6886, loss_cls: 3.1906, loss: 3.1906 2024-07-26 07:19:49,850 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 7:20:39, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4339, top5_acc: 0.6936, loss_cls: 3.1747, loss: 3.1747 2024-07-26 07:21:11,567 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 7:19:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4302, top5_acc: 0.6845, loss_cls: 3.2123, loss: 3.2123 2024-07-26 07:22:33,434 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 7:17:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4247, top5_acc: 0.6795, loss_cls: 3.2354, loss: 3.2354 2024-07-26 07:23:55,357 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 7:16:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4295, top5_acc: 0.6920, loss_cls: 3.1828, loss: 3.1828 2024-07-26 07:25:16,749 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 7:15:13, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4247, top5_acc: 0.6764, loss_cls: 3.2294, loss: 3.2294 2024-07-26 07:26:38,355 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 7:13:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4334, top5_acc: 0.6895, loss_cls: 3.1915, loss: 3.1915 2024-07-26 07:27:59,705 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 7:12:29, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4153, top5_acc: 0.6745, loss_cls: 3.2767, loss: 3.2767 2024-07-26 07:29:20,788 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 1 day, 7:11:07, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4125, top5_acc: 0.6761, loss_cls: 3.2693, loss: 3.2693 2024-07-26 07:30:42,452 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 1 day, 7:09:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6789, loss_cls: 3.2593, loss: 3.2593 2024-07-26 07:32:04,330 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 1 day, 7:08:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4106, top5_acc: 0.6689, loss_cls: 3.3076, loss: 3.3076 2024-07-26 07:33:25,844 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 1 day, 7:07:02, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4325, top5_acc: 0.6859, loss_cls: 3.2092, loss: 3.2092 2024-07-26 07:34:47,814 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 1 day, 7:05:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4148, top5_acc: 0.6777, loss_cls: 3.2656, loss: 3.2656 2024-07-26 07:36:09,352 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 1 day, 7:04:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4320, top5_acc: 0.6870, loss_cls: 3.2143, loss: 3.2143 2024-07-26 07:37:30,636 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 1 day, 7:02:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4163, top5_acc: 0.6719, loss_cls: 3.2854, loss: 3.2854 2024-07-26 07:38:51,644 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 1 day, 7:01:36, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4155, top5_acc: 0.6867, loss_cls: 3.2319, loss: 3.2319 2024-07-26 07:40:13,005 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 1 day, 7:00:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4120, top5_acc: 0.6808, loss_cls: 3.2455, loss: 3.2455 2024-07-26 07:41:34,912 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 1 day, 6:58:52, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6733, loss_cls: 3.2552, loss: 3.2552 2024-07-26 07:42:56,965 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 1 day, 6:57:31, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4214, top5_acc: 0.6750, loss_cls: 3.2723, loss: 3.2723 2024-07-26 07:44:18,986 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 1 day, 6:56:09, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4108, top5_acc: 0.6734, loss_cls: 3.3004, loss: 3.3004 2024-07-26 07:45:40,893 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 1 day, 6:54:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4197, top5_acc: 0.6858, loss_cls: 3.2202, loss: 3.2202 2024-07-26 07:47:03,006 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 1 day, 6:53:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4181, top5_acc: 0.6786, loss_cls: 3.2658, loss: 3.2658 2024-07-26 07:48:24,073 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 1 day, 6:52:04, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4141, top5_acc: 0.6791, loss_cls: 3.2841, loss: 3.2841 2024-07-26 07:49:46,107 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 1 day, 6:50:43, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4178, top5_acc: 0.6748, loss_cls: 3.2647, loss: 3.2647 2024-07-26 07:51:07,514 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 1 day, 6:49:21, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4252, top5_acc: 0.6705, loss_cls: 3.2795, loss: 3.2795 2024-07-26 07:52:29,041 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 1 day, 6:47:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4097, top5_acc: 0.6620, loss_cls: 3.3432, loss: 3.3432 2024-07-26 07:53:50,576 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 1 day, 6:46:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4164, top5_acc: 0.6775, loss_cls: 3.2955, loss: 3.2955 2024-07-26 07:55:12,048 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 1 day, 6:45:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4142, top5_acc: 0.6783, loss_cls: 3.2597, loss: 3.2597 2024-07-26 07:56:33,403 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 1 day, 6:43:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4045, top5_acc: 0.6661, loss_cls: 3.3293, loss: 3.3293 2024-07-26 07:57:55,648 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 1 day, 6:42:33, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4273, top5_acc: 0.6761, loss_cls: 3.2450, loss: 3.2450 2024-07-26 07:59:16,873 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 1 day, 6:41:11, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4097, top5_acc: 0.6672, loss_cls: 3.2885, loss: 3.2885 2024-07-26 08:00:38,290 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 1 day, 6:39:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4109, top5_acc: 0.6678, loss_cls: 3.3095, loss: 3.3095 2024-07-26 08:02:00,055 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 1 day, 6:38:28, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4192, top5_acc: 0.6752, loss_cls: 3.2683, loss: 3.2683 2024-07-26 08:03:21,447 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 1 day, 6:37:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4206, top5_acc: 0.6784, loss_cls: 3.2305, loss: 3.2305 2024-07-26 08:04:42,975 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 1 day, 6:35:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4267, top5_acc: 0.6869, loss_cls: 3.2404, loss: 3.2404 2024-07-26 08:05:22,233 - pyskl - INFO - Saving checkpoint at 114 epochs 2024-07-26 08:07:14,039 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 08:07:14,696 - pyskl - INFO - top1_acc 0.3545 top5_acc 0.6124 2024-07-26 08:07:14,696 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 08:07:14,737 - pyskl - INFO - mean_acc 0.3541 2024-07-26 08:07:14,750 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3545, top5_acc: 0.6124, mean_class_accuracy: 0.3541 2024-07-26 08:11:05,484 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 1 day, 6:34:20, time: 2.307, data_time: 1.331, memory: 15990, top1_acc: 0.4416, top5_acc: 0.6964, loss_cls: 3.1258, loss: 3.1258 2024-07-26 08:12:26,879 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 1 day, 6:32:59, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4320, top5_acc: 0.6941, loss_cls: 3.1855, loss: 3.1855 2024-07-26 08:13:48,480 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 1 day, 6:31:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4298, top5_acc: 0.6909, loss_cls: 3.1866, loss: 3.1866 2024-07-26 08:15:10,041 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 1 day, 6:30:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4289, top5_acc: 0.6845, loss_cls: 3.2025, loss: 3.2025 2024-07-26 08:16:31,987 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 1 day, 6:28:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4222, top5_acc: 0.6827, loss_cls: 3.2438, loss: 3.2438 2024-07-26 08:17:53,427 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 1 day, 6:27:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4305, top5_acc: 0.6836, loss_cls: 3.1981, loss: 3.1981 2024-07-26 08:19:15,152 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 1 day, 6:26:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.6970, loss_cls: 3.1643, loss: 3.1643 2024-07-26 08:20:36,344 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 1 day, 6:24:48, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4191, top5_acc: 0.6847, loss_cls: 3.2131, loss: 3.2131 2024-07-26 08:21:57,470 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 1 day, 6:23:26, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6842, loss_cls: 3.2473, loss: 3.2473 2024-07-26 08:23:18,790 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 1 day, 6:22:05, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4280, top5_acc: 0.6798, loss_cls: 3.2192, loss: 3.2192 2024-07-26 08:24:40,144 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 1 day, 6:20:43, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4273, top5_acc: 0.6859, loss_cls: 3.2088, loss: 3.2088 2024-07-26 08:26:01,382 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 1 day, 6:19:21, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4202, top5_acc: 0.6745, loss_cls: 3.2795, loss: 3.2795 2024-07-26 08:27:22,362 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 1 day, 6:17:59, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4105, top5_acc: 0.6756, loss_cls: 3.2807, loss: 3.2807 2024-07-26 08:28:43,544 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 1 day, 6:16:37, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4328, top5_acc: 0.6869, loss_cls: 3.1875, loss: 3.1875 2024-07-26 08:30:04,905 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 1 day, 6:15:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4219, top5_acc: 0.6823, loss_cls: 3.2188, loss: 3.2188 2024-07-26 08:31:26,734 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 1 day, 6:13:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4263, top5_acc: 0.6794, loss_cls: 3.2142, loss: 3.2142 2024-07-26 08:32:48,425 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 1 day, 6:12:32, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4225, top5_acc: 0.6841, loss_cls: 3.2270, loss: 3.2270 2024-07-26 08:34:10,066 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 1 day, 6:11:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6795, loss_cls: 3.2446, loss: 3.2446 2024-07-26 08:35:32,105 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 1 day, 6:09:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6800, loss_cls: 3.2589, loss: 3.2589 2024-07-26 08:36:53,942 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 1 day, 6:08:27, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4186, top5_acc: 0.6820, loss_cls: 3.2551, loss: 3.2551 2024-07-26 08:38:15,766 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 1 day, 6:07:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4231, top5_acc: 0.6827, loss_cls: 3.2373, loss: 3.2373 2024-07-26 08:39:38,613 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 1 day, 6:05:45, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4266, top5_acc: 0.6852, loss_cls: 3.2195, loss: 3.2195 2024-07-26 08:41:00,405 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 1 day, 6:04:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4308, top5_acc: 0.6875, loss_cls: 3.2218, loss: 3.2218 2024-07-26 08:42:22,385 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 1 day, 6:03:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4194, top5_acc: 0.6878, loss_cls: 3.2230, loss: 3.2230 2024-07-26 08:43:43,914 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 1 day, 6:01:40, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4144, top5_acc: 0.6698, loss_cls: 3.2824, loss: 3.2824 2024-07-26 08:45:05,262 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 1 day, 6:00:18, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4219, top5_acc: 0.6806, loss_cls: 3.2385, loss: 3.2385 2024-07-26 08:46:26,453 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 1 day, 5:58:56, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4259, top5_acc: 0.6781, loss_cls: 3.2264, loss: 3.2264 2024-07-26 08:47:47,503 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 1 day, 5:57:34, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4181, top5_acc: 0.6725, loss_cls: 3.2901, loss: 3.2901 2024-07-26 08:49:08,839 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 1 day, 5:56:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4184, top5_acc: 0.6881, loss_cls: 3.2135, loss: 3.2135 2024-07-26 08:50:30,110 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 1 day, 5:54:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4217, top5_acc: 0.6814, loss_cls: 3.2418, loss: 3.2418 2024-07-26 08:51:51,346 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 1 day, 5:53:29, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4255, top5_acc: 0.6822, loss_cls: 3.2112, loss: 3.2112 2024-07-26 08:53:12,960 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 1 day, 5:52:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4234, top5_acc: 0.6730, loss_cls: 3.2863, loss: 3.2863 2024-07-26 08:54:34,383 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 1 day, 5:50:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6730, loss_cls: 3.2817, loss: 3.2817 2024-07-26 08:55:55,493 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 1 day, 5:49:23, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4198, top5_acc: 0.6802, loss_cls: 3.2460, loss: 3.2460 2024-07-26 08:57:16,933 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 1 day, 5:48:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4130, top5_acc: 0.6830, loss_cls: 3.2489, loss: 3.2489 2024-07-26 08:58:38,589 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 1 day, 5:46:40, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4248, top5_acc: 0.6794, loss_cls: 3.2324, loss: 3.2324 2024-07-26 09:00:00,017 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 1 day, 5:45:18, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4283, top5_acc: 0.6777, loss_cls: 3.2486, loss: 3.2486 2024-07-26 09:00:39,567 - pyskl - INFO - Saving checkpoint at 115 epochs 2024-07-26 09:02:32,782 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 09:02:33,472 - pyskl - INFO - top1_acc 0.3595 top5_acc 0.6188 2024-07-26 09:02:33,472 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 09:02:33,517 - pyskl - INFO - mean_acc 0.3592 2024-07-26 09:02:33,530 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3595, top5_acc: 0.6188, mean_class_accuracy: 0.3592 2024-07-26 09:06:35,676 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 1 day, 5:43:56, time: 2.421, data_time: 1.427, memory: 15990, top1_acc: 0.4411, top5_acc: 0.6936, loss_cls: 3.1258, loss: 3.1258 2024-07-26 09:07:58,316 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 1 day, 5:42:35, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4411, top5_acc: 0.6953, loss_cls: 3.1210, loss: 3.1210 2024-07-26 09:09:20,757 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 1 day, 5:41:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4342, top5_acc: 0.6855, loss_cls: 3.1876, loss: 3.1876 2024-07-26 09:10:42,985 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 1 day, 5:39:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4339, top5_acc: 0.6939, loss_cls: 3.1671, loss: 3.1671 2024-07-26 09:12:05,228 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 1 day, 5:38:30, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4252, top5_acc: 0.6861, loss_cls: 3.1679, loss: 3.1679 2024-07-26 09:13:26,772 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 1 day, 5:37:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4253, top5_acc: 0.6827, loss_cls: 3.2243, loss: 3.2243 2024-07-26 09:14:49,276 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 1 day, 5:35:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4311, top5_acc: 0.6919, loss_cls: 3.1912, loss: 3.1912 2024-07-26 09:16:11,219 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 1 day, 5:34:26, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4361, top5_acc: 0.6950, loss_cls: 3.1607, loss: 3.1607 2024-07-26 09:17:33,008 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 1 day, 5:33:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4273, top5_acc: 0.6950, loss_cls: 3.1820, loss: 3.1820 2024-07-26 09:18:54,445 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 1 day, 5:31:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4339, top5_acc: 0.6881, loss_cls: 3.2013, loss: 3.2013 2024-07-26 09:20:15,828 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 1 day, 5:30:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4180, top5_acc: 0.6767, loss_cls: 3.2633, loss: 3.2633 2024-07-26 09:21:37,470 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 1 day, 5:28:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4203, top5_acc: 0.6870, loss_cls: 3.2215, loss: 3.2215 2024-07-26 09:22:59,465 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 1 day, 5:27:37, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4316, top5_acc: 0.6828, loss_cls: 3.2273, loss: 3.2273 2024-07-26 09:24:20,805 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 1 day, 5:26:15, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4358, top5_acc: 0.6942, loss_cls: 3.1420, loss: 3.1420 2024-07-26 09:25:42,365 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 1 day, 5:24:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4341, top5_acc: 0.6958, loss_cls: 3.1765, loss: 3.1765 2024-07-26 09:27:03,522 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 1 day, 5:23:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4291, top5_acc: 0.6878, loss_cls: 3.1998, loss: 3.1998 2024-07-26 09:28:24,633 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 1 day, 5:22:10, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4309, top5_acc: 0.6881, loss_cls: 3.2130, loss: 3.2130 2024-07-26 09:29:46,167 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 1 day, 5:20:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4317, top5_acc: 0.6883, loss_cls: 3.1761, loss: 3.1761 2024-07-26 09:31:07,602 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 1 day, 5:19:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6783, loss_cls: 3.2517, loss: 3.2517 2024-07-26 09:32:29,779 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 1 day, 5:18:05, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4323, top5_acc: 0.6937, loss_cls: 3.1817, loss: 3.1817 2024-07-26 09:33:51,578 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 1 day, 5:16:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4344, top5_acc: 0.6858, loss_cls: 3.2176, loss: 3.2176 2024-07-26 09:35:14,091 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 1 day, 5:15:21, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4369, top5_acc: 0.6842, loss_cls: 3.1772, loss: 3.1772 2024-07-26 09:36:35,924 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 1 day, 5:14:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4313, top5_acc: 0.6841, loss_cls: 3.2336, loss: 3.2336 2024-07-26 09:37:57,943 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 1 day, 5:12:38, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4116, top5_acc: 0.6744, loss_cls: 3.2647, loss: 3.2647 2024-07-26 09:39:19,777 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 1 day, 5:11:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4228, top5_acc: 0.6797, loss_cls: 3.2226, loss: 3.2226 2024-07-26 09:40:41,438 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 1 day, 5:09:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4252, top5_acc: 0.6867, loss_cls: 3.2137, loss: 3.2137 2024-07-26 09:42:03,400 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 1 day, 5:08:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4170, top5_acc: 0.6758, loss_cls: 3.2622, loss: 3.2622 2024-07-26 09:43:24,653 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 1 day, 5:07:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4213, top5_acc: 0.6781, loss_cls: 3.2449, loss: 3.2449 2024-07-26 09:44:45,976 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 1 day, 5:05:50, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4223, top5_acc: 0.6906, loss_cls: 3.1925, loss: 3.1925 2024-07-26 09:46:07,840 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 1 day, 5:04:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4245, top5_acc: 0.6675, loss_cls: 3.2749, loss: 3.2749 2024-07-26 09:47:29,609 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 1 day, 5:03:06, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4255, top5_acc: 0.6834, loss_cls: 3.2136, loss: 3.2136 2024-07-26 09:48:50,702 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 1 day, 5:01:44, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4350, top5_acc: 0.6909, loss_cls: 3.1895, loss: 3.1895 2024-07-26 09:50:12,247 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 1 day, 5:00:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6756, loss_cls: 3.2527, loss: 3.2527 2024-07-26 09:51:33,699 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 1 day, 4:59:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4213, top5_acc: 0.6794, loss_cls: 3.2276, loss: 3.2276 2024-07-26 09:52:55,005 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 1 day, 4:57:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4214, top5_acc: 0.6823, loss_cls: 3.2319, loss: 3.2319 2024-07-26 09:54:16,742 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 1 day, 4:56:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4241, top5_acc: 0.6850, loss_cls: 3.2245, loss: 3.2245 2024-07-26 09:55:38,954 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 1 day, 4:54:56, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.6897, loss_cls: 3.1873, loss: 3.1873 2024-07-26 09:56:18,817 - pyskl - INFO - Saving checkpoint at 116 epochs 2024-07-26 09:58:11,239 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 09:58:12,143 - pyskl - INFO - top1_acc 0.3616 top5_acc 0.6128 2024-07-26 09:58:12,143 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 09:58:12,200 - pyskl - INFO - mean_acc 0.3612 2024-07-26 09:58:12,205 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_113.pth was removed 2024-07-26 09:58:12,505 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. 2024-07-26 09:58:12,505 - pyskl - INFO - Best top1_acc is 0.3616 at 116 epoch. 2024-07-26 09:58:12,527 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3616, top5_acc: 0.6128, mean_class_accuracy: 0.3612 2024-07-26 10:02:06,849 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 1 day, 4:53:30, time: 2.343, data_time: 1.351, memory: 15990, top1_acc: 0.4395, top5_acc: 0.7070, loss_cls: 3.1277, loss: 3.1277 2024-07-26 10:03:29,559 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 1 day, 4:52:09, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.7008, loss_cls: 3.1470, loss: 3.1470 2024-07-26 10:04:51,267 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 1 day, 4:50:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4341, top5_acc: 0.6920, loss_cls: 3.1632, loss: 3.1632 2024-07-26 10:06:12,990 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 1 day, 4:49:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4423, top5_acc: 0.6944, loss_cls: 3.1271, loss: 3.1271 2024-07-26 10:07:35,235 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 1 day, 4:48:04, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4311, top5_acc: 0.6919, loss_cls: 3.1626, loss: 3.1626 2024-07-26 10:08:57,001 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 1 day, 4:46:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4291, top5_acc: 0.6927, loss_cls: 3.1895, loss: 3.1895 2024-07-26 10:10:18,701 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 1 day, 4:45:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4333, top5_acc: 0.6941, loss_cls: 3.1711, loss: 3.1711 2024-07-26 10:11:40,069 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 1 day, 4:43:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4353, top5_acc: 0.6894, loss_cls: 3.1724, loss: 3.1724 2024-07-26 10:13:01,478 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 1 day, 4:42:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.7023, loss_cls: 3.1371, loss: 3.1371 2024-07-26 10:14:22,483 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 1 day, 4:41:15, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4197, top5_acc: 0.6908, loss_cls: 3.2156, loss: 3.2156 2024-07-26 10:15:43,520 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 1 day, 4:39:53, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4322, top5_acc: 0.6967, loss_cls: 3.1738, loss: 3.1738 2024-07-26 10:17:04,806 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 1 day, 4:38:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4367, top5_acc: 0.6942, loss_cls: 3.1403, loss: 3.1403 2024-07-26 10:18:26,381 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 1 day, 4:37:09, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4244, top5_acc: 0.6894, loss_cls: 3.2107, loss: 3.2107 2024-07-26 10:19:48,306 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 1 day, 4:35:47, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4259, top5_acc: 0.6769, loss_cls: 3.2259, loss: 3.2259 2024-07-26 10:21:09,732 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 1 day, 4:34:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4277, top5_acc: 0.6877, loss_cls: 3.2008, loss: 3.2008 2024-07-26 10:22:31,811 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 1 day, 4:33:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4345, top5_acc: 0.6889, loss_cls: 3.1568, loss: 3.1568 2024-07-26 10:23:52,941 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 1 day, 4:31:42, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4272, top5_acc: 0.6894, loss_cls: 3.2186, loss: 3.2186 2024-07-26 10:25:14,623 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 1 day, 4:30:20, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4289, top5_acc: 0.6839, loss_cls: 3.1983, loss: 3.1983 2024-07-26 10:26:36,320 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 1 day, 4:28:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4352, top5_acc: 0.6964, loss_cls: 3.1529, loss: 3.1529 2024-07-26 10:27:58,072 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 1 day, 4:27:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4359, top5_acc: 0.6884, loss_cls: 3.1762, loss: 3.1762 2024-07-26 10:29:19,679 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 1 day, 4:26:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.7013, loss_cls: 3.1217, loss: 3.1217 2024-07-26 10:30:42,372 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 1 day, 4:24:54, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4284, top5_acc: 0.6894, loss_cls: 3.1999, loss: 3.1999 2024-07-26 10:32:03,768 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 1 day, 4:23:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4350, top5_acc: 0.6900, loss_cls: 3.1715, loss: 3.1715 2024-07-26 10:33:25,704 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 1 day, 4:22:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4428, top5_acc: 0.6905, loss_cls: 3.1445, loss: 3.1445 2024-07-26 10:34:47,952 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 1 day, 4:20:49, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4303, top5_acc: 0.6933, loss_cls: 3.1938, loss: 3.1938 2024-07-26 10:36:09,349 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 1 day, 4:19:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4387, top5_acc: 0.6942, loss_cls: 3.1508, loss: 3.1508 2024-07-26 10:37:30,819 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 1 day, 4:18:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4200, top5_acc: 0.6798, loss_cls: 3.2243, loss: 3.2243 2024-07-26 10:38:52,557 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 1 day, 4:16:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4205, top5_acc: 0.6937, loss_cls: 3.1916, loss: 3.1916 2024-07-26 10:40:14,076 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 1 day, 4:15:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4356, top5_acc: 0.6948, loss_cls: 3.1628, loss: 3.1628 2024-07-26 10:41:35,642 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 1 day, 4:14:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4289, top5_acc: 0.6800, loss_cls: 3.2117, loss: 3.2117 2024-07-26 10:42:57,091 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 1 day, 4:12:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4309, top5_acc: 0.6756, loss_cls: 3.2262, loss: 3.2262 2024-07-26 10:44:18,719 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 1 day, 4:11:16, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4394, top5_acc: 0.6939, loss_cls: 3.1606, loss: 3.1606 2024-07-26 10:45:40,662 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 1 day, 4:09:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4342, top5_acc: 0.6928, loss_cls: 3.1670, loss: 3.1670 2024-07-26 10:47:02,132 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 1 day, 4:08:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4238, top5_acc: 0.6866, loss_cls: 3.1968, loss: 3.1968 2024-07-26 10:48:23,449 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 1 day, 4:07:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4364, top5_acc: 0.6763, loss_cls: 3.1998, loss: 3.1998 2024-07-26 10:49:45,152 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 1 day, 4:05:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4216, top5_acc: 0.6814, loss_cls: 3.2355, loss: 3.2355 2024-07-26 10:51:06,553 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 1 day, 4:04:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4300, top5_acc: 0.6761, loss_cls: 3.2470, loss: 3.2470 2024-07-26 10:51:46,299 - pyskl - INFO - Saving checkpoint at 117 epochs 2024-07-26 10:53:38,393 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 10:53:39,056 - pyskl - INFO - top1_acc 0.3591 top5_acc 0.6193 2024-07-26 10:53:39,056 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 10:53:39,099 - pyskl - INFO - mean_acc 0.3589 2024-07-26 10:53:39,112 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3591, top5_acc: 0.6193, mean_class_accuracy: 0.3589 2024-07-26 10:57:36,281 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 1 day, 4:03:01, time: 2.372, data_time: 1.393, memory: 15990, top1_acc: 0.4452, top5_acc: 0.7008, loss_cls: 3.1185, loss: 3.1185 2024-07-26 10:58:58,245 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 1 day, 4:01:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4375, top5_acc: 0.7047, loss_cls: 3.1120, loss: 3.1120 2024-07-26 11:00:19,949 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 1 day, 4:00:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4420, top5_acc: 0.6953, loss_cls: 3.1368, loss: 3.1368 2024-07-26 11:01:41,532 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 1 day, 3:58:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4344, top5_acc: 0.6934, loss_cls: 3.1482, loss: 3.1482 2024-07-26 11:03:03,470 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 1 day, 3:57:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4412, top5_acc: 0.6953, loss_cls: 3.1284, loss: 3.1284 2024-07-26 11:04:24,721 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 1 day, 3:56:12, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4405, top5_acc: 0.7017, loss_cls: 3.1278, loss: 3.1278 2024-07-26 11:05:46,666 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 1 day, 3:54:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4542, top5_acc: 0.7148, loss_cls: 3.0732, loss: 3.0732 2024-07-26 11:07:07,844 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 1 day, 3:53:29, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4369, top5_acc: 0.6948, loss_cls: 3.1459, loss: 3.1459 2024-07-26 11:08:30,063 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 1 day, 3:52:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4380, top5_acc: 0.6953, loss_cls: 3.1562, loss: 3.1562 2024-07-26 11:09:51,584 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 1 day, 3:50:45, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4366, top5_acc: 0.6955, loss_cls: 3.1628, loss: 3.1628 2024-07-26 11:11:13,317 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 1 day, 3:49:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4336, top5_acc: 0.6898, loss_cls: 3.1805, loss: 3.1805 2024-07-26 11:12:34,736 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 1 day, 3:48:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4430, top5_acc: 0.7023, loss_cls: 3.1368, loss: 3.1368 2024-07-26 11:13:56,302 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 1 day, 3:46:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4405, top5_acc: 0.7002, loss_cls: 3.0925, loss: 3.0925 2024-07-26 11:15:17,898 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 1 day, 3:45:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4409, top5_acc: 0.6956, loss_cls: 3.1340, loss: 3.1340 2024-07-26 11:16:39,831 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 1 day, 3:43:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4377, top5_acc: 0.6980, loss_cls: 3.1589, loss: 3.1589 2024-07-26 11:18:01,328 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 1 day, 3:42:34, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4331, top5_acc: 0.6883, loss_cls: 3.1809, loss: 3.1809 2024-07-26 11:19:23,120 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 1 day, 3:41:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6923, loss_cls: 3.1419, loss: 3.1419 2024-07-26 11:20:44,787 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 1 day, 3:39:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4378, top5_acc: 0.6911, loss_cls: 3.1697, loss: 3.1697 2024-07-26 11:22:06,462 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 1 day, 3:38:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4505, top5_acc: 0.6934, loss_cls: 3.1109, loss: 3.1109 2024-07-26 11:23:28,232 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 1 day, 3:37:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4323, top5_acc: 0.6859, loss_cls: 3.1773, loss: 3.1773 2024-07-26 11:24:49,934 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 1 day, 3:35:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4414, top5_acc: 0.6987, loss_cls: 3.1336, loss: 3.1336 2024-07-26 11:26:13,710 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 1 day, 3:34:24, time: 0.838, data_time: 0.000, memory: 15990, top1_acc: 0.4433, top5_acc: 0.7069, loss_cls: 3.1112, loss: 3.1112 2024-07-26 11:27:35,593 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 1 day, 3:33:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4314, top5_acc: 0.6914, loss_cls: 3.1859, loss: 3.1859 2024-07-26 11:28:58,180 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 1 day, 3:31:41, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4395, top5_acc: 0.6958, loss_cls: 3.1470, loss: 3.1470 2024-07-26 11:30:20,268 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 1 day, 3:30:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4208, top5_acc: 0.6858, loss_cls: 3.2107, loss: 3.2107 2024-07-26 11:31:41,795 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 1 day, 3:28:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4367, top5_acc: 0.6933, loss_cls: 3.1546, loss: 3.1546 2024-07-26 11:33:03,740 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 1 day, 3:27:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4369, top5_acc: 0.6897, loss_cls: 3.1532, loss: 3.1532 2024-07-26 11:34:25,226 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 1 day, 3:26:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4386, top5_acc: 0.6972, loss_cls: 3.1589, loss: 3.1589 2024-07-26 11:35:47,662 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 1 day, 3:24:53, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4236, top5_acc: 0.6761, loss_cls: 3.2560, loss: 3.2560 2024-07-26 11:37:09,077 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 1 day, 3:23:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4369, top5_acc: 0.6956, loss_cls: 3.1600, loss: 3.1600 2024-07-26 11:38:31,218 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 1 day, 3:22:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4345, top5_acc: 0.6877, loss_cls: 3.1992, loss: 3.1992 2024-07-26 11:39:52,984 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 1 day, 3:20:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4320, top5_acc: 0.6841, loss_cls: 3.2063, loss: 3.2063 2024-07-26 11:41:14,307 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 1 day, 3:19:25, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4273, top5_acc: 0.6823, loss_cls: 3.2046, loss: 3.2046 2024-07-26 11:42:35,816 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 1 day, 3:18:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4405, top5_acc: 0.6948, loss_cls: 3.1518, loss: 3.1518 2024-07-26 11:43:57,305 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 1 day, 3:16:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4363, top5_acc: 0.6850, loss_cls: 3.1482, loss: 3.1482 2024-07-26 11:45:18,606 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 1 day, 3:15:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4411, top5_acc: 0.6902, loss_cls: 3.1744, loss: 3.1744 2024-07-26 11:46:40,230 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 1 day, 3:13:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4334, top5_acc: 0.6891, loss_cls: 3.1952, loss: 3.1952 2024-07-26 11:47:19,657 - pyskl - INFO - Saving checkpoint at 118 epochs 2024-07-26 11:49:10,951 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 11:49:11,691 - pyskl - INFO - top1_acc 0.3700 top5_acc 0.6248 2024-07-26 11:49:11,692 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 11:49:11,732 - pyskl - INFO - mean_acc 0.3695 2024-07-26 11:49:11,737 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_116.pth was removed 2024-07-26 11:49:11,998 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2024-07-26 11:49:11,998 - pyskl - INFO - Best top1_acc is 0.3700 at 118 epoch. 2024-07-26 11:49:12,011 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3700, top5_acc: 0.6248, mean_class_accuracy: 0.3695 2024-07-26 11:53:00,325 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 1 day, 3:12:28, time: 2.283, data_time: 1.308, memory: 15990, top1_acc: 0.4569, top5_acc: 0.7198, loss_cls: 3.0201, loss: 3.0201 2024-07-26 11:54:22,464 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 1 day, 3:11:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4559, top5_acc: 0.7036, loss_cls: 3.0916, loss: 3.0916 2024-07-26 11:55:44,130 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 1 day, 3:09:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4439, top5_acc: 0.7016, loss_cls: 3.0980, loss: 3.0980 2024-07-26 11:57:05,966 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 1 day, 3:08:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4420, top5_acc: 0.6987, loss_cls: 3.1086, loss: 3.1086 2024-07-26 11:58:27,977 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 1 day, 3:07:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4522, top5_acc: 0.7050, loss_cls: 3.0579, loss: 3.0579 2024-07-26 11:59:50,005 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 1 day, 3:05:40, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4422, top5_acc: 0.7041, loss_cls: 3.0991, loss: 3.0991 2024-07-26 12:01:11,771 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 1 day, 3:04:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4367, top5_acc: 0.7016, loss_cls: 3.1343, loss: 3.1343 2024-07-26 12:02:33,524 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 1 day, 3:02:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4422, top5_acc: 0.6947, loss_cls: 3.1392, loss: 3.1392 2024-07-26 12:03:55,200 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 1 day, 3:01:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4423, top5_acc: 0.6972, loss_cls: 3.1369, loss: 3.1369 2024-07-26 12:05:16,587 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 1 day, 3:00:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4398, top5_acc: 0.7109, loss_cls: 3.0892, loss: 3.0892 2024-07-26 12:06:38,879 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 1 day, 2:58:51, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4400, top5_acc: 0.6989, loss_cls: 3.1393, loss: 3.1393 2024-07-26 12:08:00,788 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 1 day, 2:57:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4452, top5_acc: 0.6977, loss_cls: 3.1100, loss: 3.1100 2024-07-26 12:09:22,343 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 1 day, 2:56:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4369, top5_acc: 0.6983, loss_cls: 3.1146, loss: 3.1146 2024-07-26 12:10:43,600 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 1 day, 2:54:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4359, top5_acc: 0.6877, loss_cls: 3.1663, loss: 3.1663 2024-07-26 12:12:05,900 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 1 day, 2:53:24, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4495, top5_acc: 0.7025, loss_cls: 3.1164, loss: 3.1164 2024-07-26 12:13:27,110 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 1 day, 2:52:02, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4422, top5_acc: 0.7013, loss_cls: 3.0977, loss: 3.0977 2024-07-26 12:14:48,441 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 1 day, 2:50:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4341, top5_acc: 0.7002, loss_cls: 3.1451, loss: 3.1451 2024-07-26 12:16:10,023 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 1 day, 2:49:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4387, top5_acc: 0.6963, loss_cls: 3.1182, loss: 3.1182 2024-07-26 12:17:31,442 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 1 day, 2:47:56, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4448, top5_acc: 0.6889, loss_cls: 3.1503, loss: 3.1503 2024-07-26 12:18:53,081 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 1 day, 2:46:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4330, top5_acc: 0.7020, loss_cls: 3.1218, loss: 3.1218 2024-07-26 12:20:14,631 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 1 day, 2:45:12, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4456, top5_acc: 0.6995, loss_cls: 3.0934, loss: 3.0934 2024-07-26 12:21:37,562 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 1 day, 2:43:51, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4381, top5_acc: 0.7053, loss_cls: 3.1062, loss: 3.1062 2024-07-26 12:22:59,592 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 1 day, 2:42:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4370, top5_acc: 0.6956, loss_cls: 3.1456, loss: 3.1456 2024-07-26 12:24:21,827 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 1 day, 2:41:07, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4502, top5_acc: 0.6967, loss_cls: 3.1177, loss: 3.1177 2024-07-26 12:25:43,030 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 1 day, 2:39:46, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4422, top5_acc: 0.6920, loss_cls: 3.1205, loss: 3.1205 2024-07-26 12:27:04,996 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 1 day, 2:38:24, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6947, loss_cls: 3.1749, loss: 3.1749 2024-07-26 12:28:26,894 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 1 day, 2:37:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4395, top5_acc: 0.6881, loss_cls: 3.1740, loss: 3.1740 2024-07-26 12:29:48,096 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 1 day, 2:35:40, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.6975, loss_cls: 3.1339, loss: 3.1339 2024-07-26 12:31:09,612 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 1 day, 2:34:18, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4347, top5_acc: 0.6955, loss_cls: 3.1411, loss: 3.1411 2024-07-26 12:32:30,807 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 1 day, 2:32:56, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4391, top5_acc: 0.6911, loss_cls: 3.1312, loss: 3.1312 2024-07-26 12:33:52,187 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 1 day, 2:31:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4322, top5_acc: 0.6872, loss_cls: 3.1594, loss: 3.1594 2024-07-26 12:35:13,227 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 1 day, 2:30:13, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4353, top5_acc: 0.6883, loss_cls: 3.1757, loss: 3.1757 2024-07-26 12:36:34,480 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 1 day, 2:28:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4377, top5_acc: 0.6937, loss_cls: 3.1460, loss: 3.1460 2024-07-26 12:37:56,013 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 1 day, 2:27:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4425, top5_acc: 0.6977, loss_cls: 3.1172, loss: 3.1172 2024-07-26 12:39:17,374 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 1 day, 2:26:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4366, top5_acc: 0.7036, loss_cls: 3.1322, loss: 3.1322 2024-07-26 12:40:38,755 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 1 day, 2:24:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4422, top5_acc: 0.6941, loss_cls: 3.1398, loss: 3.1398 2024-07-26 12:42:00,906 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 1 day, 2:23:23, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4330, top5_acc: 0.6852, loss_cls: 3.1990, loss: 3.1990 2024-07-26 12:42:40,288 - pyskl - INFO - Saving checkpoint at 119 epochs 2024-07-26 12:44:31,166 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 12:44:31,832 - pyskl - INFO - top1_acc 0.3794 top5_acc 0.6350 2024-07-26 12:44:31,832 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 12:44:31,873 - pyskl - INFO - mean_acc 0.3792 2024-07-26 12:44:31,878 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_118.pth was removed 2024-07-26 12:44:32,125 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2024-07-26 12:44:32,126 - pyskl - INFO - Best top1_acc is 0.3794 at 119 epoch. 2024-07-26 12:44:32,138 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3794, top5_acc: 0.6350, mean_class_accuracy: 0.3792 2024-07-26 12:48:26,526 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 1 day, 2:21:54, time: 2.344, data_time: 1.349, memory: 15990, top1_acc: 0.4637, top5_acc: 0.7180, loss_cls: 3.0292, loss: 3.0292 2024-07-26 12:49:49,392 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 1 day, 2:20:32, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4400, top5_acc: 0.7008, loss_cls: 3.0997, loss: 3.0997 2024-07-26 12:51:12,037 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 1 day, 2:19:11, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4584, top5_acc: 0.7172, loss_cls: 3.0183, loss: 3.0183 2024-07-26 12:52:34,643 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 1 day, 2:17:49, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4506, top5_acc: 0.7127, loss_cls: 3.0655, loss: 3.0655 2024-07-26 12:53:57,727 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 1 day, 2:16:28, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4391, top5_acc: 0.6995, loss_cls: 3.0863, loss: 3.0863 2024-07-26 12:55:20,545 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 1 day, 2:15:06, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4500, top5_acc: 0.7117, loss_cls: 3.0659, loss: 3.0659 2024-07-26 12:56:42,971 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 1 day, 2:13:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4487, top5_acc: 0.7025, loss_cls: 3.0849, loss: 3.0849 2024-07-26 12:58:05,977 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 1 day, 2:12:23, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4534, top5_acc: 0.7092, loss_cls: 3.0930, loss: 3.0930 2024-07-26 12:59:29,023 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 1 day, 2:11:01, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4544, top5_acc: 0.7030, loss_cls: 3.0737, loss: 3.0737 2024-07-26 13:00:51,443 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 1 day, 2:09:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4495, top5_acc: 0.7031, loss_cls: 3.0947, loss: 3.0947 2024-07-26 13:02:14,466 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 1 day, 2:08:18, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4469, top5_acc: 0.7103, loss_cls: 3.0885, loss: 3.0885 2024-07-26 13:03:37,259 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 1 day, 2:06:57, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4534, top5_acc: 0.7108, loss_cls: 3.0683, loss: 3.0683 2024-07-26 13:04:59,553 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 1 day, 2:05:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4436, top5_acc: 0.7044, loss_cls: 3.1036, loss: 3.1036 2024-07-26 13:06:22,666 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 1 day, 2:04:14, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4464, top5_acc: 0.7016, loss_cls: 3.0907, loss: 3.0907 2024-07-26 13:07:45,324 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 1 day, 2:02:52, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4437, top5_acc: 0.7072, loss_cls: 3.0803, loss: 3.0803 2024-07-26 13:09:08,484 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 1 day, 2:01:31, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4558, top5_acc: 0.7044, loss_cls: 3.0718, loss: 3.0718 2024-07-26 13:10:31,474 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 1 day, 2:00:09, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4423, top5_acc: 0.6963, loss_cls: 3.1382, loss: 3.1382 2024-07-26 13:11:54,316 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 1 day, 1:58:48, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4520, top5_acc: 0.7041, loss_cls: 3.1011, loss: 3.1011 2024-07-26 13:13:16,964 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 1 day, 1:57:26, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4391, top5_acc: 0.6977, loss_cls: 3.1365, loss: 3.1365 2024-07-26 13:14:40,396 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 1 day, 1:56:05, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4445, top5_acc: 0.6959, loss_cls: 3.1379, loss: 3.1379 2024-07-26 13:16:03,949 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 1 day, 1:54:43, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.4453, top5_acc: 0.7031, loss_cls: 3.0950, loss: 3.0950 2024-07-26 13:17:27,283 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 1 day, 1:53:22, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.4494, top5_acc: 0.7055, loss_cls: 3.0953, loss: 3.0953 2024-07-26 13:18:50,763 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 1 day, 1:52:00, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.4408, top5_acc: 0.7005, loss_cls: 3.1132, loss: 3.1132 2024-07-26 13:20:14,182 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 1 day, 1:50:39, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4483, top5_acc: 0.7064, loss_cls: 3.0912, loss: 3.0912 2024-07-26 13:21:37,689 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 1 day, 1:49:18, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.4492, top5_acc: 0.7052, loss_cls: 3.0973, loss: 3.0973 2024-07-26 13:23:01,200 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 1 day, 1:47:56, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.4384, top5_acc: 0.6941, loss_cls: 3.1399, loss: 3.1399 2024-07-26 13:24:24,635 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 1 day, 1:46:35, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4364, top5_acc: 0.6884, loss_cls: 3.1699, loss: 3.1699 2024-07-26 13:25:47,498 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 1 day, 1:45:13, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4345, top5_acc: 0.6987, loss_cls: 3.1315, loss: 3.1315 2024-07-26 13:27:10,682 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 1 day, 1:43:52, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4356, top5_acc: 0.6919, loss_cls: 3.1645, loss: 3.1645 2024-07-26 13:28:32,684 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 1 day, 1:42:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4409, top5_acc: 0.7017, loss_cls: 3.1054, loss: 3.1054 2024-07-26 13:29:55,441 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 1 day, 1:41:08, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4434, top5_acc: 0.6994, loss_cls: 3.1251, loss: 3.1251 2024-07-26 13:31:17,626 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 1 day, 1:39:47, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4536, top5_acc: 0.7084, loss_cls: 3.0533, loss: 3.0533 2024-07-26 13:32:39,868 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 1 day, 1:38:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4414, top5_acc: 0.6947, loss_cls: 3.1334, loss: 3.1334 2024-07-26 13:34:02,408 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 1 day, 1:37:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4472, top5_acc: 0.7006, loss_cls: 3.1218, loss: 3.1218 2024-07-26 13:35:25,066 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 1 day, 1:35:42, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4433, top5_acc: 0.7019, loss_cls: 3.1213, loss: 3.1213 2024-07-26 13:36:47,427 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 1 day, 1:34:20, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6955, loss_cls: 3.1299, loss: 3.1299 2024-07-26 13:38:10,019 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 1 day, 1:32:59, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4430, top5_acc: 0.6872, loss_cls: 3.1536, loss: 3.1536 2024-07-26 13:38:49,549 - pyskl - INFO - Saving checkpoint at 120 epochs 2024-07-26 13:40:42,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 13:40:43,708 - pyskl - INFO - top1_acc 0.3766 top5_acc 0.6330 2024-07-26 13:40:43,708 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 13:40:43,751 - pyskl - INFO - mean_acc 0.3763 2024-07-26 13:40:43,764 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3766, top5_acc: 0.6330, mean_class_accuracy: 0.3763 2024-07-26 13:44:36,952 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 1 day, 1:31:27, time: 2.332, data_time: 1.336, memory: 15990, top1_acc: 0.4584, top5_acc: 0.7166, loss_cls: 3.0251, loss: 3.0251 2024-07-26 13:46:00,059 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 1 day, 1:30:06, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4672, top5_acc: 0.7164, loss_cls: 3.0041, loss: 3.0041 2024-07-26 13:47:22,434 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 1 day, 1:28:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4592, top5_acc: 0.7119, loss_cls: 3.0389, loss: 3.0389 2024-07-26 13:48:45,058 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 1 day, 1:27:23, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4497, top5_acc: 0.7056, loss_cls: 3.0749, loss: 3.0749 2024-07-26 13:50:08,245 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 1 day, 1:26:01, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4536, top5_acc: 0.7073, loss_cls: 3.0564, loss: 3.0564 2024-07-26 13:51:31,091 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 1 day, 1:24:39, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4491, top5_acc: 0.7111, loss_cls: 3.0839, loss: 3.0839 2024-07-26 13:52:54,523 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 1 day, 1:23:18, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4502, top5_acc: 0.7106, loss_cls: 3.0534, loss: 3.0534 2024-07-26 13:54:17,917 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 1 day, 1:21:57, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4580, top5_acc: 0.7128, loss_cls: 3.0411, loss: 3.0411 2024-07-26 13:55:41,058 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 1 day, 1:20:35, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4548, top5_acc: 0.7106, loss_cls: 3.0575, loss: 3.0575 2024-07-26 13:57:04,447 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 1 day, 1:19:14, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4430, top5_acc: 0.7047, loss_cls: 3.1258, loss: 3.1258 2024-07-26 13:58:27,397 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 1 day, 1:17:52, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4520, top5_acc: 0.7078, loss_cls: 3.0602, loss: 3.0602 2024-07-26 13:59:49,484 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 1 day, 1:16:30, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4542, top5_acc: 0.7048, loss_cls: 3.0479, loss: 3.0479 2024-07-26 14:01:12,638 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 1 day, 1:15:09, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4409, top5_acc: 0.7028, loss_cls: 3.0853, loss: 3.0853 2024-07-26 14:02:35,311 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 1 day, 1:13:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4419, top5_acc: 0.6977, loss_cls: 3.1097, loss: 3.1097 2024-07-26 14:03:57,953 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 1 day, 1:12:25, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4422, top5_acc: 0.7089, loss_cls: 3.0783, loss: 3.0783 2024-07-26 14:05:20,325 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 1 day, 1:11:04, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4491, top5_acc: 0.7078, loss_cls: 3.0702, loss: 3.0702 2024-07-26 14:06:43,257 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 1 day, 1:09:42, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4533, top5_acc: 0.7055, loss_cls: 3.0787, loss: 3.0787 2024-07-26 14:08:05,831 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 1 day, 1:08:21, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4578, top5_acc: 0.7145, loss_cls: 3.0176, loss: 3.0176 2024-07-26 14:09:28,008 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 1 day, 1:06:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4533, top5_acc: 0.7072, loss_cls: 3.0665, loss: 3.0665 2024-07-26 14:10:51,309 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 1 day, 1:05:37, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.4466, top5_acc: 0.7059, loss_cls: 3.1032, loss: 3.1032 2024-07-26 14:12:13,744 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 1 day, 1:04:16, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4402, top5_acc: 0.6997, loss_cls: 3.1251, loss: 3.1251 2024-07-26 14:13:37,655 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 1 day, 1:02:54, time: 0.839, data_time: 0.000, memory: 15990, top1_acc: 0.4602, top5_acc: 0.7091, loss_cls: 3.0524, loss: 3.0524 2024-07-26 14:15:01,031 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 1 day, 1:01:33, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4392, top5_acc: 0.7005, loss_cls: 3.1182, loss: 3.1182 2024-07-26 14:16:24,411 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 1 day, 1:00:11, time: 0.834, data_time: 0.000, memory: 15990, top1_acc: 0.4452, top5_acc: 0.7084, loss_cls: 3.0900, loss: 3.0900 2024-07-26 14:17:47,263 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 1 day, 0:58:50, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4461, top5_acc: 0.6928, loss_cls: 3.1140, loss: 3.1140 2024-07-26 14:19:10,358 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 1 day, 0:57:28, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4506, top5_acc: 0.7125, loss_cls: 3.0749, loss: 3.0749 2024-07-26 14:20:33,062 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 1 day, 0:56:07, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4414, top5_acc: 0.6986, loss_cls: 3.1170, loss: 3.1170 2024-07-26 14:21:56,207 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 1 day, 0:54:45, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4475, top5_acc: 0.7034, loss_cls: 3.0966, loss: 3.0966 2024-07-26 14:23:18,738 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 1 day, 0:53:23, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4595, top5_acc: 0.7156, loss_cls: 3.0250, loss: 3.0250 2024-07-26 14:24:41,389 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 1 day, 0:52:02, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4453, top5_acc: 0.7005, loss_cls: 3.1179, loss: 3.1179 2024-07-26 14:26:03,797 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 1 day, 0:50:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4516, top5_acc: 0.7066, loss_cls: 3.0765, loss: 3.0765 2024-07-26 14:27:26,613 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 1 day, 0:49:18, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4517, top5_acc: 0.7077, loss_cls: 3.0512, loss: 3.0512 2024-07-26 14:28:49,383 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 1 day, 0:47:57, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4511, top5_acc: 0.7108, loss_cls: 3.0380, loss: 3.0380 2024-07-26 14:30:11,337 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 1 day, 0:46:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.6997, loss_cls: 3.0996, loss: 3.0996 2024-07-26 14:31:33,680 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 1 day, 0:45:13, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4411, top5_acc: 0.7013, loss_cls: 3.1292, loss: 3.1292 2024-07-26 14:32:56,129 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 1 day, 0:43:51, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4575, top5_acc: 0.7172, loss_cls: 3.0157, loss: 3.0157 2024-07-26 14:34:18,316 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 1 day, 0:42:30, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4505, top5_acc: 0.7025, loss_cls: 3.0868, loss: 3.0868 2024-07-26 14:34:57,414 - pyskl - INFO - Saving checkpoint at 121 epochs 2024-07-26 14:36:48,847 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 14:36:49,724 - pyskl - INFO - top1_acc 0.3894 top5_acc 0.6449 2024-07-26 14:36:49,724 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 14:36:49,767 - pyskl - INFO - mean_acc 0.3892 2024-07-26 14:36:49,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_119.pth was removed 2024-07-26 14:36:50,016 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2024-07-26 14:36:50,017 - pyskl - INFO - Best top1_acc is 0.3894 at 121 epoch. 2024-07-26 14:36:50,029 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3894, top5_acc: 0.6449, mean_class_accuracy: 0.3892 2024-07-26 14:40:42,671 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 1 day, 0:40:57, time: 2.326, data_time: 1.340, memory: 15990, top1_acc: 0.4764, top5_acc: 0.7227, loss_cls: 2.9679, loss: 2.9679 2024-07-26 14:42:05,188 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 1 day, 0:39:36, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4558, top5_acc: 0.7159, loss_cls: 3.0078, loss: 3.0078 2024-07-26 14:43:26,957 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 1 day, 0:38:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4628, top5_acc: 0.7206, loss_cls: 3.0051, loss: 3.0051 2024-07-26 14:44:48,923 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 1 day, 0:36:52, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4541, top5_acc: 0.7169, loss_cls: 3.0208, loss: 3.0208 2024-07-26 14:46:10,725 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 1 day, 0:35:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4648, top5_acc: 0.7220, loss_cls: 2.9949, loss: 2.9949 2024-07-26 14:47:33,049 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 1 day, 0:34:08, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4661, top5_acc: 0.7167, loss_cls: 3.0183, loss: 3.0183 2024-07-26 14:48:54,804 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 1 day, 0:32:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4578, top5_acc: 0.7209, loss_cls: 3.0045, loss: 3.0045 2024-07-26 14:50:17,087 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 1 day, 0:31:25, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4652, top5_acc: 0.7200, loss_cls: 2.9864, loss: 2.9864 2024-07-26 14:51:38,554 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 1 day, 0:30:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4616, top5_acc: 0.7191, loss_cls: 3.0177, loss: 3.0177 2024-07-26 14:53:00,567 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 1 day, 0:28:41, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4612, top5_acc: 0.7178, loss_cls: 3.0104, loss: 3.0104 2024-07-26 14:54:21,987 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 1 day, 0:27:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4536, top5_acc: 0.7137, loss_cls: 3.0326, loss: 3.0326 2024-07-26 14:55:43,764 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 1 day, 0:25:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4561, top5_acc: 0.7053, loss_cls: 3.0512, loss: 3.0512 2024-07-26 14:57:06,178 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 1 day, 0:24:35, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4598, top5_acc: 0.7108, loss_cls: 3.0405, loss: 3.0405 2024-07-26 14:58:27,496 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 1 day, 0:23:13, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4589, top5_acc: 0.7067, loss_cls: 3.0580, loss: 3.0580 2024-07-26 14:59:49,133 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 1 day, 0:21:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4509, top5_acc: 0.7100, loss_cls: 3.0384, loss: 3.0384 2024-07-26 15:01:11,119 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 1 day, 0:20:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4444, top5_acc: 0.7127, loss_cls: 3.0674, loss: 3.0674 2024-07-26 15:02:32,516 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 1 day, 0:19:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4498, top5_acc: 0.7113, loss_cls: 3.0603, loss: 3.0603 2024-07-26 15:03:54,607 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 1 day, 0:17:46, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4537, top5_acc: 0.7059, loss_cls: 3.0370, loss: 3.0370 2024-07-26 15:05:16,317 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 1 day, 0:16:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4450, top5_acc: 0.7027, loss_cls: 3.0801, loss: 3.0801 2024-07-26 15:06:38,367 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 1 day, 0:15:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4462, top5_acc: 0.7050, loss_cls: 3.0803, loss: 3.0803 2024-07-26 15:08:01,069 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 1 day, 0:13:40, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4433, top5_acc: 0.7122, loss_cls: 3.0845, loss: 3.0845 2024-07-26 15:09:23,949 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 1 day, 0:12:18, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4408, top5_acc: 0.6941, loss_cls: 3.1440, loss: 3.1440 2024-07-26 15:10:45,983 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 1 day, 0:10:57, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4530, top5_acc: 0.7086, loss_cls: 3.0676, loss: 3.0676 2024-07-26 15:12:07,469 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 1 day, 0:09:35, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4567, top5_acc: 0.7123, loss_cls: 3.0490, loss: 3.0490 2024-07-26 15:13:29,243 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 1 day, 0:08:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4569, top5_acc: 0.7139, loss_cls: 3.0586, loss: 3.0586 2024-07-26 15:14:50,309 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 1 day, 0:06:51, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4555, top5_acc: 0.7134, loss_cls: 3.0335, loss: 3.0335 2024-07-26 15:16:11,850 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 1 day, 0:05:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4566, top5_acc: 0.7141, loss_cls: 3.0624, loss: 3.0624 2024-07-26 15:17:33,731 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 1 day, 0:04:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4545, top5_acc: 0.7100, loss_cls: 3.0638, loss: 3.0638 2024-07-26 15:18:55,594 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 1 day, 0:02:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4555, top5_acc: 0.7042, loss_cls: 3.0651, loss: 3.0651 2024-07-26 15:20:17,129 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 1 day, 0:01:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4580, top5_acc: 0.7105, loss_cls: 3.0190, loss: 3.0190 2024-07-26 15:21:38,553 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 1 day, 0:00:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4536, top5_acc: 0.7087, loss_cls: 3.0409, loss: 3.0409 2024-07-26 15:22:59,639 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 23:58:39, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4425, top5_acc: 0.6994, loss_cls: 3.0907, loss: 3.0907 2024-07-26 15:24:21,192 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 23:57:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4492, top5_acc: 0.7144, loss_cls: 3.0504, loss: 3.0504 2024-07-26 15:25:42,631 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 23:55:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4564, top5_acc: 0.7045, loss_cls: 3.0690, loss: 3.0690 2024-07-26 15:27:03,760 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 23:54:33, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4555, top5_acc: 0.7125, loss_cls: 3.0318, loss: 3.0318 2024-07-26 15:28:26,267 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 23:53:11, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4609, top5_acc: 0.7145, loss_cls: 3.0410, loss: 3.0410 2024-07-26 15:29:47,983 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 23:51:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4581, top5_acc: 0.7056, loss_cls: 3.0472, loss: 3.0472 2024-07-26 15:30:27,551 - pyskl - INFO - Saving checkpoint at 122 epochs 2024-07-26 15:32:20,342 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 15:32:21,004 - pyskl - INFO - top1_acc 0.3812 top5_acc 0.6344 2024-07-26 15:32:21,005 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 15:32:21,045 - pyskl - INFO - mean_acc 0.3811 2024-07-26 15:32:21,057 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3812, top5_acc: 0.6344, mean_class_accuracy: 0.3811 2024-07-26 15:36:13,331 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 23:50:16, time: 2.323, data_time: 1.318, memory: 15990, top1_acc: 0.4738, top5_acc: 0.7202, loss_cls: 2.9658, loss: 2.9658 2024-07-26 15:37:35,180 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 23:48:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4770, top5_acc: 0.7267, loss_cls: 2.9155, loss: 2.9155 2024-07-26 15:38:57,431 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 23:47:32, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4777, top5_acc: 0.7275, loss_cls: 2.9343, loss: 2.9343 2024-07-26 15:40:19,474 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 23:46:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4711, top5_acc: 0.7262, loss_cls: 2.9476, loss: 2.9476 2024-07-26 15:41:41,125 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 23:44:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4598, top5_acc: 0.7208, loss_cls: 2.9783, loss: 2.9783 2024-07-26 15:43:03,149 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 23:43:26, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4745, top5_acc: 0.7294, loss_cls: 2.9326, loss: 2.9326 2024-07-26 15:44:24,729 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 23:42:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4750, top5_acc: 0.7242, loss_cls: 2.9738, loss: 2.9738 2024-07-26 15:45:46,265 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 23:40:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4583, top5_acc: 0.7166, loss_cls: 2.9956, loss: 2.9956 2024-07-26 15:47:07,761 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 23:39:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4597, top5_acc: 0.7195, loss_cls: 2.9844, loss: 2.9844 2024-07-26 15:48:29,072 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 23:37:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4537, top5_acc: 0.7173, loss_cls: 3.0181, loss: 3.0181 2024-07-26 15:49:50,621 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 23:36:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4592, top5_acc: 0.7205, loss_cls: 2.9982, loss: 2.9982 2024-07-26 15:51:12,594 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 23:35:15, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4591, top5_acc: 0.7236, loss_cls: 2.9790, loss: 2.9790 2024-07-26 15:52:34,304 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 23:33:53, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4659, top5_acc: 0.7202, loss_cls: 2.9884, loss: 2.9884 2024-07-26 15:53:55,610 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 23:32:31, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4573, top5_acc: 0.7103, loss_cls: 3.0394, loss: 3.0394 2024-07-26 15:55:17,533 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 23:31:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4606, top5_acc: 0.7111, loss_cls: 3.0345, loss: 3.0345 2024-07-26 15:56:39,258 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 23:29:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4481, top5_acc: 0.7031, loss_cls: 3.0608, loss: 3.0608 2024-07-26 15:58:01,325 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 23:28:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4586, top5_acc: 0.7105, loss_cls: 3.0267, loss: 3.0267 2024-07-26 15:59:22,323 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 23:27:03, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4525, top5_acc: 0.7058, loss_cls: 3.0661, loss: 3.0661 2024-07-26 16:00:43,580 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 23:25:41, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4561, top5_acc: 0.7092, loss_cls: 3.0312, loss: 3.0312 2024-07-26 16:02:05,517 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 23:24:19, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4406, top5_acc: 0.6980, loss_cls: 3.1155, loss: 3.1155 2024-07-26 16:03:26,737 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 23:22:57, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4420, top5_acc: 0.7066, loss_cls: 3.0878, loss: 3.0878 2024-07-26 16:04:49,524 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 23:21:35, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4580, top5_acc: 0.7188, loss_cls: 3.0083, loss: 3.0083 2024-07-26 16:06:11,280 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 23:20:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4550, top5_acc: 0.7078, loss_cls: 3.0353, loss: 3.0353 2024-07-26 16:07:33,316 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 23:18:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4600, top5_acc: 0.7145, loss_cls: 3.0312, loss: 3.0312 2024-07-26 16:08:54,976 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 23:17:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4580, top5_acc: 0.7152, loss_cls: 3.0227, loss: 3.0227 2024-07-26 16:10:16,434 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 23:16:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4492, top5_acc: 0.7047, loss_cls: 3.0848, loss: 3.0848 2024-07-26 16:11:37,775 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 23:14:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4600, top5_acc: 0.7155, loss_cls: 3.0140, loss: 3.0140 2024-07-26 16:12:58,983 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 23:13:23, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4655, top5_acc: 0.7148, loss_cls: 3.0321, loss: 3.0321 2024-07-26 16:14:20,213 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 23:12:01, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4572, top5_acc: 0.7148, loss_cls: 3.0485, loss: 3.0485 2024-07-26 16:15:41,106 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 23:10:39, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.4609, top5_acc: 0.7161, loss_cls: 3.0129, loss: 3.0129 2024-07-26 16:17:03,021 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 23:09:17, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4608, top5_acc: 0.7183, loss_cls: 3.0091, loss: 3.0091 2024-07-26 16:18:24,323 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 23:07:55, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4580, top5_acc: 0.7102, loss_cls: 3.0488, loss: 3.0488 2024-07-26 16:19:46,198 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 23:06:33, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4534, top5_acc: 0.7091, loss_cls: 3.0521, loss: 3.0521 2024-07-26 16:21:07,305 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 23:05:11, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4717, top5_acc: 0.7148, loss_cls: 3.0144, loss: 3.0144 2024-07-26 16:22:28,755 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 23:03:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4539, top5_acc: 0.7056, loss_cls: 3.0772, loss: 3.0772 2024-07-26 16:23:50,711 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 23:02:27, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4516, top5_acc: 0.7103, loss_cls: 3.0394, loss: 3.0394 2024-07-26 16:25:12,192 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 23:01:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4512, top5_acc: 0.7100, loss_cls: 3.0624, loss: 3.0624 2024-07-26 16:25:52,025 - pyskl - INFO - Saving checkpoint at 123 epochs 2024-07-26 16:27:45,163 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 16:27:45,831 - pyskl - INFO - top1_acc 0.3863 top5_acc 0.6382 2024-07-26 16:27:45,831 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 16:27:45,877 - pyskl - INFO - mean_acc 0.3860 2024-07-26 16:27:45,888 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3863, top5_acc: 0.6382, mean_class_accuracy: 0.3860 2024-07-26 16:31:34,525 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 22:59:30, time: 2.286, data_time: 1.307, memory: 15990, top1_acc: 0.4708, top5_acc: 0.7306, loss_cls: 2.9262, loss: 2.9262 2024-07-26 16:32:56,565 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 22:58:08, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4838, top5_acc: 0.7425, loss_cls: 2.8723, loss: 2.8723 2024-07-26 16:34:18,602 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 22:56:46, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4686, top5_acc: 0.7206, loss_cls: 2.9656, loss: 2.9656 2024-07-26 16:35:40,544 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 22:55:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4662, top5_acc: 0.7305, loss_cls: 2.9879, loss: 2.9879 2024-07-26 16:37:02,475 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 22:54:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4861, top5_acc: 0.7345, loss_cls: 2.8924, loss: 2.8924 2024-07-26 16:38:24,092 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 22:52:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4683, top5_acc: 0.7228, loss_cls: 2.9540, loss: 2.9540 2024-07-26 16:39:45,528 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 22:51:18, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4755, top5_acc: 0.7256, loss_cls: 2.9290, loss: 2.9290 2024-07-26 16:41:06,718 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 22:49:56, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4736, top5_acc: 0.7297, loss_cls: 2.9415, loss: 2.9415 2024-07-26 16:42:27,946 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 22:48:34, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4655, top5_acc: 0.7177, loss_cls: 2.9755, loss: 2.9755 2024-07-26 16:43:49,325 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 22:47:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4636, top5_acc: 0.7244, loss_cls: 2.9960, loss: 2.9960 2024-07-26 16:45:10,723 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 22:45:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4636, top5_acc: 0.7192, loss_cls: 3.0107, loss: 3.0107 2024-07-26 16:46:32,957 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 22:44:28, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4631, top5_acc: 0.7273, loss_cls: 2.9588, loss: 2.9588 2024-07-26 16:47:54,563 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 22:43:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4603, top5_acc: 0.7141, loss_cls: 3.0124, loss: 3.0124 2024-07-26 16:49:16,849 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 22:41:44, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4586, top5_acc: 0.7236, loss_cls: 2.9957, loss: 2.9957 2024-07-26 16:50:38,936 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 22:40:22, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4600, top5_acc: 0.7173, loss_cls: 3.0056, loss: 3.0056 2024-07-26 16:52:00,201 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 22:39:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4612, top5_acc: 0.7148, loss_cls: 3.0384, loss: 3.0384 2024-07-26 16:53:21,715 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 22:37:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4591, top5_acc: 0.7219, loss_cls: 2.9799, loss: 2.9799 2024-07-26 16:54:43,138 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 22:36:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4717, top5_acc: 0.7250, loss_cls: 2.9461, loss: 2.9461 2024-07-26 16:56:04,531 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 22:34:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4602, top5_acc: 0.7178, loss_cls: 3.0111, loss: 3.0111 2024-07-26 16:57:26,492 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 22:33:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4677, top5_acc: 0.7205, loss_cls: 2.9582, loss: 2.9582 2024-07-26 16:58:48,592 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 22:32:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4656, top5_acc: 0.7128, loss_cls: 2.9943, loss: 2.9943 2024-07-26 17:00:11,728 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 22:30:49, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.4542, top5_acc: 0.7161, loss_cls: 2.9945, loss: 2.9945 2024-07-26 17:01:33,063 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 22:29:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4703, top5_acc: 0.7223, loss_cls: 2.9681, loss: 2.9681 2024-07-26 17:02:54,724 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 22:28:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4633, top5_acc: 0.7064, loss_cls: 3.0382, loss: 3.0382 2024-07-26 17:04:16,253 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 22:26:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4572, top5_acc: 0.7108, loss_cls: 3.0371, loss: 3.0371 2024-07-26 17:05:37,344 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 22:25:21, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4589, top5_acc: 0.7152, loss_cls: 2.9995, loss: 2.9995 2024-07-26 17:06:58,470 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 22:23:59, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4698, top5_acc: 0.7238, loss_cls: 2.9564, loss: 2.9564 2024-07-26 17:08:20,101 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 22:22:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4606, top5_acc: 0.7161, loss_cls: 2.9940, loss: 2.9940 2024-07-26 17:09:42,023 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 22:21:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4702, top5_acc: 0.7159, loss_cls: 2.9764, loss: 2.9764 2024-07-26 17:11:03,650 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 22:19:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4591, top5_acc: 0.7094, loss_cls: 3.0295, loss: 3.0295 2024-07-26 17:12:24,768 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 22:18:31, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4573, top5_acc: 0.7134, loss_cls: 3.0359, loss: 3.0359 2024-07-26 17:13:45,837 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 22:17:09, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4627, top5_acc: 0.7137, loss_cls: 3.0377, loss: 3.0377 2024-07-26 17:15:07,380 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 22:15:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4692, top5_acc: 0.7200, loss_cls: 2.9946, loss: 2.9946 2024-07-26 17:16:28,841 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 22:14:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4667, top5_acc: 0.7159, loss_cls: 2.9918, loss: 2.9918 2024-07-26 17:17:50,410 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 22:13:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4572, top5_acc: 0.7100, loss_cls: 3.0269, loss: 3.0269 2024-07-26 17:19:12,253 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 22:11:41, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4567, top5_acc: 0.7120, loss_cls: 3.0273, loss: 3.0273 2024-07-26 17:20:34,043 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 22:10:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4562, top5_acc: 0.7100, loss_cls: 3.0251, loss: 3.0251 2024-07-26 17:21:13,659 - pyskl - INFO - Saving checkpoint at 124 epochs 2024-07-26 17:23:06,284 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 17:23:06,992 - pyskl - INFO - top1_acc 0.3884 top5_acc 0.6470 2024-07-26 17:23:06,993 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 17:23:07,051 - pyskl - INFO - mean_acc 0.3880 2024-07-26 17:23:07,071 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3884, top5_acc: 0.6470, mean_class_accuracy: 0.3880 2024-07-26 17:26:57,376 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 22:08:42, time: 2.303, data_time: 1.323, memory: 15990, top1_acc: 0.4925, top5_acc: 0.7416, loss_cls: 2.8626, loss: 2.8626 2024-07-26 17:28:19,269 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 22:07:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4839, top5_acc: 0.7331, loss_cls: 2.9050, loss: 2.9050 2024-07-26 17:29:40,738 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 22:05:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4853, top5_acc: 0.7341, loss_cls: 2.8775, loss: 2.8775 2024-07-26 17:31:03,364 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 22:04:37, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4763, top5_acc: 0.7297, loss_cls: 2.9096, loss: 2.9096 2024-07-26 17:32:25,090 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 22:03:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4859, top5_acc: 0.7352, loss_cls: 2.8866, loss: 2.8866 2024-07-26 17:33:47,301 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 22:01:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4756, top5_acc: 0.7412, loss_cls: 2.8776, loss: 2.8776 2024-07-26 17:35:08,955 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 22:00:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4697, top5_acc: 0.7255, loss_cls: 2.9534, loss: 2.9534 2024-07-26 17:36:30,295 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 21:59:09, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4755, top5_acc: 0.7291, loss_cls: 2.9263, loss: 2.9263 2024-07-26 17:37:52,015 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 21:57:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4730, top5_acc: 0.7241, loss_cls: 2.9600, loss: 2.9600 2024-07-26 17:39:13,578 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 21:56:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4791, top5_acc: 0.7309, loss_cls: 2.9327, loss: 2.9327 2024-07-26 17:40:34,953 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 21:55:03, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7280, loss_cls: 2.9449, loss: 2.9449 2024-07-26 17:41:56,261 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 21:53:41, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4695, top5_acc: 0.7166, loss_cls: 2.9949, loss: 2.9949 2024-07-26 17:43:18,018 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 21:52:19, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4777, top5_acc: 0.7238, loss_cls: 2.9360, loss: 2.9360 2024-07-26 17:44:39,863 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 21:50:57, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4666, top5_acc: 0.7291, loss_cls: 2.9575, loss: 2.9575 2024-07-26 17:46:01,052 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 21:49:35, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4697, top5_acc: 0.7303, loss_cls: 2.9465, loss: 2.9465 2024-07-26 17:47:22,467 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 21:48:13, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4720, top5_acc: 0.7209, loss_cls: 2.9672, loss: 2.9672 2024-07-26 17:48:44,064 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 21:46:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4767, top5_acc: 0.7239, loss_cls: 2.9469, loss: 2.9469 2024-07-26 17:50:05,902 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 21:45:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4642, top5_acc: 0.7137, loss_cls: 2.9708, loss: 2.9708 2024-07-26 17:51:28,001 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 21:44:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4627, top5_acc: 0.7208, loss_cls: 2.9971, loss: 2.9971 2024-07-26 17:52:49,576 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 21:42:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4705, top5_acc: 0.7281, loss_cls: 2.9439, loss: 2.9439 2024-07-26 17:54:10,868 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 21:41:23, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4603, top5_acc: 0.7241, loss_cls: 2.9815, loss: 2.9815 2024-07-26 17:55:33,267 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 21:40:01, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4772, top5_acc: 0.7258, loss_cls: 2.9239, loss: 2.9239 2024-07-26 17:56:55,664 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 21:38:39, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4695, top5_acc: 0.7314, loss_cls: 2.9526, loss: 2.9526 2024-07-26 17:58:17,227 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 21:37:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4630, top5_acc: 0.7216, loss_cls: 2.9579, loss: 2.9579 2024-07-26 17:59:39,084 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 21:35:55, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4648, top5_acc: 0.7161, loss_cls: 2.9491, loss: 2.9491 2024-07-26 18:01:00,369 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 21:34:33, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4600, top5_acc: 0.7203, loss_cls: 2.9997, loss: 2.9997 2024-07-26 18:02:21,491 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 21:33:11, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4642, top5_acc: 0.7217, loss_cls: 2.9741, loss: 2.9741 2024-07-26 18:03:43,041 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 21:31:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4681, top5_acc: 0.7244, loss_cls: 2.9710, loss: 2.9710 2024-07-26 18:05:04,028 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 21:30:27, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4713, top5_acc: 0.7314, loss_cls: 2.9232, loss: 2.9232 2024-07-26 18:06:25,551 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 21:29:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7206, loss_cls: 2.9585, loss: 2.9585 2024-07-26 18:07:47,443 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 21:27:43, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4677, top5_acc: 0.7217, loss_cls: 2.9674, loss: 2.9674 2024-07-26 18:09:08,480 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 21:26:21, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4675, top5_acc: 0.7181, loss_cls: 2.9722, loss: 2.9722 2024-07-26 18:10:30,332 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 21:24:59, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4684, top5_acc: 0.7266, loss_cls: 2.9500, loss: 2.9500 2024-07-26 18:11:51,590 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 21:23:36, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4775, top5_acc: 0.7219, loss_cls: 2.9396, loss: 2.9396 2024-07-26 18:13:13,105 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 21:22:14, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4691, top5_acc: 0.7191, loss_cls: 3.0009, loss: 3.0009 2024-07-26 18:14:34,847 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 21:20:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4580, top5_acc: 0.7169, loss_cls: 3.0320, loss: 3.0320 2024-07-26 18:15:56,144 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 21:19:30, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4581, top5_acc: 0.7131, loss_cls: 3.0239, loss: 3.0239 2024-07-26 18:16:35,787 - pyskl - INFO - Saving checkpoint at 125 epochs 2024-07-26 18:18:28,380 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 18:18:29,047 - pyskl - INFO - top1_acc 0.4021 top5_acc 0.6528 2024-07-26 18:18:29,047 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 18:18:29,087 - pyskl - INFO - mean_acc 0.4019 2024-07-26 18:18:29,092 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_121.pth was removed 2024-07-26 18:18:29,367 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2024-07-26 18:18:29,367 - pyskl - INFO - Best top1_acc is 0.4021 at 125 epoch. 2024-07-26 18:18:29,379 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.4021, top5_acc: 0.6528, mean_class_accuracy: 0.4019 2024-07-26 18:22:18,216 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 21:17:53, time: 2.288, data_time: 1.306, memory: 15990, top1_acc: 0.4931, top5_acc: 0.7430, loss_cls: 2.8293, loss: 2.8293 2024-07-26 18:23:40,467 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 21:16:31, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4950, top5_acc: 0.7366, loss_cls: 2.8574, loss: 2.8574 2024-07-26 18:25:02,164 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 21:15:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4784, top5_acc: 0.7253, loss_cls: 2.9096, loss: 2.9096 2024-07-26 18:26:23,724 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 21:13:47, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4927, top5_acc: 0.7420, loss_cls: 2.8590, loss: 2.8590 2024-07-26 18:27:45,729 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 21:12:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4934, top5_acc: 0.7503, loss_cls: 2.8131, loss: 2.8131 2024-07-26 18:29:08,188 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 21:11:03, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4773, top5_acc: 0.7358, loss_cls: 2.8720, loss: 2.8720 2024-07-26 18:30:30,069 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 21:09:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4734, top5_acc: 0.7355, loss_cls: 2.9075, loss: 2.9075 2024-07-26 18:31:52,204 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 21:08:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4756, top5_acc: 0.7367, loss_cls: 2.8999, loss: 2.8999 2024-07-26 18:33:13,621 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 21:06:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4858, top5_acc: 0.7392, loss_cls: 2.8648, loss: 2.8648 2024-07-26 18:34:34,824 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 21:05:35, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7278, loss_cls: 2.9760, loss: 2.9760 2024-07-26 18:35:56,317 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 21:04:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4808, top5_acc: 0.7333, loss_cls: 2.9167, loss: 2.9167 2024-07-26 18:37:17,953 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 21:02:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7272, loss_cls: 2.9243, loss: 2.9243 2024-07-26 18:38:39,518 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 21:01:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4723, top5_acc: 0.7302, loss_cls: 2.9212, loss: 2.9212 2024-07-26 18:40:00,905 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 21:00:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4752, top5_acc: 0.7323, loss_cls: 2.9188, loss: 2.9188 2024-07-26 18:41:22,142 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 20:58:44, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4683, top5_acc: 0.7248, loss_cls: 2.9463, loss: 2.9463 2024-07-26 18:42:43,611 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 20:57:22, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4773, top5_acc: 0.7320, loss_cls: 2.9242, loss: 2.9242 2024-07-26 18:44:05,034 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 20:56:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4752, top5_acc: 0.7314, loss_cls: 2.9444, loss: 2.9444 2024-07-26 18:45:26,130 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 20:54:38, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4706, top5_acc: 0.7239, loss_cls: 2.9716, loss: 2.9716 2024-07-26 18:46:47,680 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 20:53:16, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4680, top5_acc: 0.7253, loss_cls: 2.9439, loss: 2.9439 2024-07-26 18:48:09,609 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 20:51:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4789, top5_acc: 0.7230, loss_cls: 2.9316, loss: 2.9316 2024-07-26 18:49:31,834 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 20:50:32, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4681, top5_acc: 0.7181, loss_cls: 2.9398, loss: 2.9398 2024-07-26 18:50:54,691 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 20:49:11, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4730, top5_acc: 0.7259, loss_cls: 2.9231, loss: 2.9231 2024-07-26 18:52:17,399 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 20:47:49, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4833, top5_acc: 0.7344, loss_cls: 2.9062, loss: 2.9062 2024-07-26 18:53:40,196 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 20:46:27, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4703, top5_acc: 0.7203, loss_cls: 2.9792, loss: 2.9792 2024-07-26 18:55:01,990 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 20:45:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4688, top5_acc: 0.7312, loss_cls: 2.9452, loss: 2.9452 2024-07-26 18:56:23,710 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 20:43:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4666, top5_acc: 0.7200, loss_cls: 2.9543, loss: 2.9543 2024-07-26 18:57:45,063 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 20:42:21, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4622, top5_acc: 0.7220, loss_cls: 2.9622, loss: 2.9622 2024-07-26 18:59:06,687 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 20:40:59, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4705, top5_acc: 0.7183, loss_cls: 2.9601, loss: 2.9601 2024-07-26 19:00:28,345 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 20:39:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4594, top5_acc: 0.7203, loss_cls: 2.9704, loss: 2.9704 2024-07-26 19:01:49,437 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 20:38:15, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4738, top5_acc: 0.7228, loss_cls: 2.9427, loss: 2.9427 2024-07-26 19:03:10,940 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 20:36:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4794, top5_acc: 0.7273, loss_cls: 2.9338, loss: 2.9338 2024-07-26 19:04:32,869 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 20:35:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4769, top5_acc: 0.7292, loss_cls: 2.9271, loss: 2.9271 2024-07-26 19:05:54,245 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 20:34:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4728, top5_acc: 0.7241, loss_cls: 2.9245, loss: 2.9245 2024-07-26 19:07:15,768 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 20:32:47, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4716, top5_acc: 0.7219, loss_cls: 2.9474, loss: 2.9474 2024-07-26 19:08:37,028 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 20:31:24, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4742, top5_acc: 0.7173, loss_cls: 2.9417, loss: 2.9417 2024-07-26 19:09:58,896 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 20:30:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4941, top5_acc: 0.7447, loss_cls: 2.8368, loss: 2.8368 2024-07-26 19:11:20,075 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 20:28:40, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4667, top5_acc: 0.7191, loss_cls: 2.9846, loss: 2.9846 2024-07-26 19:11:59,950 - pyskl - INFO - Saving checkpoint at 126 epochs 2024-07-26 19:13:51,672 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 19:13:52,368 - pyskl - INFO - top1_acc 0.3951 top5_acc 0.6552 2024-07-26 19:13:52,369 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 19:13:52,412 - pyskl - INFO - mean_acc 0.3949 2024-07-26 19:13:52,427 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.3951, top5_acc: 0.6552, mean_class_accuracy: 0.3949 2024-07-26 19:17:46,144 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 20:27:02, time: 2.337, data_time: 1.346, memory: 15990, top1_acc: 0.5011, top5_acc: 0.7444, loss_cls: 2.8128, loss: 2.8128 2024-07-26 19:19:09,283 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 20:25:41, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5048, top5_acc: 0.7570, loss_cls: 2.7877, loss: 2.7877 2024-07-26 19:20:31,851 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 20:24:19, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4955, top5_acc: 0.7478, loss_cls: 2.8090, loss: 2.8090 2024-07-26 19:21:55,889 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 20:22:57, time: 0.840, data_time: 0.000, memory: 15990, top1_acc: 0.4859, top5_acc: 0.7414, loss_cls: 2.8270, loss: 2.8270 2024-07-26 19:23:18,889 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 20:21:35, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4947, top5_acc: 0.7373, loss_cls: 2.8452, loss: 2.8452 2024-07-26 19:24:41,547 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 20:20:14, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4766, top5_acc: 0.7312, loss_cls: 2.8872, loss: 2.8872 2024-07-26 19:26:05,221 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 20:18:52, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.4919, top5_acc: 0.7411, loss_cls: 2.8334, loss: 2.8334 2024-07-26 19:27:28,759 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 20:17:30, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.4947, top5_acc: 0.7403, loss_cls: 2.8404, loss: 2.8404 2024-07-26 19:28:52,439 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 20:16:09, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.4883, top5_acc: 0.7375, loss_cls: 2.8434, loss: 2.8434 2024-07-26 19:30:15,468 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 20:14:47, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4953, top5_acc: 0.7466, loss_cls: 2.8147, loss: 2.8147 2024-07-26 19:31:38,250 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 20:13:25, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4780, top5_acc: 0.7308, loss_cls: 2.9255, loss: 2.9255 2024-07-26 19:33:00,864 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 20:12:03, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4902, top5_acc: 0.7416, loss_cls: 2.8737, loss: 2.8737 2024-07-26 19:34:23,799 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 20:10:41, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4834, top5_acc: 0.7348, loss_cls: 2.8995, loss: 2.8995 2024-07-26 19:35:46,609 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 20:09:19, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.4908, top5_acc: 0.7377, loss_cls: 2.8817, loss: 2.8817 2024-07-26 19:37:09,243 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 20:07:58, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4730, top5_acc: 0.7370, loss_cls: 2.8935, loss: 2.8935 2024-07-26 19:38:30,798 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 20:06:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4900, top5_acc: 0.7372, loss_cls: 2.8702, loss: 2.8702 2024-07-26 19:39:52,449 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 20:05:13, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4808, top5_acc: 0.7356, loss_cls: 2.8845, loss: 2.8845 2024-07-26 19:41:14,053 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 20:03:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4717, top5_acc: 0.7275, loss_cls: 2.9356, loss: 2.9356 2024-07-26 19:42:35,490 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 20:02:29, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4742, top5_acc: 0.7305, loss_cls: 2.9211, loss: 2.9211 2024-07-26 19:43:57,175 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 20:01:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4848, top5_acc: 0.7402, loss_cls: 2.8644, loss: 2.8644 2024-07-26 19:45:19,634 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 19:59:45, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4759, top5_acc: 0.7277, loss_cls: 2.9129, loss: 2.9129 2024-07-26 19:46:42,551 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 19:58:24, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.4769, top5_acc: 0.7300, loss_cls: 2.9109, loss: 2.9109 2024-07-26 19:48:04,802 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 19:57:02, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4814, top5_acc: 0.7356, loss_cls: 2.8784, loss: 2.8784 2024-07-26 19:49:27,369 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 19:55:40, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.4881, top5_acc: 0.7283, loss_cls: 2.9129, loss: 2.9129 2024-07-26 19:50:49,075 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 19:54:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4733, top5_acc: 0.7220, loss_cls: 2.9475, loss: 2.9475 2024-07-26 19:52:10,445 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 19:52:56, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4658, top5_acc: 0.7231, loss_cls: 2.9536, loss: 2.9536 2024-07-26 19:53:32,383 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 19:51:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4806, top5_acc: 0.7327, loss_cls: 2.9251, loss: 2.9251 2024-07-26 19:54:54,197 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 19:50:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4841, top5_acc: 0.7392, loss_cls: 2.8714, loss: 2.8714 2024-07-26 19:56:15,691 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 19:48:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4877, top5_acc: 0.7359, loss_cls: 2.8634, loss: 2.8634 2024-07-26 19:57:37,243 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 19:47:27, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4711, top5_acc: 0.7261, loss_cls: 2.9480, loss: 2.9480 2024-07-26 19:58:58,827 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 19:46:05, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4670, top5_acc: 0.7219, loss_cls: 2.9680, loss: 2.9680 2024-07-26 20:00:20,536 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 19:44:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4848, top5_acc: 0.7391, loss_cls: 2.8834, loss: 2.8834 2024-07-26 20:01:42,289 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 19:43:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4744, top5_acc: 0.7289, loss_cls: 2.9329, loss: 2.9329 2024-07-26 20:03:03,795 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 19:41:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4700, top5_acc: 0.7292, loss_cls: 2.9355, loss: 2.9355 2024-07-26 20:04:25,866 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 19:40:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4731, top5_acc: 0.7266, loss_cls: 2.9478, loss: 2.9478 2024-07-26 20:05:47,816 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 19:39:15, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4733, top5_acc: 0.7309, loss_cls: 2.9324, loss: 2.9324 2024-07-26 20:07:09,283 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 19:37:53, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4716, top5_acc: 0.7291, loss_cls: 2.9224, loss: 2.9224 2024-07-26 20:07:48,646 - pyskl - INFO - Saving checkpoint at 127 epochs 2024-07-26 20:09:41,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 20:09:42,510 - pyskl - INFO - top1_acc 0.4046 top5_acc 0.6590 2024-07-26 20:09:42,510 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 20:09:42,562 - pyskl - INFO - mean_acc 0.4044 2024-07-26 20:09:42,566 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_125.pth was removed 2024-07-26 20:09:42,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2024-07-26 20:09:42,842 - pyskl - INFO - Best top1_acc is 0.4046 at 127 epoch. 2024-07-26 20:09:42,861 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.4046, top5_acc: 0.6590, mean_class_accuracy: 0.4044 2024-07-26 20:13:38,963 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 19:36:15, time: 2.361, data_time: 1.368, memory: 15990, top1_acc: 0.5166, top5_acc: 0.7645, loss_cls: 2.7101, loss: 2.7101 2024-07-26 20:15:02,639 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 19:34:53, time: 0.837, data_time: 0.000, memory: 15990, top1_acc: 0.4931, top5_acc: 0.7447, loss_cls: 2.8080, loss: 2.8080 2024-07-26 20:16:25,954 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 19:33:31, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.4928, top5_acc: 0.7466, loss_cls: 2.7964, loss: 2.7964 2024-07-26 20:17:49,450 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 19:32:09, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.4959, top5_acc: 0.7531, loss_cls: 2.7994, loss: 2.7994 2024-07-26 20:19:11,960 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 19:30:47, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.4939, top5_acc: 0.7441, loss_cls: 2.8277, loss: 2.8277 2024-07-26 20:20:33,947 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 19:29:25, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4914, top5_acc: 0.7491, loss_cls: 2.8051, loss: 2.8051 2024-07-26 20:21:56,131 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 19:28:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4884, top5_acc: 0.7433, loss_cls: 2.8423, loss: 2.8423 2024-07-26 20:23:17,401 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 19:26:41, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4992, top5_acc: 0.7519, loss_cls: 2.7654, loss: 2.7654 2024-07-26 20:24:38,866 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 19:25:19, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4855, top5_acc: 0.7408, loss_cls: 2.8543, loss: 2.8543 2024-07-26 20:26:00,419 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 19:23:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4898, top5_acc: 0.7372, loss_cls: 2.8449, loss: 2.8449 2024-07-26 20:27:22,397 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 19:22:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4880, top5_acc: 0.7400, loss_cls: 2.8384, loss: 2.8384 2024-07-26 20:28:43,914 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 19:21:13, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4913, top5_acc: 0.7359, loss_cls: 2.8468, loss: 2.8468 2024-07-26 20:30:05,309 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 19:19:51, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4870, top5_acc: 0.7353, loss_cls: 2.8795, loss: 2.8795 2024-07-26 20:31:26,343 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 19:18:29, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4820, top5_acc: 0.7417, loss_cls: 2.8617, loss: 2.8617 2024-07-26 20:32:47,866 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 19:17:07, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4803, top5_acc: 0.7344, loss_cls: 2.8809, loss: 2.8809 2024-07-26 20:34:09,121 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 19:15:44, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4778, top5_acc: 0.7342, loss_cls: 2.9139, loss: 2.9139 2024-07-26 20:35:30,360 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 19:14:22, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4803, top5_acc: 0.7325, loss_cls: 2.8651, loss: 2.8651 2024-07-26 20:36:52,014 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 19:13:00, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4922, top5_acc: 0.7395, loss_cls: 2.8421, loss: 2.8421 2024-07-26 20:38:13,580 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 19:11:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4848, top5_acc: 0.7317, loss_cls: 2.8935, loss: 2.8935 2024-07-26 20:39:34,957 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 19:10:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4933, top5_acc: 0.7378, loss_cls: 2.8457, loss: 2.8457 2024-07-26 20:40:56,335 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 19:08:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4809, top5_acc: 0.7395, loss_cls: 2.8573, loss: 2.8573 2024-07-26 20:42:19,292 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 19:07:32, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.4817, top5_acc: 0.7334, loss_cls: 2.8822, loss: 2.8822 2024-07-26 20:43:41,549 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 19:06:10, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.4808, top5_acc: 0.7334, loss_cls: 2.8678, loss: 2.8678 2024-07-26 20:45:03,417 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 19:04:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4842, top5_acc: 0.7333, loss_cls: 2.8816, loss: 2.8816 2024-07-26 20:46:25,067 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 19:03:26, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4827, top5_acc: 0.7359, loss_cls: 2.8781, loss: 2.8781 2024-07-26 20:47:46,615 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 19:02:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4969, top5_acc: 0.7442, loss_cls: 2.8163, loss: 2.8163 2024-07-26 20:49:08,223 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 19:00:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4725, top5_acc: 0.7344, loss_cls: 2.9074, loss: 2.9074 2024-07-26 20:50:29,473 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 18:59:20, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4866, top5_acc: 0.7464, loss_cls: 2.8215, loss: 2.8215 2024-07-26 20:51:51,036 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 18:57:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4808, top5_acc: 0.7372, loss_cls: 2.9084, loss: 2.9084 2024-07-26 20:53:12,553 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 18:56:36, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4916, top5_acc: 0.7367, loss_cls: 2.8753, loss: 2.8753 2024-07-26 20:54:34,298 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 18:55:13, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4850, top5_acc: 0.7319, loss_cls: 2.9075, loss: 2.9075 2024-07-26 20:55:56,289 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 18:53:51, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4845, top5_acc: 0.7238, loss_cls: 2.9080, loss: 2.9080 2024-07-26 20:57:17,816 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 18:52:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4819, top5_acc: 0.7372, loss_cls: 2.8865, loss: 2.8865 2024-07-26 20:58:39,177 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 18:51:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4795, top5_acc: 0.7350, loss_cls: 2.8900, loss: 2.8900 2024-07-26 21:00:00,493 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 18:49:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4719, top5_acc: 0.7334, loss_cls: 2.9215, loss: 2.9215 2024-07-26 21:01:22,122 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 18:48:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4777, top5_acc: 0.7311, loss_cls: 2.9125, loss: 2.9125 2024-07-26 21:02:43,362 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 18:47:01, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4913, top5_acc: 0.7431, loss_cls: 2.8241, loss: 2.8241 2024-07-26 21:03:23,029 - pyskl - INFO - Saving checkpoint at 128 epochs 2024-07-26 21:05:15,623 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 21:05:16,299 - pyskl - INFO - top1_acc 0.4062 top5_acc 0.6604 2024-07-26 21:05:16,299 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 21:05:16,342 - pyskl - INFO - mean_acc 0.4059 2024-07-26 21:05:16,346 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_127.pth was removed 2024-07-26 21:05:16,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2024-07-26 21:05:16,623 - pyskl - INFO - Best top1_acc is 0.4062 at 128 epoch. 2024-07-26 21:05:16,636 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.4062, top5_acc: 0.6604, mean_class_accuracy: 0.4059 2024-07-26 21:09:06,321 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 18:45:20, time: 2.297, data_time: 1.322, memory: 15990, top1_acc: 0.5048, top5_acc: 0.7627, loss_cls: 2.7294, loss: 2.7294 2024-07-26 21:10:28,552 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 18:43:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4984, top5_acc: 0.7617, loss_cls: 2.7618, loss: 2.7618 2024-07-26 21:11:50,966 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 18:42:36, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.4995, top5_acc: 0.7467, loss_cls: 2.7914, loss: 2.7914 2024-07-26 21:13:12,399 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 18:41:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5011, top5_acc: 0.7611, loss_cls: 2.7517, loss: 2.7517 2024-07-26 21:14:34,624 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 18:39:52, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4964, top5_acc: 0.7567, loss_cls: 2.7474, loss: 2.7474 2024-07-26 21:15:56,857 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 18:38:30, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5089, top5_acc: 0.7489, loss_cls: 2.7653, loss: 2.7653 2024-07-26 21:17:18,550 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 18:37:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4953, top5_acc: 0.7462, loss_cls: 2.8239, loss: 2.8239 2024-07-26 21:18:40,116 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 18:35:46, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4994, top5_acc: 0.7514, loss_cls: 2.7763, loss: 2.7763 2024-07-26 21:20:01,626 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 18:34:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4964, top5_acc: 0.7466, loss_cls: 2.7863, loss: 2.7863 2024-07-26 21:21:22,922 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 18:33:01, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4883, top5_acc: 0.7342, loss_cls: 2.8534, loss: 2.8534 2024-07-26 21:22:44,217 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 18:31:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4986, top5_acc: 0.7406, loss_cls: 2.8251, loss: 2.8251 2024-07-26 21:24:06,185 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 18:30:17, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4903, top5_acc: 0.7458, loss_cls: 2.8213, loss: 2.8213 2024-07-26 21:25:27,908 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 18:28:55, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5053, top5_acc: 0.7484, loss_cls: 2.7782, loss: 2.7782 2024-07-26 21:26:49,901 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 18:27:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5095, top5_acc: 0.7556, loss_cls: 2.7431, loss: 2.7431 2024-07-26 21:28:11,002 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 18:26:11, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4917, top5_acc: 0.7405, loss_cls: 2.8306, loss: 2.8306 2024-07-26 21:29:32,450 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 18:24:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4845, top5_acc: 0.7327, loss_cls: 2.8561, loss: 2.8561 2024-07-26 21:30:53,797 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 18:23:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4945, top5_acc: 0.7427, loss_cls: 2.8376, loss: 2.8376 2024-07-26 21:32:15,486 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 18:22:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4983, top5_acc: 0.7397, loss_cls: 2.8087, loss: 2.8087 2024-07-26 21:33:36,756 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 18:20:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4958, top5_acc: 0.7498, loss_cls: 2.8026, loss: 2.8026 2024-07-26 21:34:58,292 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 18:19:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4905, top5_acc: 0.7380, loss_cls: 2.8417, loss: 2.8417 2024-07-26 21:36:20,439 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 18:17:58, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4939, top5_acc: 0.7430, loss_cls: 2.8620, loss: 2.8620 2024-07-26 21:37:43,175 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 18:16:36, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.4863, top5_acc: 0.7411, loss_cls: 2.8486, loss: 2.8486 2024-07-26 21:39:05,407 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 18:15:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4764, top5_acc: 0.7319, loss_cls: 2.9080, loss: 2.9080 2024-07-26 21:40:27,071 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 18:13:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5027, top5_acc: 0.7534, loss_cls: 2.7908, loss: 2.7908 2024-07-26 21:41:48,690 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 18:12:30, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4859, top5_acc: 0.7414, loss_cls: 2.8295, loss: 2.8295 2024-07-26 21:43:10,402 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 18:11:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4953, top5_acc: 0.7491, loss_cls: 2.7837, loss: 2.7837 2024-07-26 21:44:31,793 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 18:09:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5009, top5_acc: 0.7453, loss_cls: 2.8007, loss: 2.8007 2024-07-26 21:45:53,994 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 18:08:24, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4892, top5_acc: 0.7398, loss_cls: 2.8554, loss: 2.8554 2024-07-26 21:47:15,419 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 18:07:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4863, top5_acc: 0.7386, loss_cls: 2.8614, loss: 2.8614 2024-07-26 21:48:37,535 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 18:05:40, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.4916, top5_acc: 0.7498, loss_cls: 2.8147, loss: 2.8147 2024-07-26 21:49:58,815 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 18:04:18, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5070, top5_acc: 0.7466, loss_cls: 2.7927, loss: 2.7927 2024-07-26 21:51:20,802 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 18:02:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4855, top5_acc: 0.7372, loss_cls: 2.8516, loss: 2.8516 2024-07-26 21:52:42,152 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 18:01:34, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4727, top5_acc: 0.7280, loss_cls: 2.9026, loss: 2.9026 2024-07-26 21:54:03,905 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 18:00:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4872, top5_acc: 0.7488, loss_cls: 2.8249, loss: 2.8249 2024-07-26 21:55:25,560 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 17:58:49, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4734, top5_acc: 0.7356, loss_cls: 2.8861, loss: 2.8861 2024-07-26 21:56:47,758 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 17:57:27, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4827, top5_acc: 0.7395, loss_cls: 2.8849, loss: 2.8849 2024-07-26 21:58:09,157 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 17:56:05, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4953, top5_acc: 0.7427, loss_cls: 2.8422, loss: 2.8422 2024-07-26 21:58:48,194 - pyskl - INFO - Saving checkpoint at 129 epochs 2024-07-26 22:00:40,294 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 22:00:40,959 - pyskl - INFO - top1_acc 0.4101 top5_acc 0.6645 2024-07-26 22:00:40,959 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 22:00:41,000 - pyskl - INFO - mean_acc 0.4098 2024-07-26 22:00:41,004 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_128.pth was removed 2024-07-26 22:00:41,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2024-07-26 22:00:41,267 - pyskl - INFO - Best top1_acc is 0.4101 at 129 epoch. 2024-07-26 22:00:41,278 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.4101, top5_acc: 0.6645, mean_class_accuracy: 0.4098 2024-07-26 22:04:30,631 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 17:54:23, time: 2.293, data_time: 1.313, memory: 15990, top1_acc: 0.5197, top5_acc: 0.7625, loss_cls: 2.6996, loss: 2.6996 2024-07-26 22:05:52,169 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 17:53:01, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5028, top5_acc: 0.7536, loss_cls: 2.7404, loss: 2.7404 2024-07-26 22:07:14,140 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 17:51:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7584, loss_cls: 2.7305, loss: 2.7305 2024-07-26 22:08:35,919 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 17:50:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5112, top5_acc: 0.7533, loss_cls: 2.7255, loss: 2.7255 2024-07-26 22:09:58,251 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 17:48:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5123, top5_acc: 0.7586, loss_cls: 2.7292, loss: 2.7292 2024-07-26 22:11:19,723 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 17:47:33, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4969, top5_acc: 0.7506, loss_cls: 2.7864, loss: 2.7864 2024-07-26 22:12:40,976 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 17:46:11, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4955, top5_acc: 0.7481, loss_cls: 2.7958, loss: 2.7958 2024-07-26 22:14:02,396 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 17:44:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4988, top5_acc: 0.7536, loss_cls: 2.7519, loss: 2.7519 2024-07-26 22:15:24,137 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 17:43:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7438, loss_cls: 2.8105, loss: 2.8105 2024-07-26 22:16:45,697 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 17:42:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5025, top5_acc: 0.7514, loss_cls: 2.7780, loss: 2.7780 2024-07-26 22:18:07,235 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 17:40:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4998, top5_acc: 0.7486, loss_cls: 2.7693, loss: 2.7693 2024-07-26 22:19:28,345 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 17:39:20, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5086, top5_acc: 0.7508, loss_cls: 2.7612, loss: 2.7612 2024-07-26 22:20:49,592 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 17:37:58, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.4845, top5_acc: 0.7431, loss_cls: 2.8201, loss: 2.8201 2024-07-26 22:22:11,293 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 17:36:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5034, top5_acc: 0.7509, loss_cls: 2.7702, loss: 2.7702 2024-07-26 22:23:32,990 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 17:35:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4986, top5_acc: 0.7569, loss_cls: 2.7749, loss: 2.7749 2024-07-26 22:24:54,459 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 17:33:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4905, top5_acc: 0.7445, loss_cls: 2.8156, loss: 2.8156 2024-07-26 22:26:15,803 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 17:32:29, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4972, top5_acc: 0.7405, loss_cls: 2.8310, loss: 2.8310 2024-07-26 22:27:37,614 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 17:31:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.4931, top5_acc: 0.7478, loss_cls: 2.8114, loss: 2.8114 2024-07-26 22:28:58,891 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 17:29:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4977, top5_acc: 0.7477, loss_cls: 2.7743, loss: 2.7743 2024-07-26 22:30:20,450 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 17:28:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5008, top5_acc: 0.7562, loss_cls: 2.7668, loss: 2.7668 2024-07-26 22:31:41,846 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 17:27:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4992, top5_acc: 0.7472, loss_cls: 2.7985, loss: 2.7985 2024-07-26 22:33:03,406 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 17:25:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5008, top5_acc: 0.7527, loss_cls: 2.7837, loss: 2.7837 2024-07-26 22:34:26,573 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 17:24:17, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.4944, top5_acc: 0.7483, loss_cls: 2.7999, loss: 2.7999 2024-07-26 22:35:48,635 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 17:22:55, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5019, top5_acc: 0.7486, loss_cls: 2.7887, loss: 2.7887 2024-07-26 22:37:10,414 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 17:21:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5056, top5_acc: 0.7570, loss_cls: 2.7559, loss: 2.7559 2024-07-26 22:38:31,890 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 17:20:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4964, top5_acc: 0.7555, loss_cls: 2.7845, loss: 2.7845 2024-07-26 22:39:53,544 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 17:18:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4933, top5_acc: 0.7495, loss_cls: 2.8045, loss: 2.8045 2024-07-26 22:41:15,282 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 17:17:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4975, top5_acc: 0.7472, loss_cls: 2.7930, loss: 2.7930 2024-07-26 22:42:36,756 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 17:16:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4917, top5_acc: 0.7427, loss_cls: 2.8275, loss: 2.8275 2024-07-26 22:43:58,472 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 17:14:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.4920, top5_acc: 0.7414, loss_cls: 2.8223, loss: 2.8223 2024-07-26 22:45:19,944 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 17:13:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.4995, top5_acc: 0.7502, loss_cls: 2.7905, loss: 2.7905 2024-07-26 22:46:41,307 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 17:11:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4953, top5_acc: 0.7480, loss_cls: 2.8072, loss: 2.8072 2024-07-26 22:48:02,331 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 17:10:36, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.4892, top5_acc: 0.7439, loss_cls: 2.8415, loss: 2.8415 2024-07-26 22:49:23,934 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 17:09:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 2.7368, loss: 2.7368 2024-07-26 22:50:45,283 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 17:07:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5052, top5_acc: 0.7498, loss_cls: 2.7592, loss: 2.7592 2024-07-26 22:52:07,246 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 17:06:29, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.4880, top5_acc: 0.7405, loss_cls: 2.8469, loss: 2.8469 2024-07-26 22:53:28,143 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 17:05:07, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.5000, top5_acc: 0.7548, loss_cls: 2.7655, loss: 2.7655 2024-07-26 22:54:07,576 - pyskl - INFO - Saving checkpoint at 130 epochs 2024-07-26 22:55:58,674 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 22:55:59,342 - pyskl - INFO - top1_acc 0.4070 top5_acc 0.6634 2024-07-26 22:55:59,343 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 22:55:59,389 - pyskl - INFO - mean_acc 0.4068 2024-07-26 22:55:59,402 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.4070, top5_acc: 0.6634, mean_class_accuracy: 0.4068 2024-07-26 22:59:46,723 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 17:03:24, time: 2.273, data_time: 1.296, memory: 15990, top1_acc: 0.5169, top5_acc: 0.7609, loss_cls: 2.7010, loss: 2.7010 2024-07-26 23:01:07,946 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 17:02:02, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5258, top5_acc: 0.7645, loss_cls: 2.6662, loss: 2.6662 2024-07-26 23:02:29,594 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 17:00:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5211, top5_acc: 0.7695, loss_cls: 2.6485, loss: 2.6485 2024-07-26 23:03:52,051 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 16:59:17, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5153, top5_acc: 0.7650, loss_cls: 2.6973, loss: 2.6973 2024-07-26 23:05:13,445 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 16:57:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5019, top5_acc: 0.7548, loss_cls: 2.7581, loss: 2.7581 2024-07-26 23:06:35,212 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 16:56:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5114, top5_acc: 0.7516, loss_cls: 2.7548, loss: 2.7548 2024-07-26 23:07:56,851 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 16:55:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5036, top5_acc: 0.7648, loss_cls: 2.7325, loss: 2.7325 2024-07-26 23:09:18,295 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 16:53:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5192, top5_acc: 0.7733, loss_cls: 2.6632, loss: 2.6632 2024-07-26 23:10:39,768 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 16:52:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5106, top5_acc: 0.7528, loss_cls: 2.7325, loss: 2.7325 2024-07-26 23:12:01,019 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 16:51:04, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5092, top5_acc: 0.7567, loss_cls: 2.7340, loss: 2.7340 2024-07-26 23:13:22,558 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 16:49:42, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5150, top5_acc: 0.7686, loss_cls: 2.6804, loss: 2.6804 2024-07-26 23:14:44,029 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 16:48:20, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5105, top5_acc: 0.7650, loss_cls: 2.7067, loss: 2.7067 2024-07-26 23:16:05,475 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 16:46:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5159, top5_acc: 0.7656, loss_cls: 2.7061, loss: 2.7061 2024-07-26 23:17:26,636 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 16:45:36, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5070, top5_acc: 0.7491, loss_cls: 2.7763, loss: 2.7763 2024-07-26 23:18:48,494 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 16:44:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5047, top5_acc: 0.7589, loss_cls: 2.7282, loss: 2.7282 2024-07-26 23:20:09,898 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 16:42:52, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.4920, top5_acc: 0.7459, loss_cls: 2.8006, loss: 2.8006 2024-07-26 23:21:31,520 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 16:41:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5130, top5_acc: 0.7584, loss_cls: 2.6844, loss: 2.6844 2024-07-26 23:22:53,240 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 16:40:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5141, top5_acc: 0.7538, loss_cls: 2.7440, loss: 2.7440 2024-07-26 23:24:14,369 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 16:38:45, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5081, top5_acc: 0.7627, loss_cls: 2.7216, loss: 2.7216 2024-07-26 23:25:35,423 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 16:37:23, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4991, top5_acc: 0.7441, loss_cls: 2.8018, loss: 2.8018 2024-07-26 23:26:56,761 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 16:36:01, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.4966, top5_acc: 0.7467, loss_cls: 2.7935, loss: 2.7935 2024-07-26 23:28:18,761 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 16:34:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5045, top5_acc: 0.7609, loss_cls: 2.7702, loss: 2.7702 2024-07-26 23:29:41,084 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 16:33:17, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5019, top5_acc: 0.7533, loss_cls: 2.7860, loss: 2.7860 2024-07-26 23:31:03,341 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 16:31:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5130, top5_acc: 0.7612, loss_cls: 2.7262, loss: 2.7262 2024-07-26 23:32:25,429 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 16:30:32, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5117, top5_acc: 0.7544, loss_cls: 2.7511, loss: 2.7511 2024-07-26 23:33:47,168 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 16:29:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5014, top5_acc: 0.7489, loss_cls: 2.7909, loss: 2.7909 2024-07-26 23:35:08,707 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 16:27:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5042, top5_acc: 0.7502, loss_cls: 2.7675, loss: 2.7675 2024-07-26 23:36:29,824 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 16:26:26, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4955, top5_acc: 0.7422, loss_cls: 2.8028, loss: 2.8028 2024-07-26 23:37:51,313 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 16:25:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5050, top5_acc: 0.7622, loss_cls: 2.7330, loss: 2.7330 2024-07-26 23:39:13,016 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 16:23:42, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5069, top5_acc: 0.7605, loss_cls: 2.7289, loss: 2.7289 2024-07-26 23:40:34,962 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 16:22:20, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.4977, top5_acc: 0.7447, loss_cls: 2.7975, loss: 2.7975 2024-07-26 23:41:56,095 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 16:20:57, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.4967, top5_acc: 0.7422, loss_cls: 2.8303, loss: 2.8303 2024-07-26 23:43:17,436 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 16:19:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5111, top5_acc: 0.7612, loss_cls: 2.7072, loss: 2.7072 2024-07-26 23:44:38,997 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 16:18:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.4973, top5_acc: 0.7466, loss_cls: 2.7903, loss: 2.7903 2024-07-26 23:46:00,014 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 16:16:51, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5112, top5_acc: 0.7594, loss_cls: 2.7246, loss: 2.7246 2024-07-26 23:47:21,929 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 16:15:29, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5030, top5_acc: 0.7497, loss_cls: 2.7327, loss: 2.7327 2024-07-26 23:48:43,589 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 16:14:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5064, top5_acc: 0.7603, loss_cls: 2.7334, loss: 2.7334 2024-07-26 23:49:23,152 - pyskl - INFO - Saving checkpoint at 131 epochs 2024-07-26 23:51:15,408 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-26 23:51:16,075 - pyskl - INFO - top1_acc 0.4191 top5_acc 0.6716 2024-07-26 23:51:16,075 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-26 23:51:16,115 - pyskl - INFO - mean_acc 0.4189 2024-07-26 23:51:16,119 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_129.pth was removed 2024-07-26 23:51:16,382 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2024-07-26 23:51:16,383 - pyskl - INFO - Best top1_acc is 0.4191 at 131 epoch. 2024-07-26 23:51:16,397 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.4191, top5_acc: 0.6716, mean_class_accuracy: 0.4189 2024-07-26 23:55:06,461 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 16:12:23, time: 2.301, data_time: 1.322, memory: 15990, top1_acc: 0.5234, top5_acc: 0.7677, loss_cls: 2.6455, loss: 2.6455 2024-07-26 23:56:28,382 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 16:11:01, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5223, top5_acc: 0.7719, loss_cls: 2.6716, loss: 2.6716 2024-07-26 23:57:50,375 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 16:09:39, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5256, top5_acc: 0.7705, loss_cls: 2.6223, loss: 2.6223 2024-07-26 23:59:12,266 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 16:08:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5139, top5_acc: 0.7658, loss_cls: 2.6859, loss: 2.6859 2024-07-27 00:00:34,148 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 16:06:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5250, top5_acc: 0.7702, loss_cls: 2.6420, loss: 2.6420 2024-07-27 00:01:55,693 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 16:05:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5211, top5_acc: 0.7673, loss_cls: 2.6593, loss: 2.6593 2024-07-27 00:03:16,923 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 16:04:10, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5198, top5_acc: 0.7652, loss_cls: 2.6885, loss: 2.6885 2024-07-27 00:04:38,583 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 16:02:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5231, top5_acc: 0.7662, loss_cls: 2.6678, loss: 2.6678 2024-07-27 00:06:00,734 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 16:01:26, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5133, top5_acc: 0.7589, loss_cls: 2.7332, loss: 2.7332 2024-07-27 00:07:22,778 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 16:00:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5173, top5_acc: 0.7738, loss_cls: 2.6768, loss: 2.6768 2024-07-27 00:08:44,419 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 15:58:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5122, top5_acc: 0.7542, loss_cls: 2.7200, loss: 2.7200 2024-07-27 00:10:05,797 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 15:57:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5220, top5_acc: 0.7605, loss_cls: 2.7130, loss: 2.7130 2024-07-27 00:11:27,391 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 15:55:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5033, top5_acc: 0.7575, loss_cls: 2.7418, loss: 2.7418 2024-07-27 00:12:48,985 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 15:54:35, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5228, top5_acc: 0.7700, loss_cls: 2.6522, loss: 2.6522 2024-07-27 00:14:10,786 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 15:53:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5100, top5_acc: 0.7719, loss_cls: 2.6861, loss: 2.6861 2024-07-27 00:15:32,127 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 15:51:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5081, top5_acc: 0.7581, loss_cls: 2.7248, loss: 2.7248 2024-07-27 00:16:53,421 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 15:50:28, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5103, top5_acc: 0.7661, loss_cls: 2.7102, loss: 2.7102 2024-07-27 00:18:15,000 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 15:49:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5184, top5_acc: 0.7644, loss_cls: 2.6930, loss: 2.6930 2024-07-27 00:19:36,381 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 15:47:44, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5133, top5_acc: 0.7616, loss_cls: 2.7082, loss: 2.7082 2024-07-27 00:20:57,527 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 15:46:22, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5208, top5_acc: 0.7602, loss_cls: 2.6960, loss: 2.6960 2024-07-27 00:22:19,514 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 15:45:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5189, top5_acc: 0.7611, loss_cls: 2.7013, loss: 2.7013 2024-07-27 00:23:42,258 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 15:43:38, time: 0.827, data_time: 0.001, memory: 15990, top1_acc: 0.5336, top5_acc: 0.7667, loss_cls: 2.6349, loss: 2.6349 2024-07-27 00:25:04,457 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 15:42:16, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.4941, top5_acc: 0.7514, loss_cls: 2.7741, loss: 2.7741 2024-07-27 00:26:27,688 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 15:40:54, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5011, top5_acc: 0.7536, loss_cls: 2.7444, loss: 2.7444 2024-07-27 00:27:49,727 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 15:39:32, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5220, top5_acc: 0.7645, loss_cls: 2.6855, loss: 2.6855 2024-07-27 00:29:11,917 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 15:38:10, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5175, top5_acc: 0.7619, loss_cls: 2.6957, loss: 2.6957 2024-07-27 00:30:34,025 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 15:36:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5069, top5_acc: 0.7592, loss_cls: 2.7290, loss: 2.7290 2024-07-27 00:31:55,563 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 15:35:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5005, top5_acc: 0.7509, loss_cls: 2.7419, loss: 2.7419 2024-07-27 00:33:16,794 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 15:34:03, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5214, top5_acc: 0.7612, loss_cls: 2.7048, loss: 2.7048 2024-07-27 00:34:38,677 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 15:32:41, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5194, top5_acc: 0.7552, loss_cls: 2.7442, loss: 2.7442 2024-07-27 00:36:00,371 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 15:31:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5164, top5_acc: 0.7642, loss_cls: 2.7059, loss: 2.7059 2024-07-27 00:37:21,603 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 15:29:57, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5109, top5_acc: 0.7566, loss_cls: 2.7168, loss: 2.7168 2024-07-27 00:38:42,937 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 15:28:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5039, top5_acc: 0.7495, loss_cls: 2.7630, loss: 2.7630 2024-07-27 00:40:03,862 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 15:27:12, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.5103, top5_acc: 0.7655, loss_cls: 2.6984, loss: 2.6984 2024-07-27 00:41:25,460 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 15:25:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5162, top5_acc: 0.7553, loss_cls: 2.7130, loss: 2.7130 2024-07-27 00:42:47,120 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 15:24:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5066, top5_acc: 0.7608, loss_cls: 2.7120, loss: 2.7120 2024-07-27 00:44:08,669 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 15:23:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5095, top5_acc: 0.7542, loss_cls: 2.7373, loss: 2.7373 2024-07-27 00:44:47,684 - pyskl - INFO - Saving checkpoint at 132 epochs 2024-07-27 00:46:39,822 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 00:46:40,477 - pyskl - INFO - top1_acc 0.4162 top5_acc 0.6712 2024-07-27 00:46:40,477 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 00:46:40,517 - pyskl - INFO - mean_acc 0.4160 2024-07-27 00:46:40,528 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.4162, top5_acc: 0.6712, mean_class_accuracy: 0.4160 2024-07-27 00:50:26,838 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 15:21:21, time: 2.263, data_time: 1.290, memory: 15990, top1_acc: 0.5434, top5_acc: 0.7791, loss_cls: 2.5805, loss: 2.5805 2024-07-27 00:51:48,161 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 15:19:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5431, top5_acc: 0.7864, loss_cls: 2.5610, loss: 2.5610 2024-07-27 00:53:09,389 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 15:18:36, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5325, top5_acc: 0.7802, loss_cls: 2.5978, loss: 2.5978 2024-07-27 00:54:32,169 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 15:17:14, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5284, top5_acc: 0.7738, loss_cls: 2.6238, loss: 2.6238 2024-07-27 00:55:53,624 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 15:15:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5339, top5_acc: 0.7742, loss_cls: 2.5887, loss: 2.5887 2024-07-27 00:57:15,318 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 15:14:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5230, top5_acc: 0.7728, loss_cls: 2.6343, loss: 2.6343 2024-07-27 00:58:36,967 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 15:13:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5255, top5_acc: 0.7631, loss_cls: 2.6517, loss: 2.6517 2024-07-27 00:59:58,093 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 15:11:45, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5222, top5_acc: 0.7648, loss_cls: 2.6529, loss: 2.6529 2024-07-27 01:01:19,471 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 15:10:23, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5161, top5_acc: 0.7664, loss_cls: 2.6704, loss: 2.6704 2024-07-27 01:02:41,154 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 15:09:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5219, top5_acc: 0.7733, loss_cls: 2.6384, loss: 2.6384 2024-07-27 01:04:02,964 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 15:07:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5277, top5_acc: 0.7688, loss_cls: 2.6181, loss: 2.6181 2024-07-27 01:05:24,256 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 15:06:17, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5256, top5_acc: 0.7742, loss_cls: 2.6430, loss: 2.6430 2024-07-27 01:06:46,073 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 15:04:54, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5186, top5_acc: 0.7606, loss_cls: 2.6754, loss: 2.6754 2024-07-27 01:08:07,271 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 15:03:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5208, top5_acc: 0.7725, loss_cls: 2.6500, loss: 2.6500 2024-07-27 01:09:28,382 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 15:02:10, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5236, top5_acc: 0.7678, loss_cls: 2.6456, loss: 2.6456 2024-07-27 01:10:49,946 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 15:00:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5145, top5_acc: 0.7617, loss_cls: 2.7006, loss: 2.7006 2024-07-27 01:12:11,165 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 14:59:26, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5117, top5_acc: 0.7662, loss_cls: 2.6912, loss: 2.6912 2024-07-27 01:13:32,462 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 14:58:03, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5092, top5_acc: 0.7641, loss_cls: 2.7275, loss: 2.7275 2024-07-27 01:14:53,936 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 14:56:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5186, top5_acc: 0.7653, loss_cls: 2.6703, loss: 2.6703 2024-07-27 01:16:14,867 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 14:55:19, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.5239, top5_acc: 0.7738, loss_cls: 2.6252, loss: 2.6252 2024-07-27 01:17:36,304 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 14:53:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5214, top5_acc: 0.7795, loss_cls: 2.6261, loss: 2.6261 2024-07-27 01:18:58,313 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 14:52:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5122, top5_acc: 0.7612, loss_cls: 2.6977, loss: 2.6977 2024-07-27 01:20:20,040 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 14:51:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5322, top5_acc: 0.7647, loss_cls: 2.6369, loss: 2.6369 2024-07-27 01:21:42,752 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 14:49:50, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5239, top5_acc: 0.7728, loss_cls: 2.6518, loss: 2.6518 2024-07-27 01:23:04,376 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 14:48:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5223, top5_acc: 0.7714, loss_cls: 2.6649, loss: 2.6649 2024-07-27 01:24:26,556 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 14:47:06, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5209, top5_acc: 0.7667, loss_cls: 2.6637, loss: 2.6637 2024-07-27 01:25:47,892 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 14:45:44, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5056, top5_acc: 0.7555, loss_cls: 2.7382, loss: 2.7382 2024-07-27 01:27:09,928 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 14:44:22, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5045, top5_acc: 0.7612, loss_cls: 2.7224, loss: 2.7224 2024-07-27 01:28:31,202 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 14:43:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5153, top5_acc: 0.7625, loss_cls: 2.6771, loss: 2.6771 2024-07-27 01:29:52,682 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 14:41:37, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5148, top5_acc: 0.7728, loss_cls: 2.6683, loss: 2.6683 2024-07-27 01:31:13,859 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 14:40:15, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5147, top5_acc: 0.7705, loss_cls: 2.6652, loss: 2.6652 2024-07-27 01:32:35,667 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 14:38:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5150, top5_acc: 0.7602, loss_cls: 2.7061, loss: 2.7061 2024-07-27 01:33:57,166 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 14:37:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5130, top5_acc: 0.7606, loss_cls: 2.7025, loss: 2.7025 2024-07-27 01:35:18,128 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 14:36:09, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5075, top5_acc: 0.7586, loss_cls: 2.7188, loss: 2.7188 2024-07-27 01:36:39,799 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 14:34:46, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5188, top5_acc: 0.7688, loss_cls: 2.6764, loss: 2.6764 2024-07-27 01:38:01,724 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 14:33:24, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5261, top5_acc: 0.7694, loss_cls: 2.6676, loss: 2.6676 2024-07-27 01:39:22,986 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 14:32:02, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5280, top5_acc: 0.7612, loss_cls: 2.6665, loss: 2.6665 2024-07-27 01:40:02,758 - pyskl - INFO - Saving checkpoint at 133 epochs 2024-07-27 01:41:55,148 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 01:41:55,810 - pyskl - INFO - top1_acc 0.4232 top5_acc 0.6749 2024-07-27 01:41:55,810 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 01:41:55,857 - pyskl - INFO - mean_acc 0.4230 2024-07-27 01:41:55,862 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_131.pth was removed 2024-07-27 01:41:56,122 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2024-07-27 01:41:56,123 - pyskl - INFO - Best top1_acc is 0.4232 at 133 epoch. 2024-07-27 01:41:56,135 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.4232, top5_acc: 0.6749, mean_class_accuracy: 0.4230 2024-07-27 01:45:47,606 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 14:30:17, time: 2.315, data_time: 1.335, memory: 15990, top1_acc: 0.5411, top5_acc: 0.7894, loss_cls: 2.5274, loss: 2.5274 2024-07-27 01:47:09,096 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 14:28:54, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5489, top5_acc: 0.7820, loss_cls: 2.5290, loss: 2.5290 2024-07-27 01:48:30,673 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 14:27:32, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5353, top5_acc: 0.7819, loss_cls: 2.5786, loss: 2.5786 2024-07-27 01:49:52,638 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 14:26:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5267, top5_acc: 0.7773, loss_cls: 2.6060, loss: 2.6060 2024-07-27 01:51:14,499 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 14:24:48, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5397, top5_acc: 0.7894, loss_cls: 2.5516, loss: 2.5516 2024-07-27 01:52:36,243 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 14:23:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5322, top5_acc: 0.7772, loss_cls: 2.5980, loss: 2.5980 2024-07-27 01:53:57,585 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 14:22:03, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5359, top5_acc: 0.7805, loss_cls: 2.5863, loss: 2.5863 2024-07-27 01:55:18,699 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 14:20:41, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5270, top5_acc: 0.7772, loss_cls: 2.5906, loss: 2.5906 2024-07-27 01:56:40,270 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 14:19:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5228, top5_acc: 0.7677, loss_cls: 2.6305, loss: 2.6305 2024-07-27 01:58:01,607 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 14:17:57, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5403, top5_acc: 0.7823, loss_cls: 2.5567, loss: 2.5567 2024-07-27 01:59:22,451 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 14:16:34, time: 0.808, data_time: 0.000, memory: 15990, top1_acc: 0.5319, top5_acc: 0.7744, loss_cls: 2.6158, loss: 2.6158 2024-07-27 02:00:44,155 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 14:15:12, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5233, top5_acc: 0.7773, loss_cls: 2.6095, loss: 2.6095 2024-07-27 02:02:05,563 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 14:13:50, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5312, top5_acc: 0.7733, loss_cls: 2.6241, loss: 2.6241 2024-07-27 02:03:27,196 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 14:12:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5220, top5_acc: 0.7759, loss_cls: 2.6365, loss: 2.6365 2024-07-27 02:04:48,707 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 14:11:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5227, top5_acc: 0.7738, loss_cls: 2.6320, loss: 2.6320 2024-07-27 02:06:10,355 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 14:09:43, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5297, top5_acc: 0.7747, loss_cls: 2.6136, loss: 2.6136 2024-07-27 02:07:31,926 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 14:08:21, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5250, top5_acc: 0.7744, loss_cls: 2.6156, loss: 2.6156 2024-07-27 02:08:53,642 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 14:06:59, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5264, top5_acc: 0.7689, loss_cls: 2.6701, loss: 2.6701 2024-07-27 02:10:15,047 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 14:05:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7731, loss_cls: 2.6244, loss: 2.6244 2024-07-27 02:11:36,531 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 14:04:15, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5337, top5_acc: 0.7731, loss_cls: 2.5938, loss: 2.5938 2024-07-27 02:12:58,378 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 14:02:53, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5234, top5_acc: 0.7673, loss_cls: 2.6480, loss: 2.6480 2024-07-27 02:14:20,830 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 14:01:30, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5222, top5_acc: 0.7702, loss_cls: 2.6463, loss: 2.6463 2024-07-27 02:15:42,416 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 14:00:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5269, top5_acc: 0.7747, loss_cls: 2.5986, loss: 2.5986 2024-07-27 02:17:04,606 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 13:58:46, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5347, top5_acc: 0.7783, loss_cls: 2.5997, loss: 2.5997 2024-07-27 02:18:27,207 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 13:57:24, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5353, top5_acc: 0.7739, loss_cls: 2.6018, loss: 2.6018 2024-07-27 02:19:49,407 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 13:56:02, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5311, top5_acc: 0.7775, loss_cls: 2.5940, loss: 2.5940 2024-07-27 02:21:10,662 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 13:54:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5208, top5_acc: 0.7627, loss_cls: 2.6774, loss: 2.6774 2024-07-27 02:22:31,724 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 13:53:18, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5231, top5_acc: 0.7650, loss_cls: 2.6754, loss: 2.6754 2024-07-27 02:23:53,344 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 13:51:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5194, top5_acc: 0.7658, loss_cls: 2.6789, loss: 2.6789 2024-07-27 02:25:15,604 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 13:50:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7703, loss_cls: 2.6500, loss: 2.6500 2024-07-27 02:26:37,631 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 13:49:11, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5147, top5_acc: 0.7583, loss_cls: 2.6864, loss: 2.6864 2024-07-27 02:27:59,243 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 13:47:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5248, top5_acc: 0.7722, loss_cls: 2.6183, loss: 2.6183 2024-07-27 02:29:20,576 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 13:46:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5267, top5_acc: 0.7766, loss_cls: 2.6227, loss: 2.6227 2024-07-27 02:30:42,171 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 13:45:04, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5223, top5_acc: 0.7708, loss_cls: 2.6475, loss: 2.6475 2024-07-27 02:32:03,553 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 13:43:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5405, top5_acc: 0.7777, loss_cls: 2.5876, loss: 2.5876 2024-07-27 02:33:25,798 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 13:42:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5238, top5_acc: 0.7617, loss_cls: 2.6444, loss: 2.6444 2024-07-27 02:34:46,893 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 13:40:58, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5305, top5_acc: 0.7720, loss_cls: 2.6425, loss: 2.6425 2024-07-27 02:35:26,378 - pyskl - INFO - Saving checkpoint at 134 epochs 2024-07-27 02:37:18,857 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 02:37:19,520 - pyskl - INFO - top1_acc 0.4297 top5_acc 0.6776 2024-07-27 02:37:19,521 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 02:37:19,563 - pyskl - INFO - mean_acc 0.4294 2024-07-27 02:37:19,568 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_133.pth was removed 2024-07-27 02:37:19,848 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2024-07-27 02:37:19,848 - pyskl - INFO - Best top1_acc is 0.4297 at 134 epoch. 2024-07-27 02:37:19,861 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.4297, top5_acc: 0.6776, mean_class_accuracy: 0.4294 2024-07-27 02:41:09,505 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 13:39:11, time: 2.296, data_time: 1.323, memory: 15990, top1_acc: 0.5511, top5_acc: 0.7905, loss_cls: 2.5332, loss: 2.5332 2024-07-27 02:42:31,383 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 13:37:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5544, top5_acc: 0.7927, loss_cls: 2.5056, loss: 2.5056 2024-07-27 02:43:53,319 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 13:36:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5455, top5_acc: 0.7900, loss_cls: 2.5073, loss: 2.5073 2024-07-27 02:45:14,649 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 13:35:05, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5539, top5_acc: 0.7966, loss_cls: 2.4791, loss: 2.4791 2024-07-27 02:46:36,428 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 13:33:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5381, top5_acc: 0.7806, loss_cls: 2.5821, loss: 2.5821 2024-07-27 02:47:58,589 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 13:32:20, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5358, top5_acc: 0.7831, loss_cls: 2.5407, loss: 2.5407 2024-07-27 02:49:19,768 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 13:30:58, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5333, top5_acc: 0.7895, loss_cls: 2.5521, loss: 2.5521 2024-07-27 02:50:41,132 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 13:29:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5350, top5_acc: 0.7823, loss_cls: 2.5558, loss: 2.5558 2024-07-27 02:52:02,891 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 13:28:14, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5375, top5_acc: 0.7853, loss_cls: 2.5304, loss: 2.5304 2024-07-27 02:53:23,976 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 13:26:51, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5363, top5_acc: 0.7770, loss_cls: 2.5868, loss: 2.5868 2024-07-27 02:54:45,601 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 13:25:29, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5477, top5_acc: 0.7867, loss_cls: 2.5542, loss: 2.5542 2024-07-27 02:56:07,168 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 13:24:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5411, top5_acc: 0.7811, loss_cls: 2.5494, loss: 2.5494 2024-07-27 02:57:28,477 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 13:22:45, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5361, top5_acc: 0.7784, loss_cls: 2.5974, loss: 2.5974 2024-07-27 02:58:49,631 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 13:21:22, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5414, top5_acc: 0.7789, loss_cls: 2.5587, loss: 2.5587 2024-07-27 03:00:10,930 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 13:20:00, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5397, top5_acc: 0.7797, loss_cls: 2.5766, loss: 2.5766 2024-07-27 03:01:32,580 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 13:18:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5291, top5_acc: 0.7783, loss_cls: 2.5968, loss: 2.5968 2024-07-27 03:02:54,468 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 13:17:16, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5270, top5_acc: 0.7800, loss_cls: 2.6174, loss: 2.6174 2024-07-27 03:04:16,404 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 13:15:54, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5395, top5_acc: 0.7833, loss_cls: 2.5554, loss: 2.5554 2024-07-27 03:05:37,762 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 13:14:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5369, top5_acc: 0.7837, loss_cls: 2.5484, loss: 2.5484 2024-07-27 03:06:58,741 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 13:13:09, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5394, top5_acc: 0.7822, loss_cls: 2.5440, loss: 2.5440 2024-07-27 03:08:20,068 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 13:11:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5487, top5_acc: 0.7881, loss_cls: 2.5165, loss: 2.5165 2024-07-27 03:09:42,241 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 13:10:25, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5320, top5_acc: 0.7802, loss_cls: 2.5871, loss: 2.5871 2024-07-27 03:11:04,165 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 13:09:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5458, top5_acc: 0.7791, loss_cls: 2.5724, loss: 2.5724 2024-07-27 03:12:26,008 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 13:07:40, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5395, top5_acc: 0.7786, loss_cls: 2.5690, loss: 2.5690 2024-07-27 03:13:48,825 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 13:06:18, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5292, top5_acc: 0.7786, loss_cls: 2.5872, loss: 2.5872 2024-07-27 03:15:10,859 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 13:04:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5411, top5_acc: 0.7773, loss_cls: 2.5699, loss: 2.5699 2024-07-27 03:16:32,906 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 13:03:34, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5445, top5_acc: 0.7788, loss_cls: 2.5515, loss: 2.5515 2024-07-27 03:17:54,288 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 13:02:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5225, top5_acc: 0.7722, loss_cls: 2.6430, loss: 2.6430 2024-07-27 03:19:15,931 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 13:00:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5298, top5_acc: 0.7777, loss_cls: 2.5936, loss: 2.5936 2024-07-27 03:20:37,399 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 12:59:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5359, top5_acc: 0.7755, loss_cls: 2.6224, loss: 2.6224 2024-07-27 03:21:59,092 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 12:58:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5341, top5_acc: 0.7750, loss_cls: 2.5982, loss: 2.5982 2024-07-27 03:23:20,871 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 12:56:43, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5350, top5_acc: 0.7712, loss_cls: 2.6102, loss: 2.6102 2024-07-27 03:24:42,535 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 12:55:21, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5284, top5_acc: 0.7789, loss_cls: 2.5799, loss: 2.5799 2024-07-27 03:26:03,989 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 12:53:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5302, top5_acc: 0.7778, loss_cls: 2.6149, loss: 2.6149 2024-07-27 03:27:25,348 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 12:52:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5316, top5_acc: 0.7803, loss_cls: 2.5763, loss: 2.5763 2024-07-27 03:28:46,750 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 12:51:14, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5214, top5_acc: 0.7720, loss_cls: 2.6447, loss: 2.6447 2024-07-27 03:30:08,360 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 12:49:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5294, top5_acc: 0.7739, loss_cls: 2.5858, loss: 2.5858 2024-07-27 03:30:47,783 - pyskl - INFO - Saving checkpoint at 135 epochs 2024-07-27 03:32:39,829 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 03:32:40,495 - pyskl - INFO - top1_acc 0.4287 top5_acc 0.6846 2024-07-27 03:32:40,495 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 03:32:40,538 - pyskl - INFO - mean_acc 0.4284 2024-07-27 03:32:40,550 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.4287, top5_acc: 0.6846, mean_class_accuracy: 0.4284 2024-07-27 03:36:32,427 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 12:48:04, time: 2.319, data_time: 1.345, memory: 15990, top1_acc: 0.5645, top5_acc: 0.8047, loss_cls: 2.4180, loss: 2.4180 2024-07-27 03:37:53,634 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 12:46:42, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5483, top5_acc: 0.7875, loss_cls: 2.5109, loss: 2.5109 2024-07-27 03:39:15,465 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 12:45:20, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5469, top5_acc: 0.7950, loss_cls: 2.4646, loss: 2.4646 2024-07-27 03:40:37,635 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 12:43:58, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5561, top5_acc: 0.7964, loss_cls: 2.4559, loss: 2.4559 2024-07-27 03:41:59,316 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 12:42:36, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5542, top5_acc: 0.7930, loss_cls: 2.4643, loss: 2.4643 2024-07-27 03:43:21,784 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 12:41:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5544, top5_acc: 0.7950, loss_cls: 2.4799, loss: 2.4799 2024-07-27 03:44:43,401 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 12:39:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5516, top5_acc: 0.7819, loss_cls: 2.5115, loss: 2.5115 2024-07-27 03:46:05,127 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 12:38:29, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5594, top5_acc: 0.7950, loss_cls: 2.4629, loss: 2.4629 2024-07-27 03:47:26,716 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 12:37:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5600, top5_acc: 0.7972, loss_cls: 2.4752, loss: 2.4752 2024-07-27 03:48:49,372 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 12:35:45, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5456, top5_acc: 0.7845, loss_cls: 2.5271, loss: 2.5271 2024-07-27 03:50:10,820 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 12:34:22, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5505, top5_acc: 0.7903, loss_cls: 2.5231, loss: 2.5231 2024-07-27 03:51:32,746 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 12:33:00, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5436, top5_acc: 0.7841, loss_cls: 2.5206, loss: 2.5206 2024-07-27 03:52:54,467 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 12:31:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5394, top5_acc: 0.7880, loss_cls: 2.5273, loss: 2.5273 2024-07-27 03:54:15,663 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 12:30:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5487, top5_acc: 0.7969, loss_cls: 2.4761, loss: 2.4761 2024-07-27 03:55:37,302 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 12:28:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5619, top5_acc: 0.7961, loss_cls: 2.4612, loss: 2.4612 2024-07-27 03:56:58,325 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 12:27:31, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5448, top5_acc: 0.7842, loss_cls: 2.5540, loss: 2.5540 2024-07-27 03:58:19,702 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 12:26:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5286, top5_acc: 0.7720, loss_cls: 2.5935, loss: 2.5935 2024-07-27 03:59:40,990 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 12:24:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5497, top5_acc: 0.7900, loss_cls: 2.5265, loss: 2.5265 2024-07-27 04:01:02,594 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 12:23:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5431, top5_acc: 0.7853, loss_cls: 2.5231, loss: 2.5231 2024-07-27 04:02:23,957 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 12:22:02, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5405, top5_acc: 0.7872, loss_cls: 2.5323, loss: 2.5323 2024-07-27 04:03:45,249 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 12:20:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5383, top5_acc: 0.7814, loss_cls: 2.5513, loss: 2.5513 2024-07-27 04:05:07,078 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 12:19:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5416, top5_acc: 0.7827, loss_cls: 2.5665, loss: 2.5665 2024-07-27 04:06:28,811 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 12:17:56, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5406, top5_acc: 0.7880, loss_cls: 2.5356, loss: 2.5356 2024-07-27 04:07:50,840 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 12:16:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5514, top5_acc: 0.7922, loss_cls: 2.4982, loss: 2.4982 2024-07-27 04:09:12,929 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 12:15:11, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5544, top5_acc: 0.7948, loss_cls: 2.4826, loss: 2.4826 2024-07-27 04:10:34,898 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 12:13:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5414, top5_acc: 0.7731, loss_cls: 2.5905, loss: 2.5905 2024-07-27 04:11:56,304 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 12:12:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5447, top5_acc: 0.7845, loss_cls: 2.5261, loss: 2.5261 2024-07-27 04:13:18,155 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 12:11:05, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5367, top5_acc: 0.7853, loss_cls: 2.5452, loss: 2.5452 2024-07-27 04:14:39,483 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 12:09:42, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5342, top5_acc: 0.7809, loss_cls: 2.5741, loss: 2.5741 2024-07-27 04:16:00,694 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 12:08:20, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5470, top5_acc: 0.7887, loss_cls: 2.5259, loss: 2.5259 2024-07-27 04:17:22,179 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 12:06:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5389, top5_acc: 0.7861, loss_cls: 2.5363, loss: 2.5363 2024-07-27 04:18:43,225 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 12:05:36, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5381, top5_acc: 0.7800, loss_cls: 2.5737, loss: 2.5737 2024-07-27 04:20:04,827 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 12:04:13, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5417, top5_acc: 0.7845, loss_cls: 2.5516, loss: 2.5516 2024-07-27 04:21:26,772 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 12:02:51, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5342, top5_acc: 0.7762, loss_cls: 2.5962, loss: 2.5962 2024-07-27 04:22:48,225 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 12:01:29, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5400, top5_acc: 0.7875, loss_cls: 2.5317, loss: 2.5317 2024-07-27 04:24:09,627 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 12:00:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5461, top5_acc: 0.7767, loss_cls: 2.5441, loss: 2.5441 2024-07-27 04:25:31,874 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 11:58:45, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5380, top5_acc: 0.7808, loss_cls: 2.5477, loss: 2.5477 2024-07-27 04:26:11,379 - pyskl - INFO - Saving checkpoint at 136 epochs 2024-07-27 04:28:04,074 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 04:28:04,787 - pyskl - INFO - top1_acc 0.4317 top5_acc 0.6868 2024-07-27 04:28:04,788 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 04:28:04,843 - pyskl - INFO - mean_acc 0.4314 2024-07-27 04:28:04,850 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_134.pth was removed 2024-07-27 04:28:05,150 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2024-07-27 04:28:05,150 - pyskl - INFO - Best top1_acc is 0.4317 at 136 epoch. 2024-07-27 04:28:05,171 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.4317, top5_acc: 0.6868, mean_class_accuracy: 0.4314 2024-07-27 04:31:57,644 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 11:56:56, time: 2.325, data_time: 1.343, memory: 15990, top1_acc: 0.5714, top5_acc: 0.8025, loss_cls: 2.3991, loss: 2.3991 2024-07-27 04:33:20,980 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 11:55:34, time: 0.833, data_time: 0.000, memory: 15990, top1_acc: 0.5500, top5_acc: 0.7878, loss_cls: 2.5217, loss: 2.5217 2024-07-27 04:34:43,856 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 11:54:12, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.5667, top5_acc: 0.8006, loss_cls: 2.4265, loss: 2.4265 2024-07-27 04:36:06,849 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 11:52:50, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5527, top5_acc: 0.7944, loss_cls: 2.4800, loss: 2.4800 2024-07-27 04:37:28,941 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 11:51:28, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5677, top5_acc: 0.8025, loss_cls: 2.4077, loss: 2.4077 2024-07-27 04:38:52,020 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 11:50:06, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.5648, top5_acc: 0.7973, loss_cls: 2.4321, loss: 2.4321 2024-07-27 04:40:15,651 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 11:48:44, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5677, top5_acc: 0.7958, loss_cls: 2.4424, loss: 2.4424 2024-07-27 04:41:39,193 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 11:47:22, time: 0.835, data_time: 0.000, memory: 15990, top1_acc: 0.5564, top5_acc: 0.7973, loss_cls: 2.4878, loss: 2.4878 2024-07-27 04:43:02,018 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 11:45:59, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5539, top5_acc: 0.7950, loss_cls: 2.4638, loss: 2.4638 2024-07-27 04:44:25,061 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 11:44:37, time: 0.830, data_time: 0.000, memory: 15990, top1_acc: 0.5616, top5_acc: 0.7986, loss_cls: 2.4324, loss: 2.4324 2024-07-27 04:45:47,620 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 11:43:15, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5598, top5_acc: 0.7916, loss_cls: 2.4621, loss: 2.4621 2024-07-27 04:47:10,854 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 11:41:53, time: 0.832, data_time: 0.000, memory: 15990, top1_acc: 0.5556, top5_acc: 0.7917, loss_cls: 2.4660, loss: 2.4660 2024-07-27 04:48:33,352 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 11:40:31, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5494, top5_acc: 0.7987, loss_cls: 2.4814, loss: 2.4814 2024-07-27 04:49:55,784 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 11:39:09, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5528, top5_acc: 0.7884, loss_cls: 2.4944, loss: 2.4944 2024-07-27 04:51:18,482 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 11:37:47, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.5448, top5_acc: 0.7894, loss_cls: 2.4970, loss: 2.4970 2024-07-27 04:52:41,288 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 11:36:25, time: 0.828, data_time: 0.000, memory: 15990, top1_acc: 0.5603, top5_acc: 0.7966, loss_cls: 2.4516, loss: 2.4516 2024-07-27 04:54:03,719 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 11:35:02, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5580, top5_acc: 0.7998, loss_cls: 2.4617, loss: 2.4617 2024-07-27 04:55:26,111 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 11:33:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5573, top5_acc: 0.7980, loss_cls: 2.4770, loss: 2.4770 2024-07-27 04:56:49,667 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 11:32:18, time: 0.836, data_time: 0.000, memory: 15990, top1_acc: 0.5544, top5_acc: 0.7931, loss_cls: 2.4647, loss: 2.4647 2024-07-27 04:58:11,593 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 11:30:56, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5592, top5_acc: 0.7970, loss_cls: 2.4597, loss: 2.4597 2024-07-27 04:59:33,202 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 11:29:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5458, top5_acc: 0.7861, loss_cls: 2.4871, loss: 2.4871 2024-07-27 05:00:55,265 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 11:28:12, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5452, top5_acc: 0.7906, loss_cls: 2.4932, loss: 2.4932 2024-07-27 05:02:17,206 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 11:26:49, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5534, top5_acc: 0.7900, loss_cls: 2.5047, loss: 2.5047 2024-07-27 05:03:38,903 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 11:25:27, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5502, top5_acc: 0.7928, loss_cls: 2.5079, loss: 2.5079 2024-07-27 05:05:01,463 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 11:24:05, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5514, top5_acc: 0.7878, loss_cls: 2.4970, loss: 2.4970 2024-07-27 05:06:23,516 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 11:22:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5508, top5_acc: 0.7998, loss_cls: 2.4764, loss: 2.4764 2024-07-27 05:07:45,278 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 11:21:21, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5502, top5_acc: 0.7853, loss_cls: 2.5047, loss: 2.5047 2024-07-27 05:09:06,811 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 11:19:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5569, top5_acc: 0.7948, loss_cls: 2.4652, loss: 2.4652 2024-07-27 05:10:28,427 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 11:18:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5464, top5_acc: 0.7880, loss_cls: 2.4949, loss: 2.4949 2024-07-27 05:11:50,860 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 11:17:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5523, top5_acc: 0.7798, loss_cls: 2.5003, loss: 2.5003 2024-07-27 05:13:12,965 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 11:15:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5506, top5_acc: 0.7944, loss_cls: 2.4799, loss: 2.4799 2024-07-27 05:14:34,247 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 11:14:29, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5552, top5_acc: 0.7983, loss_cls: 2.4728, loss: 2.4728 2024-07-27 05:15:55,950 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 11:13:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5544, top5_acc: 0.7930, loss_cls: 2.4768, loss: 2.4768 2024-07-27 05:17:17,320 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 11:11:45, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5464, top5_acc: 0.7920, loss_cls: 2.4876, loss: 2.4876 2024-07-27 05:18:38,929 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 11:10:23, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5486, top5_acc: 0.7894, loss_cls: 2.4893, loss: 2.4893 2024-07-27 05:20:00,328 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 11:09:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5481, top5_acc: 0.7973, loss_cls: 2.4722, loss: 2.4722 2024-07-27 05:21:22,032 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 11:07:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5406, top5_acc: 0.7884, loss_cls: 2.5352, loss: 2.5352 2024-07-27 05:22:01,985 - pyskl - INFO - Saving checkpoint at 137 epochs 2024-07-27 05:23:53,330 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 05:23:53,991 - pyskl - INFO - top1_acc 0.4399 top5_acc 0.6885 2024-07-27 05:23:53,991 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 05:23:54,032 - pyskl - INFO - mean_acc 0.4395 2024-07-27 05:23:54,036 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_136.pth was removed 2024-07-27 05:23:54,310 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2024-07-27 05:23:54,311 - pyskl - INFO - Best top1_acc is 0.4399 at 137 epoch. 2024-07-27 05:23:54,322 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.4399, top5_acc: 0.6885, mean_class_accuracy: 0.4395 2024-07-27 05:27:44,190 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 11:05:49, time: 2.299, data_time: 1.324, memory: 15990, top1_acc: 0.5650, top5_acc: 0.8058, loss_cls: 2.4057, loss: 2.4057 2024-07-27 05:29:05,555 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 11:04:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5702, top5_acc: 0.8081, loss_cls: 2.3708, loss: 2.3708 2024-07-27 05:30:27,416 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 11:03:04, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5852, top5_acc: 0.8134, loss_cls: 2.3273, loss: 2.3273 2024-07-27 05:31:49,186 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 11:01:42, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5745, top5_acc: 0.8044, loss_cls: 2.3760, loss: 2.3760 2024-07-27 05:33:11,450 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 11:00:20, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.5705, top5_acc: 0.8077, loss_cls: 2.3738, loss: 2.3738 2024-07-27 05:34:33,149 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 10:58:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5692, top5_acc: 0.8108, loss_cls: 2.3775, loss: 2.3775 2024-07-27 05:35:54,426 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 10:57:35, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5708, top5_acc: 0.8075, loss_cls: 2.3824, loss: 2.3824 2024-07-27 05:37:15,504 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 10:56:13, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5678, top5_acc: 0.8075, loss_cls: 2.4037, loss: 2.4037 2024-07-27 05:38:37,088 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 10:54:51, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5702, top5_acc: 0.8084, loss_cls: 2.3736, loss: 2.3736 2024-07-27 05:39:58,637 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 10:53:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5666, top5_acc: 0.7984, loss_cls: 2.4079, loss: 2.4079 2024-07-27 05:41:20,042 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 10:52:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5600, top5_acc: 0.8013, loss_cls: 2.4397, loss: 2.4397 2024-07-27 05:42:41,729 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 10:50:44, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5558, top5_acc: 0.8016, loss_cls: 2.4296, loss: 2.4296 2024-07-27 05:44:03,003 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 10:49:22, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5686, top5_acc: 0.8067, loss_cls: 2.4003, loss: 2.4003 2024-07-27 05:45:24,124 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 10:47:59, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5611, top5_acc: 0.7961, loss_cls: 2.4643, loss: 2.4643 2024-07-27 05:46:46,198 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 10:46:37, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5731, top5_acc: 0.8066, loss_cls: 2.3831, loss: 2.3831 2024-07-27 05:48:07,401 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 10:45:15, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5603, top5_acc: 0.8044, loss_cls: 2.4336, loss: 2.4336 2024-07-27 05:49:28,887 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 10:43:52, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5513, top5_acc: 0.7977, loss_cls: 2.4515, loss: 2.4515 2024-07-27 05:50:50,632 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 10:42:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5673, top5_acc: 0.8045, loss_cls: 2.4054, loss: 2.4054 2024-07-27 05:52:12,342 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 10:41:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5664, top5_acc: 0.7958, loss_cls: 2.4274, loss: 2.4274 2024-07-27 05:53:33,578 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 10:39:46, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5641, top5_acc: 0.8036, loss_cls: 2.4132, loss: 2.4132 2024-07-27 05:54:55,312 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 10:38:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5667, top5_acc: 0.7995, loss_cls: 2.4250, loss: 2.4250 2024-07-27 05:56:17,024 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 10:37:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5694, top5_acc: 0.8006, loss_cls: 2.4229, loss: 2.4229 2024-07-27 05:57:39,645 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 10:35:39, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5569, top5_acc: 0.8019, loss_cls: 2.4442, loss: 2.4442 2024-07-27 05:59:01,389 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 10:34:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5684, top5_acc: 0.8009, loss_cls: 2.4095, loss: 2.4095 2024-07-27 06:00:23,371 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 10:32:55, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5637, top5_acc: 0.7983, loss_cls: 2.4426, loss: 2.4426 2024-07-27 06:01:45,245 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 10:31:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5536, top5_acc: 0.7994, loss_cls: 2.4513, loss: 2.4513 2024-07-27 06:03:07,124 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 10:30:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5598, top5_acc: 0.7947, loss_cls: 2.4480, loss: 2.4480 2024-07-27 06:04:29,285 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 10:28:48, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5595, top5_acc: 0.7945, loss_cls: 2.4596, loss: 2.4596 2024-07-27 06:05:50,624 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 10:27:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5591, top5_acc: 0.8008, loss_cls: 2.4216, loss: 2.4216 2024-07-27 06:07:12,391 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 10:26:03, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5536, top5_acc: 0.7931, loss_cls: 2.4818, loss: 2.4818 2024-07-27 06:08:33,864 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 10:24:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5667, top5_acc: 0.7967, loss_cls: 2.4451, loss: 2.4451 2024-07-27 06:09:55,217 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 10:23:19, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5591, top5_acc: 0.8020, loss_cls: 2.4465, loss: 2.4465 2024-07-27 06:11:16,327 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 10:21:57, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5647, top5_acc: 0.7978, loss_cls: 2.4343, loss: 2.4343 2024-07-27 06:12:37,946 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 10:20:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5513, top5_acc: 0.7967, loss_cls: 2.4694, loss: 2.4694 2024-07-27 06:13:59,361 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 10:19:12, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5686, top5_acc: 0.7967, loss_cls: 2.4473, loss: 2.4473 2024-07-27 06:15:20,498 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 10:17:50, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5603, top5_acc: 0.7966, loss_cls: 2.4451, loss: 2.4451 2024-07-27 06:16:41,858 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 10:16:27, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5561, top5_acc: 0.7961, loss_cls: 2.4589, loss: 2.4589 2024-07-27 06:17:21,106 - pyskl - INFO - Saving checkpoint at 138 epochs 2024-07-27 06:19:13,684 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 06:19:14,343 - pyskl - INFO - top1_acc 0.4414 top5_acc 0.6902 2024-07-27 06:19:14,343 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 06:19:14,381 - pyskl - INFO - mean_acc 0.4411 2024-07-27 06:19:14,386 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_137.pth was removed 2024-07-27 06:19:14,664 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2024-07-27 06:19:14,665 - pyskl - INFO - Best top1_acc is 0.4414 at 138 epoch. 2024-07-27 06:19:14,677 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.4414, top5_acc: 0.6902, mean_class_accuracy: 0.4411 2024-07-27 06:23:00,409 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 10:14:37, time: 2.257, data_time: 1.288, memory: 15990, top1_acc: 0.5945, top5_acc: 0.8200, loss_cls: 2.2986, loss: 2.2986 2024-07-27 06:24:22,142 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 10:13:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5892, top5_acc: 0.8217, loss_cls: 2.3039, loss: 2.3039 2024-07-27 06:25:44,204 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 10:11:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5813, top5_acc: 0.8130, loss_cls: 2.3219, loss: 2.3219 2024-07-27 06:27:05,983 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 10:10:30, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5803, top5_acc: 0.8194, loss_cls: 2.3108, loss: 2.3108 2024-07-27 06:28:27,739 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 10:09:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5691, top5_acc: 0.8050, loss_cls: 2.3955, loss: 2.3955 2024-07-27 06:29:49,378 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 10:07:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5814, top5_acc: 0.8228, loss_cls: 2.3138, loss: 2.3138 2024-07-27 06:31:10,569 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 10:06:23, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 2.3325, loss: 2.3325 2024-07-27 06:32:31,685 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 10:05:01, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5822, top5_acc: 0.8105, loss_cls: 2.3498, loss: 2.3498 2024-07-27 06:33:53,420 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 10:03:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5770, top5_acc: 0.8136, loss_cls: 2.3587, loss: 2.3587 2024-07-27 06:35:14,418 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 10:02:16, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5772, top5_acc: 0.8089, loss_cls: 2.3662, loss: 2.3662 2024-07-27 06:36:35,783 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 10:00:54, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5848, top5_acc: 0.8163, loss_cls: 2.3275, loss: 2.3275 2024-07-27 06:37:57,184 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 9:59:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5642, top5_acc: 0.8106, loss_cls: 2.3893, loss: 2.3893 2024-07-27 06:39:18,941 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 9:58:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5727, top5_acc: 0.7995, loss_cls: 2.3800, loss: 2.3800 2024-07-27 06:40:40,637 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 9:56:47, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5734, top5_acc: 0.8116, loss_cls: 2.3636, loss: 2.3636 2024-07-27 06:42:02,279 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 9:55:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5795, top5_acc: 0.8144, loss_cls: 2.3422, loss: 2.3422 2024-07-27 06:43:23,856 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 9:54:03, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5814, top5_acc: 0.8158, loss_cls: 2.3257, loss: 2.3257 2024-07-27 06:44:45,247 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 9:52:40, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5736, top5_acc: 0.8117, loss_cls: 2.3627, loss: 2.3627 2024-07-27 06:46:06,914 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 9:51:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5711, top5_acc: 0.8036, loss_cls: 2.3880, loss: 2.3880 2024-07-27 06:47:28,347 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 9:49:56, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5695, top5_acc: 0.8119, loss_cls: 2.3775, loss: 2.3775 2024-07-27 06:48:49,295 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 9:48:33, time: 0.809, data_time: 0.000, memory: 15990, top1_acc: 0.5725, top5_acc: 0.8106, loss_cls: 2.3598, loss: 2.3598 2024-07-27 06:50:10,790 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 9:47:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5687, top5_acc: 0.8019, loss_cls: 2.4060, loss: 2.4060 2024-07-27 06:51:32,932 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 9:45:49, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5714, top5_acc: 0.8011, loss_cls: 2.4137, loss: 2.4137 2024-07-27 06:52:54,455 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 9:44:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5792, top5_acc: 0.8150, loss_cls: 2.3212, loss: 2.3212 2024-07-27 06:54:16,540 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 9:43:04, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5769, top5_acc: 0.8098, loss_cls: 2.3728, loss: 2.3728 2024-07-27 06:55:38,163 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 9:41:42, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5650, top5_acc: 0.8056, loss_cls: 2.3992, loss: 2.3992 2024-07-27 06:57:00,596 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 9:40:20, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5697, top5_acc: 0.8055, loss_cls: 2.3930, loss: 2.3930 2024-07-27 06:58:22,333 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 9:38:58, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5714, top5_acc: 0.8122, loss_cls: 2.3919, loss: 2.3919 2024-07-27 06:59:44,493 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 9:37:35, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5705, top5_acc: 0.8034, loss_cls: 2.4161, loss: 2.4161 2024-07-27 07:01:06,488 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 9:36:13, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5670, top5_acc: 0.8030, loss_cls: 2.3890, loss: 2.3890 2024-07-27 07:02:28,174 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 9:34:51, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5672, top5_acc: 0.8092, loss_cls: 2.3832, loss: 2.3832 2024-07-27 07:03:49,194 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 9:33:29, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5713, top5_acc: 0.8013, loss_cls: 2.4098, loss: 2.4098 2024-07-27 07:05:10,698 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 9:32:06, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5702, top5_acc: 0.8050, loss_cls: 2.3902, loss: 2.3902 2024-07-27 07:06:32,460 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 9:30:44, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5636, top5_acc: 0.7987, loss_cls: 2.4152, loss: 2.4152 2024-07-27 07:07:53,677 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 9:29:22, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5613, top5_acc: 0.7994, loss_cls: 2.4456, loss: 2.4456 2024-07-27 07:09:15,682 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 9:28:00, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5659, top5_acc: 0.7987, loss_cls: 2.3960, loss: 2.3960 2024-07-27 07:10:37,493 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 9:26:37, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5569, top5_acc: 0.7975, loss_cls: 2.4463, loss: 2.4463 2024-07-27 07:11:59,221 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 9:25:15, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5727, top5_acc: 0.8098, loss_cls: 2.3633, loss: 2.3633 2024-07-27 07:12:38,779 - pyskl - INFO - Saving checkpoint at 139 epochs 2024-07-27 07:14:30,795 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 07:14:31,468 - pyskl - INFO - top1_acc 0.4480 top5_acc 0.6924 2024-07-27 07:14:31,468 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 07:14:31,507 - pyskl - INFO - mean_acc 0.4477 2024-07-27 07:14:31,512 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_138.pth was removed 2024-07-27 07:14:31,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2024-07-27 07:14:31,770 - pyskl - INFO - Best top1_acc is 0.4480 at 139 epoch. 2024-07-27 07:14:31,782 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4480, top5_acc: 0.6924, mean_class_accuracy: 0.4477 2024-07-27 07:18:18,112 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 9:23:23, time: 2.263, data_time: 1.288, memory: 15990, top1_acc: 0.6064, top5_acc: 0.8339, loss_cls: 2.2139, loss: 2.2139 2024-07-27 07:19:39,831 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 9:22:01, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6025, top5_acc: 0.8252, loss_cls: 2.2445, loss: 2.2445 2024-07-27 07:21:01,649 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 9:20:39, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5842, top5_acc: 0.8180, loss_cls: 2.3032, loss: 2.3032 2024-07-27 07:22:23,740 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 9:19:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5870, top5_acc: 0.8158, loss_cls: 2.3275, loss: 2.3275 2024-07-27 07:23:45,870 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 9:17:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5878, top5_acc: 0.8125, loss_cls: 2.3430, loss: 2.3430 2024-07-27 07:25:07,809 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 9:16:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5988, top5_acc: 0.8245, loss_cls: 2.2603, loss: 2.2603 2024-07-27 07:26:29,856 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 9:15:10, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.5902, top5_acc: 0.8195, loss_cls: 2.2935, loss: 2.2935 2024-07-27 07:27:51,440 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 9:13:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5894, top5_acc: 0.8184, loss_cls: 2.2858, loss: 2.2858 2024-07-27 07:29:13,367 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 9:12:25, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5800, top5_acc: 0.8159, loss_cls: 2.3093, loss: 2.3093 2024-07-27 07:30:34,829 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 9:11:03, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5816, top5_acc: 0.8194, loss_cls: 2.3285, loss: 2.3285 2024-07-27 07:31:56,520 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 9:09:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5908, top5_acc: 0.8234, loss_cls: 2.2911, loss: 2.2911 2024-07-27 07:33:17,680 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 9:08:18, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5895, top5_acc: 0.8231, loss_cls: 2.2946, loss: 2.2946 2024-07-27 07:34:39,109 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 9:06:56, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5783, top5_acc: 0.8150, loss_cls: 2.3367, loss: 2.3367 2024-07-27 07:36:00,847 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 9:05:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5792, top5_acc: 0.8148, loss_cls: 2.3269, loss: 2.3269 2024-07-27 07:37:22,179 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 9:04:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5955, top5_acc: 0.8214, loss_cls: 2.2664, loss: 2.2664 2024-07-27 07:38:43,660 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 9:02:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5856, top5_acc: 0.8167, loss_cls: 2.3060, loss: 2.3060 2024-07-27 07:40:05,760 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 9:01:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5913, top5_acc: 0.8186, loss_cls: 2.2733, loss: 2.2733 2024-07-27 07:41:27,307 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 9:00:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5733, top5_acc: 0.8208, loss_cls: 2.3261, loss: 2.3261 2024-07-27 07:42:49,204 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 8:58:42, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5902, top5_acc: 0.8252, loss_cls: 2.2621, loss: 2.2621 2024-07-27 07:44:10,206 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 8:57:20, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5837, top5_acc: 0.8167, loss_cls: 2.3297, loss: 2.3297 2024-07-27 07:45:31,841 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 8:55:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5855, top5_acc: 0.8181, loss_cls: 2.2857, loss: 2.2857 2024-07-27 07:46:53,777 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 8:54:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5789, top5_acc: 0.8147, loss_cls: 2.3181, loss: 2.3181 2024-07-27 07:48:16,318 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 8:53:13, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.5736, top5_acc: 0.8116, loss_cls: 2.3614, loss: 2.3614 2024-07-27 07:49:37,845 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 8:51:51, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5898, top5_acc: 0.8139, loss_cls: 2.2941, loss: 2.2941 2024-07-27 07:50:59,908 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 8:50:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5764, top5_acc: 0.8059, loss_cls: 2.3607, loss: 2.3607 2024-07-27 07:52:21,993 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 8:49:07, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5714, top5_acc: 0.8028, loss_cls: 2.3881, loss: 2.3881 2024-07-27 07:53:44,388 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 8:47:44, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5823, top5_acc: 0.8161, loss_cls: 2.3046, loss: 2.3046 2024-07-27 07:55:06,130 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 8:46:22, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5684, top5_acc: 0.8028, loss_cls: 2.3973, loss: 2.3973 2024-07-27 07:56:27,923 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 8:45:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5837, top5_acc: 0.8145, loss_cls: 2.3057, loss: 2.3057 2024-07-27 07:57:49,327 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 8:43:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5709, top5_acc: 0.8102, loss_cls: 2.3561, loss: 2.3561 2024-07-27 07:59:10,516 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 8:42:15, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5803, top5_acc: 0.8152, loss_cls: 2.3519, loss: 2.3519 2024-07-27 08:00:32,121 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 8:40:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5837, top5_acc: 0.8186, loss_cls: 2.3075, loss: 2.3075 2024-07-27 08:01:53,833 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 8:39:31, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5822, top5_acc: 0.8170, loss_cls: 2.3229, loss: 2.3229 2024-07-27 08:03:15,563 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 8:38:08, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5702, top5_acc: 0.8073, loss_cls: 2.3504, loss: 2.3504 2024-07-27 08:04:36,964 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 8:36:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5787, top5_acc: 0.8127, loss_cls: 2.3325, loss: 2.3325 2024-07-27 08:05:59,382 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 8:35:24, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5889, top5_acc: 0.8172, loss_cls: 2.3161, loss: 2.3161 2024-07-27 08:07:21,085 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 8:34:02, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5831, top5_acc: 0.8081, loss_cls: 2.3496, loss: 2.3496 2024-07-27 08:08:00,874 - pyskl - INFO - Saving checkpoint at 140 epochs 2024-07-27 08:09:52,900 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 08:09:53,555 - pyskl - INFO - top1_acc 0.4465 top5_acc 0.6928 2024-07-27 08:09:53,555 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 08:09:53,594 - pyskl - INFO - mean_acc 0.4463 2024-07-27 08:09:53,606 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.4465, top5_acc: 0.6928, mean_class_accuracy: 0.4463 2024-07-27 08:13:39,346 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 8:32:09, time: 2.257, data_time: 1.282, memory: 15990, top1_acc: 0.6031, top5_acc: 0.8341, loss_cls: 2.2096, loss: 2.2096 2024-07-27 08:15:00,594 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 8:30:47, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6025, top5_acc: 0.8255, loss_cls: 2.2336, loss: 2.2336 2024-07-27 08:16:22,658 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 8:29:25, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6064, top5_acc: 0.8255, loss_cls: 2.2049, loss: 2.2049 2024-07-27 08:17:44,536 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 8:28:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5953, top5_acc: 0.8266, loss_cls: 2.2656, loss: 2.2656 2024-07-27 08:19:06,889 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 8:26:40, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5966, top5_acc: 0.8294, loss_cls: 2.2400, loss: 2.2400 2024-07-27 08:20:28,601 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 8:25:18, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.5966, top5_acc: 0.8302, loss_cls: 2.2287, loss: 2.2287 2024-07-27 08:21:49,888 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 8:23:55, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6088, top5_acc: 0.8303, loss_cls: 2.2144, loss: 2.2144 2024-07-27 08:23:10,919 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 8:22:33, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5917, top5_acc: 0.8181, loss_cls: 2.2744, loss: 2.2744 2024-07-27 08:24:31,898 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 8:21:11, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5986, top5_acc: 0.8225, loss_cls: 2.2432, loss: 2.2432 2024-07-27 08:25:53,479 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 8:19:48, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5934, top5_acc: 0.8242, loss_cls: 2.2757, loss: 2.2757 2024-07-27 08:27:14,861 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 8:18:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5872, top5_acc: 0.8186, loss_cls: 2.2758, loss: 2.2758 2024-07-27 08:28:36,238 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 8:17:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5950, top5_acc: 0.8202, loss_cls: 2.2599, loss: 2.2599 2024-07-27 08:29:57,470 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 8:15:41, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5908, top5_acc: 0.8253, loss_cls: 2.2816, loss: 2.2816 2024-07-27 08:31:18,757 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 8:14:19, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5994, top5_acc: 0.8253, loss_cls: 2.2421, loss: 2.2421 2024-07-27 08:32:40,137 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 8:12:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5947, top5_acc: 0.8287, loss_cls: 2.2418, loss: 2.2418 2024-07-27 08:34:01,161 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 8:11:35, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5906, top5_acc: 0.8213, loss_cls: 2.2638, loss: 2.2638 2024-07-27 08:35:22,979 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 8:10:12, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5950, top5_acc: 0.8264, loss_cls: 2.2482, loss: 2.2482 2024-07-27 08:36:44,890 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 8:08:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5894, top5_acc: 0.8217, loss_cls: 2.2644, loss: 2.2644 2024-07-27 08:38:06,373 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 8:07:28, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5959, top5_acc: 0.8295, loss_cls: 2.2415, loss: 2.2415 2024-07-27 08:39:27,889 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 8:06:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5998, top5_acc: 0.8306, loss_cls: 2.2297, loss: 2.2297 2024-07-27 08:40:50,297 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 8:04:43, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.5973, top5_acc: 0.8228, loss_cls: 2.2738, loss: 2.2738 2024-07-27 08:42:12,512 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 8:03:21, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5905, top5_acc: 0.8203, loss_cls: 2.2654, loss: 2.2654 2024-07-27 08:43:34,707 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 8:01:59, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5908, top5_acc: 0.8236, loss_cls: 2.2507, loss: 2.2507 2024-07-27 08:44:56,630 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 8:00:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5962, top5_acc: 0.8161, loss_cls: 2.2779, loss: 2.2779 2024-07-27 08:46:18,536 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 7:59:14, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5889, top5_acc: 0.8156, loss_cls: 2.2928, loss: 2.2928 2024-07-27 08:47:39,660 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 7:57:52, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.5830, top5_acc: 0.8245, loss_cls: 2.2921, loss: 2.2921 2024-07-27 08:49:02,253 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 7:56:30, time: 0.826, data_time: 0.000, memory: 15990, top1_acc: 0.5908, top5_acc: 0.8191, loss_cls: 2.2825, loss: 2.2825 2024-07-27 08:50:23,544 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 7:55:07, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5925, top5_acc: 0.8248, loss_cls: 2.2688, loss: 2.2688 2024-07-27 08:51:45,474 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 7:53:45, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5958, top5_acc: 0.8261, loss_cls: 2.2495, loss: 2.2495 2024-07-27 08:53:06,952 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 7:52:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6014, top5_acc: 0.8211, loss_cls: 2.2494, loss: 2.2494 2024-07-27 08:54:28,341 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 7:51:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5858, top5_acc: 0.8167, loss_cls: 2.2819, loss: 2.2819 2024-07-27 08:55:49,852 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 7:49:38, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5873, top5_acc: 0.8247, loss_cls: 2.2625, loss: 2.2625 2024-07-27 08:57:11,041 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 7:48:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.5900, top5_acc: 0.8195, loss_cls: 2.2576, loss: 2.2576 2024-07-27 08:58:32,929 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 7:46:53, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5984, top5_acc: 0.8252, loss_cls: 2.2624, loss: 2.2624 2024-07-27 08:59:54,834 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 7:45:31, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.5884, top5_acc: 0.8145, loss_cls: 2.3094, loss: 2.3094 2024-07-27 09:01:16,241 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 7:44:09, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.5903, top5_acc: 0.8217, loss_cls: 2.2795, loss: 2.2795 2024-07-27 09:02:37,289 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 7:42:47, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5939, top5_acc: 0.8206, loss_cls: 2.2549, loss: 2.2549 2024-07-27 09:03:16,677 - pyskl - INFO - Saving checkpoint at 141 epochs 2024-07-27 09:05:09,136 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 09:05:09,796 - pyskl - INFO - top1_acc 0.4477 top5_acc 0.7003 2024-07-27 09:05:09,797 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 09:05:09,835 - pyskl - INFO - mean_acc 0.4474 2024-07-27 09:05:09,846 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4477, top5_acc: 0.7003, mean_class_accuracy: 0.4474 2024-07-27 09:08:58,390 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 7:40:53, time: 2.285, data_time: 1.307, memory: 15990, top1_acc: 0.6114, top5_acc: 0.8414, loss_cls: 2.1461, loss: 2.1461 2024-07-27 09:10:20,037 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 7:39:31, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6162, top5_acc: 0.8364, loss_cls: 2.1522, loss: 2.1522 2024-07-27 09:11:42,136 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 7:38:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6147, top5_acc: 0.8405, loss_cls: 2.1546, loss: 2.1546 2024-07-27 09:13:03,962 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 7:36:46, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6184, top5_acc: 0.8369, loss_cls: 2.1510, loss: 2.1510 2024-07-27 09:14:26,043 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 7:35:24, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6098, top5_acc: 0.8323, loss_cls: 2.1834, loss: 2.1834 2024-07-27 09:15:48,037 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 7:34:02, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6098, top5_acc: 0.8336, loss_cls: 2.1801, loss: 2.1801 2024-07-27 09:17:09,656 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 7:32:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6225, top5_acc: 0.8397, loss_cls: 2.1582, loss: 2.1582 2024-07-27 09:18:31,307 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 7:31:17, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6130, top5_acc: 0.8397, loss_cls: 2.1471, loss: 2.1471 2024-07-27 09:19:52,685 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 7:29:55, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6053, top5_acc: 0.8380, loss_cls: 2.2006, loss: 2.2006 2024-07-27 09:21:14,105 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 7:28:33, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6100, top5_acc: 0.8356, loss_cls: 2.1810, loss: 2.1810 2024-07-27 09:22:35,170 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 7:27:10, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6144, top5_acc: 0.8370, loss_cls: 2.1732, loss: 2.1732 2024-07-27 09:23:57,257 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 7:25:48, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6058, top5_acc: 0.8322, loss_cls: 2.2008, loss: 2.2008 2024-07-27 09:25:18,552 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 7:24:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.5938, top5_acc: 0.8261, loss_cls: 2.2462, loss: 2.2462 2024-07-27 09:26:39,969 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 7:23:03, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6091, top5_acc: 0.8364, loss_cls: 2.1882, loss: 2.1882 2024-07-27 09:28:01,448 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 7:21:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5939, top5_acc: 0.8247, loss_cls: 2.2483, loss: 2.2483 2024-07-27 09:29:23,013 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 7:20:19, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6067, top5_acc: 0.8273, loss_cls: 2.2144, loss: 2.2144 2024-07-27 09:30:44,551 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 7:18:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6233, top5_acc: 0.8356, loss_cls: 2.1375, loss: 2.1375 2024-07-27 09:32:06,183 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 7:17:34, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.5995, top5_acc: 0.8245, loss_cls: 2.2459, loss: 2.2459 2024-07-27 09:33:27,483 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 7:16:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6048, top5_acc: 0.8295, loss_cls: 2.2044, loss: 2.2044 2024-07-27 09:34:49,522 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 7:14:50, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6023, top5_acc: 0.8263, loss_cls: 2.2333, loss: 2.2333 2024-07-27 09:36:11,054 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 7:13:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6041, top5_acc: 0.8330, loss_cls: 2.2014, loss: 2.2014 2024-07-27 09:37:32,794 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 7:12:05, time: 0.817, data_time: 0.001, memory: 15990, top1_acc: 0.6097, top5_acc: 0.8391, loss_cls: 2.1810, loss: 2.1810 2024-07-27 09:38:54,207 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 7:10:43, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6056, top5_acc: 0.8272, loss_cls: 2.2167, loss: 2.2167 2024-07-27 09:40:16,263 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 7:09:20, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.5988, top5_acc: 0.8239, loss_cls: 2.2250, loss: 2.2250 2024-07-27 09:41:37,750 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 7:07:58, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5973, top5_acc: 0.8266, loss_cls: 2.2439, loss: 2.2439 2024-07-27 09:42:58,970 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 7:06:36, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6036, top5_acc: 0.8309, loss_cls: 2.2094, loss: 2.2094 2024-07-27 09:44:21,919 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 7:05:13, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.6069, top5_acc: 0.8252, loss_cls: 2.2360, loss: 2.2360 2024-07-27 09:45:43,737 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 7:03:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.5953, top5_acc: 0.8214, loss_cls: 2.2407, loss: 2.2407 2024-07-27 09:47:05,490 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 7:02:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6011, top5_acc: 0.8277, loss_cls: 2.2101, loss: 2.2101 2024-07-27 09:48:27,191 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 7:01:07, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6159, top5_acc: 0.8367, loss_cls: 2.1673, loss: 2.1673 2024-07-27 09:49:48,703 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 6:59:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6020, top5_acc: 0.8278, loss_cls: 2.2240, loss: 2.2240 2024-07-27 09:51:09,664 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 6:58:22, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.5953, top5_acc: 0.8253, loss_cls: 2.2330, loss: 2.2330 2024-07-27 09:52:30,678 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 6:57:00, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6020, top5_acc: 0.8295, loss_cls: 2.2009, loss: 2.2009 2024-07-27 09:53:52,118 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 6:55:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6117, top5_acc: 0.8341, loss_cls: 2.1648, loss: 2.1648 2024-07-27 09:55:13,457 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 6:54:15, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6055, top5_acc: 0.8252, loss_cls: 2.2266, loss: 2.2266 2024-07-27 09:56:35,630 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 6:52:53, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.5920, top5_acc: 0.8230, loss_cls: 2.2334, loss: 2.2334 2024-07-27 09:57:57,099 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 6:51:30, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.5934, top5_acc: 0.8216, loss_cls: 2.2574, loss: 2.2574 2024-07-27 09:58:36,538 - pyskl - INFO - Saving checkpoint at 142 epochs 2024-07-27 10:00:28,346 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 10:00:29,017 - pyskl - INFO - top1_acc 0.4536 top5_acc 0.6986 2024-07-27 10:00:29,017 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 10:00:29,061 - pyskl - INFO - mean_acc 0.4533 2024-07-27 10:00:29,066 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_139.pth was removed 2024-07-27 10:00:29,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2024-07-27 10:00:29,329 - pyskl - INFO - Best top1_acc is 0.4536 at 142 epoch. 2024-07-27 10:00:29,342 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4536, top5_acc: 0.6986, mean_class_accuracy: 0.4533 2024-07-27 10:04:20,537 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 6:49:37, time: 2.312, data_time: 1.335, memory: 15990, top1_acc: 0.6314, top5_acc: 0.8489, loss_cls: 2.0694, loss: 2.0694 2024-07-27 10:05:42,117 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 6:48:14, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6288, top5_acc: 0.8452, loss_cls: 2.0921, loss: 2.0921 2024-07-27 10:07:03,681 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 6:46:52, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6186, top5_acc: 0.8422, loss_cls: 2.1216, loss: 2.1216 2024-07-27 10:08:25,712 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 6:45:30, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6228, top5_acc: 0.8462, loss_cls: 2.1025, loss: 2.1025 2024-07-27 10:09:47,266 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 6:44:07, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6138, top5_acc: 0.8363, loss_cls: 2.1693, loss: 2.1693 2024-07-27 10:11:08,967 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 6:42:45, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6183, top5_acc: 0.8325, loss_cls: 2.1527, loss: 2.1527 2024-07-27 10:12:30,466 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 6:41:23, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6261, top5_acc: 0.8450, loss_cls: 2.1218, loss: 2.1218 2024-07-27 10:13:52,031 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 6:40:00, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6183, top5_acc: 0.8486, loss_cls: 2.1156, loss: 2.1156 2024-07-27 10:15:13,672 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 6:38:38, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6138, top5_acc: 0.8364, loss_cls: 2.1621, loss: 2.1621 2024-07-27 10:16:35,064 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 6:37:16, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6078, top5_acc: 0.8361, loss_cls: 2.1791, loss: 2.1791 2024-07-27 10:17:56,464 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 6:35:53, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6177, top5_acc: 0.8381, loss_cls: 2.1448, loss: 2.1448 2024-07-27 10:19:19,177 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 6:34:31, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.6067, top5_acc: 0.8378, loss_cls: 2.1694, loss: 2.1694 2024-07-27 10:20:40,889 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 6:33:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6144, top5_acc: 0.8395, loss_cls: 2.1234, loss: 2.1234 2024-07-27 10:22:01,883 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 6:31:46, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6233, top5_acc: 0.8477, loss_cls: 2.1216, loss: 2.1216 2024-07-27 10:23:23,399 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 6:30:24, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6289, top5_acc: 0.8502, loss_cls: 2.0836, loss: 2.0836 2024-07-27 10:24:44,662 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 6:29:02, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6098, top5_acc: 0.8348, loss_cls: 2.1772, loss: 2.1772 2024-07-27 10:26:06,173 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 6:27:39, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6100, top5_acc: 0.8414, loss_cls: 2.1608, loss: 2.1608 2024-07-27 10:27:27,667 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 6:26:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6056, top5_acc: 0.8356, loss_cls: 2.1786, loss: 2.1786 2024-07-27 10:28:49,302 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 6:24:55, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6166, top5_acc: 0.8327, loss_cls: 2.1474, loss: 2.1474 2024-07-27 10:30:10,457 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 6:23:32, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6181, top5_acc: 0.8425, loss_cls: 2.1328, loss: 2.1328 2024-07-27 10:31:32,135 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 6:22:10, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6253, top5_acc: 0.8347, loss_cls: 2.1485, loss: 2.1485 2024-07-27 10:32:54,154 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 6:20:48, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6059, top5_acc: 0.8280, loss_cls: 2.1996, loss: 2.1996 2024-07-27 10:34:15,569 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 6:19:25, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6159, top5_acc: 0.8469, loss_cls: 2.1253, loss: 2.1253 2024-07-27 10:35:37,749 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 6:18:03, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6089, top5_acc: 0.8305, loss_cls: 2.1565, loss: 2.1565 2024-07-27 10:36:59,267 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 6:16:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6192, top5_acc: 0.8439, loss_cls: 2.1430, loss: 2.1430 2024-07-27 10:38:20,388 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 6:15:19, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6206, top5_acc: 0.8377, loss_cls: 2.1493, loss: 2.1493 2024-07-27 10:39:42,352 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 6:13:56, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6117, top5_acc: 0.8331, loss_cls: 2.1820, loss: 2.1820 2024-07-27 10:41:04,521 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 6:12:34, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6141, top5_acc: 0.8334, loss_cls: 2.1768, loss: 2.1768 2024-07-27 10:42:25,774 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 6:11:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6197, top5_acc: 0.8438, loss_cls: 2.1204, loss: 2.1204 2024-07-27 10:43:47,030 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 6:09:49, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6294, top5_acc: 0.8481, loss_cls: 2.0872, loss: 2.0872 2024-07-27 10:45:08,347 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 6:08:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6103, top5_acc: 0.8389, loss_cls: 2.1679, loss: 2.1679 2024-07-27 10:46:30,062 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 6:07:05, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6048, top5_acc: 0.8353, loss_cls: 2.1696, loss: 2.1696 2024-07-27 10:47:51,269 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 6:05:42, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6033, top5_acc: 0.8275, loss_cls: 2.2287, loss: 2.2287 2024-07-27 10:49:13,284 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 6:04:20, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6158, top5_acc: 0.8397, loss_cls: 2.1216, loss: 2.1216 2024-07-27 10:50:34,912 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 6:02:58, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6178, top5_acc: 0.8473, loss_cls: 2.1174, loss: 2.1174 2024-07-27 10:51:56,121 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 6:01:35, time: 0.812, data_time: 0.001, memory: 15990, top1_acc: 0.6136, top5_acc: 0.8367, loss_cls: 2.1736, loss: 2.1736 2024-07-27 10:53:18,173 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 6:00:13, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6162, top5_acc: 0.8345, loss_cls: 2.1475, loss: 2.1475 2024-07-27 10:53:57,548 - pyskl - INFO - Saving checkpoint at 143 epochs 2024-07-27 10:55:49,595 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 10:55:50,265 - pyskl - INFO - top1_acc 0.4552 top5_acc 0.6994 2024-07-27 10:55:50,265 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 10:55:50,307 - pyskl - INFO - mean_acc 0.4550 2024-07-27 10:55:50,311 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_142.pth was removed 2024-07-27 10:55:50,574 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. 2024-07-27 10:55:50,575 - pyskl - INFO - Best top1_acc is 0.4552 at 143 epoch. 2024-07-27 10:55:50,588 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4552, top5_acc: 0.6994, mean_class_accuracy: 0.4550 2024-07-27 10:59:41,616 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 5:58:18, time: 2.310, data_time: 1.330, memory: 15990, top1_acc: 0.6241, top5_acc: 0.8525, loss_cls: 2.0721, loss: 2.0721 2024-07-27 11:01:03,376 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 5:56:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6305, top5_acc: 0.8505, loss_cls: 2.0799, loss: 2.0799 2024-07-27 11:02:25,302 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 5:55:34, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6341, top5_acc: 0.8488, loss_cls: 2.0844, loss: 2.0844 2024-07-27 11:03:46,815 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 5:54:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6309, top5_acc: 0.8431, loss_cls: 2.0960, loss: 2.0960 2024-07-27 11:05:08,585 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 5:52:49, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6292, top5_acc: 0.8481, loss_cls: 2.0951, loss: 2.0951 2024-07-27 11:06:30,121 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 5:51:27, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6220, top5_acc: 0.8475, loss_cls: 2.1051, loss: 2.1051 2024-07-27 11:07:51,816 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 5:50:04, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6241, top5_acc: 0.8427, loss_cls: 2.1028, loss: 2.1028 2024-07-27 11:09:12,946 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 5:48:42, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6220, top5_acc: 0.8427, loss_cls: 2.1126, loss: 2.1126 2024-07-27 11:10:34,042 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 5:47:20, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6341, top5_acc: 0.8505, loss_cls: 2.0677, loss: 2.0677 2024-07-27 11:11:55,611 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 5:45:57, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6327, top5_acc: 0.8509, loss_cls: 2.0597, loss: 2.0597 2024-07-27 11:13:17,316 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 5:44:35, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6361, top5_acc: 0.8467, loss_cls: 2.0576, loss: 2.0576 2024-07-27 11:14:38,515 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 5:43:13, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6348, top5_acc: 0.8534, loss_cls: 2.0407, loss: 2.0407 2024-07-27 11:16:00,113 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 5:41:50, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6231, top5_acc: 0.8394, loss_cls: 2.1155, loss: 2.1155 2024-07-27 11:17:21,852 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 5:40:28, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6303, top5_acc: 0.8375, loss_cls: 2.1033, loss: 2.1033 2024-07-27 11:18:43,217 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 5:39:06, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6270, top5_acc: 0.8478, loss_cls: 2.0929, loss: 2.0929 2024-07-27 11:20:04,482 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 5:37:43, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6314, top5_acc: 0.8455, loss_cls: 2.0591, loss: 2.0591 2024-07-27 11:21:25,854 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 5:36:21, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6302, top5_acc: 0.8459, loss_cls: 2.0904, loss: 2.0904 2024-07-27 11:22:47,354 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 5:34:59, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6275, top5_acc: 0.8464, loss_cls: 2.1085, loss: 2.1085 2024-07-27 11:24:08,978 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 5:33:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 2.0545, loss: 2.0545 2024-07-27 11:25:31,340 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 5:32:14, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.6284, top5_acc: 0.8462, loss_cls: 2.0732, loss: 2.0732 2024-07-27 11:26:53,020 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 5:30:52, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6291, top5_acc: 0.8472, loss_cls: 2.0866, loss: 2.0866 2024-07-27 11:28:15,084 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 5:29:29, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6245, top5_acc: 0.8402, loss_cls: 2.1267, loss: 2.1267 2024-07-27 11:29:37,407 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 5:28:07, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6231, top5_acc: 0.8456, loss_cls: 2.1012, loss: 2.1012 2024-07-27 11:30:59,057 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 5:26:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6320, top5_acc: 0.8402, loss_cls: 2.0950, loss: 2.0950 2024-07-27 11:32:21,258 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 5:25:22, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6300, top5_acc: 0.8461, loss_cls: 2.0904, loss: 2.0904 2024-07-27 11:33:42,668 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 5:24:00, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6261, top5_acc: 0.8488, loss_cls: 2.0646, loss: 2.0646 2024-07-27 11:35:04,023 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 5:22:38, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6269, top5_acc: 0.8516, loss_cls: 2.0758, loss: 2.0758 2024-07-27 11:36:26,927 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 5:21:15, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.6241, top5_acc: 0.8478, loss_cls: 2.0762, loss: 2.0762 2024-07-27 11:37:48,499 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 5:19:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6195, top5_acc: 0.8409, loss_cls: 2.1352, loss: 2.1352 2024-07-27 11:39:10,503 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 5:18:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6245, top5_acc: 0.8458, loss_cls: 2.1051, loss: 2.1051 2024-07-27 11:40:32,106 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 5:17:08, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6203, top5_acc: 0.8473, loss_cls: 2.1205, loss: 2.1205 2024-07-27 11:41:53,504 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 5:15:46, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6105, top5_acc: 0.8406, loss_cls: 2.1477, loss: 2.1477 2024-07-27 11:43:15,265 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 5:14:24, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6211, top5_acc: 0.8353, loss_cls: 2.1101, loss: 2.1101 2024-07-27 11:44:36,644 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 5:13:01, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6108, top5_acc: 0.8419, loss_cls: 2.1425, loss: 2.1425 2024-07-27 11:45:57,805 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 5:11:39, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6308, top5_acc: 0.8420, loss_cls: 2.1074, loss: 2.1074 2024-07-27 11:47:19,907 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 5:10:17, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6198, top5_acc: 0.8391, loss_cls: 2.1134, loss: 2.1134 2024-07-27 11:48:41,522 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 5:08:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6306, top5_acc: 0.8447, loss_cls: 2.0679, loss: 2.0679 2024-07-27 11:49:20,702 - pyskl - INFO - Saving checkpoint at 144 epochs 2024-07-27 11:51:13,079 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 11:51:13,745 - pyskl - INFO - top1_acc 0.4575 top5_acc 0.6985 2024-07-27 11:51:13,745 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 11:51:13,785 - pyskl - INFO - mean_acc 0.4572 2024-07-27 11:51:13,790 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_143.pth was removed 2024-07-27 11:51:14,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2024-07-27 11:51:14,053 - pyskl - INFO - Best top1_acc is 0.4575 at 144 epoch. 2024-07-27 11:51:14,066 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4575, top5_acc: 0.6985, mean_class_accuracy: 0.4572 2024-07-27 11:55:04,673 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 5:06:59, time: 2.306, data_time: 1.329, memory: 15990, top1_acc: 0.6480, top5_acc: 0.8603, loss_cls: 1.9888, loss: 1.9888 2024-07-27 11:56:26,395 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 5:05:37, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6472, top5_acc: 0.8634, loss_cls: 1.9954, loss: 1.9954 2024-07-27 11:57:48,584 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 5:04:14, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6328, top5_acc: 0.8509, loss_cls: 2.0529, loss: 2.0529 2024-07-27 11:59:10,956 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 5:02:52, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.6455, top5_acc: 0.8577, loss_cls: 2.0091, loss: 2.0091 2024-07-27 12:00:32,673 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 5:01:30, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6406, top5_acc: 0.8561, loss_cls: 2.0370, loss: 2.0370 2024-07-27 12:01:54,566 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 5:00:07, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6469, top5_acc: 0.8559, loss_cls: 2.0025, loss: 2.0025 2024-07-27 12:03:17,229 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 4:58:45, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.6388, top5_acc: 0.8505, loss_cls: 2.0431, loss: 2.0431 2024-07-27 12:04:38,948 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 4:57:23, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6450, top5_acc: 0.8555, loss_cls: 1.9944, loss: 1.9944 2024-07-27 12:06:00,171 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 4:56:00, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6347, top5_acc: 0.8520, loss_cls: 2.0196, loss: 2.0196 2024-07-27 12:07:21,314 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 4:54:38, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6352, top5_acc: 0.8536, loss_cls: 2.0429, loss: 2.0429 2024-07-27 12:08:42,563 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 4:53:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6408, top5_acc: 0.8539, loss_cls: 2.0428, loss: 2.0428 2024-07-27 12:10:04,171 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 4:51:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6384, top5_acc: 0.8572, loss_cls: 2.0149, loss: 2.0149 2024-07-27 12:11:25,702 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 4:50:31, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6339, top5_acc: 0.8566, loss_cls: 2.0243, loss: 2.0243 2024-07-27 12:12:47,531 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 4:49:09, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6384, top5_acc: 0.8541, loss_cls: 2.0424, loss: 2.0424 2024-07-27 12:14:08,987 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 4:47:46, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6428, top5_acc: 0.8533, loss_cls: 2.0091, loss: 2.0091 2024-07-27 12:15:30,361 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 4:46:24, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6336, top5_acc: 0.8456, loss_cls: 2.0738, loss: 2.0738 2024-07-27 12:16:51,702 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 4:45:01, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6297, top5_acc: 0.8477, loss_cls: 2.0748, loss: 2.0748 2024-07-27 12:18:13,006 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 4:43:39, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6309, top5_acc: 0.8431, loss_cls: 2.0730, loss: 2.0730 2024-07-27 12:19:34,540 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 4:42:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6383, top5_acc: 0.8462, loss_cls: 2.0608, loss: 2.0608 2024-07-27 12:20:56,138 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 4:40:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6362, top5_acc: 0.8536, loss_cls: 2.0382, loss: 2.0382 2024-07-27 12:22:17,969 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 4:39:32, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6378, top5_acc: 0.8578, loss_cls: 2.0339, loss: 2.0339 2024-07-27 12:23:39,827 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 4:38:10, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6362, top5_acc: 0.8509, loss_cls: 2.0365, loss: 2.0365 2024-07-27 12:25:01,585 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 4:36:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6358, top5_acc: 0.8500, loss_cls: 2.0517, loss: 2.0517 2024-07-27 12:26:23,125 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 4:35:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6319, top5_acc: 0.8533, loss_cls: 2.0450, loss: 2.0450 2024-07-27 12:27:45,402 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 4:34:03, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6356, top5_acc: 0.8541, loss_cls: 2.0308, loss: 2.0308 2024-07-27 12:29:06,980 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 4:32:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6417, top5_acc: 0.8508, loss_cls: 2.0164, loss: 2.0164 2024-07-27 12:30:28,487 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 4:31:18, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6400, top5_acc: 0.8520, loss_cls: 2.0464, loss: 2.0464 2024-07-27 12:31:49,968 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 4:29:56, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6366, top5_acc: 0.8578, loss_cls: 2.0155, loss: 2.0155 2024-07-27 12:33:12,307 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 4:28:33, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6350, top5_acc: 0.8497, loss_cls: 2.0580, loss: 2.0580 2024-07-27 12:34:34,150 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 4:27:11, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6425, top5_acc: 0.8538, loss_cls: 2.0358, loss: 2.0358 2024-07-27 12:35:55,797 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 4:25:49, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6317, top5_acc: 0.8441, loss_cls: 2.0775, loss: 2.0775 2024-07-27 12:37:16,919 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 4:24:26, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6364, top5_acc: 0.8541, loss_cls: 2.0459, loss: 2.0459 2024-07-27 12:38:38,394 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 4:23:04, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6322, top5_acc: 0.8425, loss_cls: 2.1107, loss: 2.1107 2024-07-27 12:39:59,612 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 4:21:42, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6348, top5_acc: 0.8461, loss_cls: 2.0545, loss: 2.0545 2024-07-27 12:41:20,825 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 4:20:19, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6361, top5_acc: 0.8561, loss_cls: 2.0435, loss: 2.0435 2024-07-27 12:42:42,223 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 4:18:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6397, top5_acc: 0.8542, loss_cls: 2.0274, loss: 2.0274 2024-07-27 12:44:03,434 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 4:17:35, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6230, top5_acc: 0.8458, loss_cls: 2.0959, loss: 2.0959 2024-07-27 12:44:43,254 - pyskl - INFO - Saving checkpoint at 145 epochs 2024-07-27 12:46:35,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 12:46:36,603 - pyskl - INFO - top1_acc 0.4547 top5_acc 0.7009 2024-07-27 12:46:36,603 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 12:46:36,644 - pyskl - INFO - mean_acc 0.4544 2024-07-27 12:46:36,656 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4547, top5_acc: 0.7009, mean_class_accuracy: 0.4544 2024-07-27 12:50:26,035 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 4:15:38, time: 2.294, data_time: 1.314, memory: 15990, top1_acc: 0.6411, top5_acc: 0.8605, loss_cls: 2.0165, loss: 2.0165 2024-07-27 12:51:47,773 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 4:14:16, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6500, top5_acc: 0.8595, loss_cls: 1.9701, loss: 1.9701 2024-07-27 12:53:09,878 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 4:12:54, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6538, top5_acc: 0.8555, loss_cls: 1.9865, loss: 1.9865 2024-07-27 12:54:31,231 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 4:11:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6512, top5_acc: 0.8633, loss_cls: 1.9722, loss: 1.9722 2024-07-27 12:55:53,302 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 4:10:09, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6519, top5_acc: 0.8664, loss_cls: 1.9687, loss: 1.9687 2024-07-27 12:57:15,206 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 4:08:46, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6550, top5_acc: 0.8583, loss_cls: 1.9910, loss: 1.9910 2024-07-27 12:58:36,227 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 4:07:24, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6467, top5_acc: 0.8561, loss_cls: 1.9954, loss: 1.9954 2024-07-27 12:59:58,170 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 4:06:02, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6533, top5_acc: 0.8556, loss_cls: 1.9926, loss: 1.9926 2024-07-27 13:01:19,280 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 4:04:39, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6369, top5_acc: 0.8589, loss_cls: 2.0347, loss: 2.0347 2024-07-27 13:02:40,773 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 4:03:17, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6339, top5_acc: 0.8536, loss_cls: 2.0131, loss: 2.0131 2024-07-27 13:04:02,544 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 4:01:55, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6327, top5_acc: 0.8489, loss_cls: 2.0364, loss: 2.0364 2024-07-27 13:05:24,024 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 4:00:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6547, top5_acc: 0.8636, loss_cls: 1.9600, loss: 1.9600 2024-07-27 13:06:45,404 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 3:59:10, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6370, top5_acc: 0.8502, loss_cls: 2.0505, loss: 2.0505 2024-07-27 13:08:06,808 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:57:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6538, top5_acc: 0.8612, loss_cls: 1.9723, loss: 1.9723 2024-07-27 13:09:28,412 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 3:56:25, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6438, top5_acc: 0.8552, loss_cls: 2.0187, loss: 2.0187 2024-07-27 13:10:50,273 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 3:55:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6473, top5_acc: 0.8611, loss_cls: 1.9979, loss: 1.9979 2024-07-27 13:12:11,533 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 3:53:40, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6530, top5_acc: 0.8605, loss_cls: 1.9872, loss: 1.9872 2024-07-27 13:13:33,167 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 3:52:18, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6494, top5_acc: 0.8580, loss_cls: 2.0025, loss: 2.0025 2024-07-27 13:14:54,761 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 3:50:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6494, top5_acc: 0.8609, loss_cls: 2.0079, loss: 2.0079 2024-07-27 13:16:16,031 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 3:49:33, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6461, top5_acc: 0.8620, loss_cls: 1.9995, loss: 1.9995 2024-07-27 13:17:37,402 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 3:48:11, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6425, top5_acc: 0.8566, loss_cls: 2.0205, loss: 2.0205 2024-07-27 13:18:59,388 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 3:46:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6502, top5_acc: 0.8647, loss_cls: 1.9488, loss: 1.9488 2024-07-27 13:20:21,118 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 3:45:26, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6506, top5_acc: 0.8614, loss_cls: 1.9668, loss: 1.9668 2024-07-27 13:21:42,931 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 3:44:04, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6469, top5_acc: 0.8581, loss_cls: 2.0020, loss: 2.0020 2024-07-27 13:23:04,967 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 3:42:42, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6423, top5_acc: 0.8536, loss_cls: 2.0191, loss: 2.0191 2024-07-27 13:24:26,694 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 3:41:19, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6434, top5_acc: 0.8650, loss_cls: 1.9855, loss: 1.9855 2024-07-27 13:25:48,407 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 3:39:57, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6448, top5_acc: 0.8503, loss_cls: 2.0306, loss: 2.0306 2024-07-27 13:27:10,385 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 3:38:35, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6461, top5_acc: 0.8528, loss_cls: 1.9951, loss: 1.9951 2024-07-27 13:28:33,504 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 3:37:12, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.6509, top5_acc: 0.8644, loss_cls: 1.9854, loss: 1.9854 2024-07-27 13:29:55,375 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 3:35:50, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6531, top5_acc: 0.8633, loss_cls: 1.9509, loss: 1.9509 2024-07-27 13:31:18,289 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 3:34:28, time: 0.829, data_time: 0.000, memory: 15990, top1_acc: 0.6461, top5_acc: 0.8611, loss_cls: 2.0012, loss: 2.0012 2024-07-27 13:32:40,335 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 3:33:05, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6616, top5_acc: 0.8650, loss_cls: 1.9404, loss: 1.9404 2024-07-27 13:34:01,800 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 3:31:43, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6539, top5_acc: 0.8548, loss_cls: 1.9907, loss: 1.9907 2024-07-27 13:35:23,284 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 3:30:21, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6575, top5_acc: 0.8616, loss_cls: 1.9599, loss: 1.9599 2024-07-27 13:36:45,176 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 3:28:58, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6431, top5_acc: 0.8584, loss_cls: 2.0049, loss: 2.0049 2024-07-27 13:38:07,123 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 3:27:36, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6480, top5_acc: 0.8583, loss_cls: 1.9881, loss: 1.9881 2024-07-27 13:39:28,783 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 3:26:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6517, top5_acc: 0.8641, loss_cls: 1.9774, loss: 1.9774 2024-07-27 13:40:08,214 - pyskl - INFO - Saving checkpoint at 146 epochs 2024-07-27 13:42:01,015 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 13:42:01,678 - pyskl - INFO - top1_acc 0.4560 top5_acc 0.6999 2024-07-27 13:42:01,679 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 13:42:01,719 - pyskl - INFO - mean_acc 0.4557 2024-07-27 13:42:01,732 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4560, top5_acc: 0.6999, mean_class_accuracy: 0.4557 2024-07-27 13:45:53,911 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 3:24:16, time: 2.322, data_time: 1.333, memory: 15990, top1_acc: 0.6586, top5_acc: 0.8623, loss_cls: 1.9489, loss: 1.9489 2024-07-27 13:47:15,590 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 3:22:54, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6600, top5_acc: 0.8669, loss_cls: 1.9330, loss: 1.9330 2024-07-27 13:48:37,448 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 3:21:32, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6567, top5_acc: 0.8577, loss_cls: 1.9572, loss: 1.9572 2024-07-27 13:49:58,993 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 3:20:09, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6531, top5_acc: 0.8669, loss_cls: 1.9305, loss: 1.9305 2024-07-27 13:51:20,805 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 3:18:47, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6506, top5_acc: 0.8633, loss_cls: 1.9746, loss: 1.9746 2024-07-27 13:52:42,340 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 3:17:25, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6611, top5_acc: 0.8683, loss_cls: 1.9330, loss: 1.9330 2024-07-27 13:54:03,814 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 3:16:02, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6500, top5_acc: 0.8544, loss_cls: 1.9952, loss: 1.9952 2024-07-27 13:55:25,415 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 3:14:40, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6645, top5_acc: 0.8692, loss_cls: 1.9151, loss: 1.9151 2024-07-27 13:56:47,257 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 3:13:18, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6622, top5_acc: 0.8602, loss_cls: 1.9704, loss: 1.9704 2024-07-27 13:58:08,715 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 3:11:55, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6466, top5_acc: 0.8561, loss_cls: 2.0021, loss: 2.0021 2024-07-27 13:59:30,140 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 3:10:33, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6595, top5_acc: 0.8673, loss_cls: 1.9585, loss: 1.9585 2024-07-27 14:00:51,729 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 3:09:10, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6684, top5_acc: 0.8706, loss_cls: 1.9071, loss: 1.9071 2024-07-27 14:02:13,246 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 3:07:48, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6570, top5_acc: 0.8666, loss_cls: 1.9207, loss: 1.9207 2024-07-27 14:03:34,605 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 3:06:26, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6594, top5_acc: 0.8642, loss_cls: 1.9642, loss: 1.9642 2024-07-27 14:04:56,624 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 3:05:03, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6483, top5_acc: 0.8605, loss_cls: 1.9913, loss: 1.9913 2024-07-27 14:06:18,324 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 3:03:41, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6480, top5_acc: 0.8620, loss_cls: 1.9873, loss: 1.9873 2024-07-27 14:07:39,294 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 3:02:19, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6573, top5_acc: 0.8616, loss_cls: 1.9597, loss: 1.9597 2024-07-27 14:09:01,076 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 3:00:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6605, top5_acc: 0.8642, loss_cls: 1.9447, loss: 1.9447 2024-07-27 14:10:22,747 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 2:59:34, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6583, top5_acc: 0.8639, loss_cls: 1.9541, loss: 1.9541 2024-07-27 14:11:44,324 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:58:11, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6597, top5_acc: 0.8658, loss_cls: 1.9443, loss: 1.9443 2024-07-27 14:13:05,802 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:56:49, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6575, top5_acc: 0.8605, loss_cls: 1.9604, loss: 1.9604 2024-07-27 14:14:27,711 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:55:27, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6528, top5_acc: 0.8645, loss_cls: 1.9466, loss: 1.9466 2024-07-27 14:15:49,095 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:54:04, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6598, top5_acc: 0.8647, loss_cls: 1.9357, loss: 1.9357 2024-07-27 14:17:11,440 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:52:42, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6561, top5_acc: 0.8609, loss_cls: 1.9433, loss: 1.9433 2024-07-27 14:18:32,785 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:51:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6559, top5_acc: 0.8609, loss_cls: 1.9592, loss: 1.9592 2024-07-27 14:19:54,213 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:49:57, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6464, top5_acc: 0.8591, loss_cls: 1.9774, loss: 1.9774 2024-07-27 14:21:15,381 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:48:35, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6500, top5_acc: 0.8584, loss_cls: 1.9788, loss: 1.9788 2024-07-27 14:22:36,644 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:47:13, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6491, top5_acc: 0.8647, loss_cls: 1.9781, loss: 1.9781 2024-07-27 14:23:59,781 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:45:50, time: 0.831, data_time: 0.000, memory: 15990, top1_acc: 0.6592, top5_acc: 0.8677, loss_cls: 1.9179, loss: 1.9179 2024-07-27 14:25:21,351 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:44:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6473, top5_acc: 0.8591, loss_cls: 1.9819, loss: 1.9819 2024-07-27 14:26:43,732 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:43:06, time: 0.824, data_time: 0.000, memory: 15990, top1_acc: 0.6553, top5_acc: 0.8594, loss_cls: 1.9642, loss: 1.9642 2024-07-27 14:28:05,452 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:41:43, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6553, top5_acc: 0.8628, loss_cls: 1.9550, loss: 1.9550 2024-07-27 14:29:27,325 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:40:21, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6531, top5_acc: 0.8677, loss_cls: 1.9469, loss: 1.9469 2024-07-27 14:30:48,707 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:38:58, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6619, top5_acc: 0.8700, loss_cls: 1.9343, loss: 1.9343 2024-07-27 14:32:10,350 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 2:37:36, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6606, top5_acc: 0.8720, loss_cls: 1.9295, loss: 1.9295 2024-07-27 14:33:32,077 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 2:36:14, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6538, top5_acc: 0.8598, loss_cls: 1.9780, loss: 1.9780 2024-07-27 14:34:53,385 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 2:34:51, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6564, top5_acc: 0.8722, loss_cls: 1.9194, loss: 1.9194 2024-07-27 14:35:32,662 - pyskl - INFO - Saving checkpoint at 147 epochs 2024-07-27 14:37:25,682 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 14:37:26,350 - pyskl - INFO - top1_acc 0.4579 top5_acc 0.7030 2024-07-27 14:37:26,350 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 14:37:26,391 - pyskl - INFO - mean_acc 0.4576 2024-07-27 14:37:26,395 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_144.pth was removed 2024-07-27 14:37:26,652 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. 2024-07-27 14:37:26,653 - pyskl - INFO - Best top1_acc is 0.4579 at 147 epoch. 2024-07-27 14:37:26,673 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4579, top5_acc: 0.7030, mean_class_accuracy: 0.4576 2024-07-27 14:41:14,762 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 2:32:53, time: 2.281, data_time: 1.291, memory: 15990, top1_acc: 0.6548, top5_acc: 0.8714, loss_cls: 1.9321, loss: 1.9321 2024-07-27 14:42:36,812 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 2:31:31, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6691, top5_acc: 0.8695, loss_cls: 1.9172, loss: 1.9172 2024-07-27 14:43:58,762 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 2:30:09, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6642, top5_acc: 0.8678, loss_cls: 1.9156, loss: 1.9156 2024-07-27 14:45:20,364 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 2:28:46, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6589, top5_acc: 0.8580, loss_cls: 1.9633, loss: 1.9633 2024-07-27 14:46:42,067 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 2:27:24, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6606, top5_acc: 0.8602, loss_cls: 1.9420, loss: 1.9420 2024-07-27 14:48:04,050 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 2:26:01, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6575, top5_acc: 0.8678, loss_cls: 1.9282, loss: 1.9282 2024-07-27 14:49:25,995 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 2:24:39, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6602, top5_acc: 0.8709, loss_cls: 1.9224, loss: 1.9224 2024-07-27 14:50:47,775 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 2:23:17, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6619, top5_acc: 0.8692, loss_cls: 1.9141, loss: 1.9141 2024-07-27 14:52:09,377 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 2:21:54, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6586, top5_acc: 0.8681, loss_cls: 1.9263, loss: 1.9263 2024-07-27 14:53:30,753 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 2:20:32, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6623, top5_acc: 0.8714, loss_cls: 1.9327, loss: 1.9327 2024-07-27 14:54:51,835 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 2:19:10, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6603, top5_acc: 0.8691, loss_cls: 1.9121, loss: 1.9121 2024-07-27 14:56:13,807 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 2:17:47, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6569, top5_acc: 0.8664, loss_cls: 1.9469, loss: 1.9469 2024-07-27 14:57:34,978 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 2:16:25, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6572, top5_acc: 0.8686, loss_cls: 1.9385, loss: 1.9385 2024-07-27 14:58:56,235 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 2:15:02, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6586, top5_acc: 0.8642, loss_cls: 1.9518, loss: 1.9518 2024-07-27 15:00:17,462 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 2:13:40, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6644, top5_acc: 0.8608, loss_cls: 1.9510, loss: 1.9510 2024-07-27 15:01:39,783 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 2:12:18, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6614, top5_acc: 0.8692, loss_cls: 1.9380, loss: 1.9380 2024-07-27 15:03:01,059 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 2:10:55, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6581, top5_acc: 0.8688, loss_cls: 1.9277, loss: 1.9277 2024-07-27 15:04:22,860 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 2:09:33, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6697, top5_acc: 0.8808, loss_cls: 1.8745, loss: 1.8745 2024-07-27 15:05:44,393 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 2:08:11, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6583, top5_acc: 0.8675, loss_cls: 1.9347, loss: 1.9347 2024-07-27 15:07:06,083 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 2:06:48, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6661, top5_acc: 0.8648, loss_cls: 1.9043, loss: 1.9043 2024-07-27 15:08:28,210 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 2:05:26, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6584, top5_acc: 0.8639, loss_cls: 1.9347, loss: 1.9347 2024-07-27 15:09:50,081 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 2:04:03, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6533, top5_acc: 0.8678, loss_cls: 1.9346, loss: 1.9346 2024-07-27 15:11:12,224 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 2:02:41, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6609, top5_acc: 0.8664, loss_cls: 1.9154, loss: 1.9154 2024-07-27 15:12:34,293 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 2:01:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6591, top5_acc: 0.8655, loss_cls: 1.9332, loss: 1.9332 2024-07-27 15:13:56,137 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 1:59:56, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6519, top5_acc: 0.8662, loss_cls: 1.9504, loss: 1.9504 2024-07-27 15:15:17,526 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:58:34, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6677, top5_acc: 0.8641, loss_cls: 1.9400, loss: 1.9400 2024-07-27 15:16:39,555 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:57:12, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6600, top5_acc: 0.8652, loss_cls: 1.9417, loss: 1.9417 2024-07-27 15:18:00,984 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:55:49, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6681, top5_acc: 0.8642, loss_cls: 1.9094, loss: 1.9094 2024-07-27 15:19:23,065 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:54:27, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.8712, loss: 1.8712 2024-07-27 15:20:45,050 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:53:04, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6797, top5_acc: 0.8775, loss_cls: 1.8570, loss: 1.8570 2024-07-27 15:22:07,268 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:51:42, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6656, top5_acc: 0.8712, loss_cls: 1.8933, loss: 1.8933 2024-07-27 15:23:28,642 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:50:20, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6602, top5_acc: 0.8664, loss_cls: 1.9304, loss: 1.9304 2024-07-27 15:24:49,667 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:48:57, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6592, top5_acc: 0.8677, loss_cls: 1.9446, loss: 1.9446 2024-07-27 15:26:11,982 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:47:35, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6614, top5_acc: 0.8681, loss_cls: 1.9330, loss: 1.9330 2024-07-27 15:27:33,371 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:46:13, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6647, top5_acc: 0.8694, loss_cls: 1.9150, loss: 1.9150 2024-07-27 15:28:55,199 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:44:50, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6566, top5_acc: 0.8638, loss_cls: 1.9532, loss: 1.9532 2024-07-27 15:30:17,147 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:43:28, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6675, top5_acc: 0.8716, loss_cls: 1.9120, loss: 1.9120 2024-07-27 15:30:56,598 - pyskl - INFO - Saving checkpoint at 148 epochs 2024-07-27 15:32:49,501 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 15:32:50,162 - pyskl - INFO - top1_acc 0.4574 top5_acc 0.7022 2024-07-27 15:32:50,162 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 15:32:50,206 - pyskl - INFO - mean_acc 0.4571 2024-07-27 15:32:50,218 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4574, top5_acc: 0.7022, mean_class_accuracy: 0.4571 2024-07-27 15:36:37,113 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:41:29, time: 2.269, data_time: 1.285, memory: 15990, top1_acc: 0.6633, top5_acc: 0.8708, loss_cls: 1.9208, loss: 1.9208 2024-07-27 15:37:58,481 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:40:07, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6659, top5_acc: 0.8759, loss_cls: 1.9054, loss: 1.9054 2024-07-27 15:39:20,668 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:38:44, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6687, top5_acc: 0.8709, loss_cls: 1.8944, loss: 1.8944 2024-07-27 15:40:42,970 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:37:22, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6500, top5_acc: 0.8620, loss_cls: 1.9848, loss: 1.9848 2024-07-27 15:42:04,994 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:35:59, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6719, top5_acc: 0.8725, loss_cls: 1.8904, loss: 1.8904 2024-07-27 15:43:26,643 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:34:37, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6647, top5_acc: 0.8678, loss_cls: 1.9089, loss: 1.9089 2024-07-27 15:44:48,248 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:33:15, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6663, top5_acc: 0.8675, loss_cls: 1.9064, loss: 1.9064 2024-07-27 15:46:10,568 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:31:52, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6622, top5_acc: 0.8666, loss_cls: 1.9049, loss: 1.9049 2024-07-27 15:47:31,607 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:30:30, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6706, top5_acc: 0.8762, loss_cls: 1.8869, loss: 1.8869 2024-07-27 15:48:53,440 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:29:08, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6633, top5_acc: 0.8739, loss_cls: 1.8975, loss: 1.8975 2024-07-27 15:50:15,408 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:27:45, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6703, top5_acc: 0.8694, loss_cls: 1.8830, loss: 1.8830 2024-07-27 15:51:37,170 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:26:23, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6692, top5_acc: 0.8716, loss_cls: 1.9015, loss: 1.9015 2024-07-27 15:52:58,965 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:25:00, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6677, top5_acc: 0.8722, loss_cls: 1.9007, loss: 1.9007 2024-07-27 15:54:20,623 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:23:38, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6734, top5_acc: 0.8714, loss_cls: 1.8826, loss: 1.8826 2024-07-27 15:55:41,860 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:22:16, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6667, top5_acc: 0.8744, loss_cls: 1.8793, loss: 1.8793 2024-07-27 15:57:03,503 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:20:53, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6589, top5_acc: 0.8689, loss_cls: 1.9239, loss: 1.9239 2024-07-27 15:58:24,882 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:19:31, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6580, top5_acc: 0.8725, loss_cls: 1.9153, loss: 1.9153 2024-07-27 15:59:46,387 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 1:18:08, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6650, top5_acc: 0.8669, loss_cls: 1.9272, loss: 1.9272 2024-07-27 16:01:07,971 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 1:16:46, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6667, top5_acc: 0.8714, loss_cls: 1.9138, loss: 1.9138 2024-07-27 16:02:29,569 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 1:15:24, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6750, top5_acc: 0.8744, loss_cls: 1.8800, loss: 1.8800 2024-07-27 16:03:51,154 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 1:14:01, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6622, top5_acc: 0.8727, loss_cls: 1.9112, loss: 1.9112 2024-07-27 16:05:12,767 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 1:12:39, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6706, top5_acc: 0.8708, loss_cls: 1.9232, loss: 1.9232 2024-07-27 16:06:34,415 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 1:11:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6698, top5_acc: 0.8678, loss_cls: 1.9177, loss: 1.9177 2024-07-27 16:07:56,755 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 1:09:54, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6708, top5_acc: 0.8725, loss_cls: 1.8680, loss: 1.8680 2024-07-27 16:09:18,236 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 1:08:32, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6666, top5_acc: 0.8692, loss_cls: 1.9149, loss: 1.9149 2024-07-27 16:10:39,972 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 1:07:09, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6625, top5_acc: 0.8673, loss_cls: 1.9147, loss: 1.9147 2024-07-27 16:12:01,293 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 1:05:47, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6586, top5_acc: 0.8614, loss_cls: 1.9468, loss: 1.9468 2024-07-27 16:13:22,993 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 1:04:25, time: 0.817, data_time: 0.000, memory: 15990, top1_acc: 0.6758, top5_acc: 0.8781, loss_cls: 1.8695, loss: 1.8695 2024-07-27 16:14:44,455 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 1:03:02, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6686, top5_acc: 0.8689, loss_cls: 1.9137, loss: 1.9137 2024-07-27 16:16:07,178 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 1:01:40, time: 0.827, data_time: 0.000, memory: 15990, top1_acc: 0.6686, top5_acc: 0.8670, loss_cls: 1.9165, loss: 1.9165 2024-07-27 16:17:28,766 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 1:00:17, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6737, top5_acc: 0.8692, loss_cls: 1.8994, loss: 1.8994 2024-07-27 16:18:51,071 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:58:55, time: 0.823, data_time: 0.000, memory: 15990, top1_acc: 0.6636, top5_acc: 0.8669, loss_cls: 1.9222, loss: 1.9222 2024-07-27 16:20:13,101 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:57:33, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6739, top5_acc: 0.8830, loss_cls: 1.8667, loss: 1.8667 2024-07-27 16:21:34,093 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:56:10, time: 0.810, data_time: 0.000, memory: 15990, top1_acc: 0.6677, top5_acc: 0.8664, loss_cls: 1.9377, loss: 1.9377 2024-07-27 16:22:55,519 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:54:48, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6673, top5_acc: 0.8711, loss_cls: 1.9130, loss: 1.9130 2024-07-27 16:24:16,852 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:53:26, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6613, top5_acc: 0.8700, loss_cls: 1.9177, loss: 1.9177 2024-07-27 16:25:37,996 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:52:03, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6677, top5_acc: 0.8689, loss_cls: 1.9034, loss: 1.9034 2024-07-27 16:26:17,133 - pyskl - INFO - Saving checkpoint at 149 epochs 2024-07-27 16:28:09,618 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 16:28:10,295 - pyskl - INFO - top1_acc 0.4564 top5_acc 0.7016 2024-07-27 16:28:10,295 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 16:28:10,334 - pyskl - INFO - mean_acc 0.4561 2024-07-27 16:28:10,346 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4564, top5_acc: 0.7016, mean_class_accuracy: 0.4561 2024-07-27 16:31:55,809 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:50:04, time: 2.255, data_time: 1.278, memory: 15990, top1_acc: 0.6752, top5_acc: 0.8738, loss_cls: 1.8780, loss: 1.8780 2024-07-27 16:33:17,264 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:48:41, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6734, top5_acc: 0.8716, loss_cls: 1.8688, loss: 1.8688 2024-07-27 16:34:39,336 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:47:19, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6797, top5_acc: 0.8739, loss_cls: 1.8757, loss: 1.8757 2024-07-27 16:36:00,893 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:45:56, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6758, top5_acc: 0.8769, loss_cls: 1.8763, loss: 1.8763 2024-07-27 16:37:23,364 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:44:34, time: 0.825, data_time: 0.000, memory: 15990, top1_acc: 0.6619, top5_acc: 0.8633, loss_cls: 1.9334, loss: 1.9334 2024-07-27 16:38:44,990 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:43:12, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6717, top5_acc: 0.8784, loss_cls: 1.8705, loss: 1.8705 2024-07-27 16:40:06,968 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:41:49, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6623, top5_acc: 0.8689, loss_cls: 1.9035, loss: 1.9035 2024-07-27 16:41:28,275 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:40:27, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6773, top5_acc: 0.8767, loss_cls: 1.8627, loss: 1.8627 2024-07-27 16:42:49,474 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:39:04, time: 0.812, data_time: 0.000, memory: 15990, top1_acc: 0.6567, top5_acc: 0.8688, loss_cls: 1.9348, loss: 1.9348 2024-07-27 16:44:10,901 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:37:42, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6584, top5_acc: 0.8642, loss_cls: 1.9274, loss: 1.9274 2024-07-27 16:45:32,251 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:36:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6816, top5_acc: 0.8802, loss_cls: 1.8509, loss: 1.8509 2024-07-27 16:46:53,582 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:34:57, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6673, top5_acc: 0.8722, loss_cls: 1.9026, loss: 1.9026 2024-07-27 16:48:14,970 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:33:35, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6633, top5_acc: 0.8659, loss_cls: 1.9199, loss: 1.9199 2024-07-27 16:49:36,305 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:32:12, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6722, top5_acc: 0.8708, loss_cls: 1.9109, loss: 1.9109 2024-07-27 16:50:57,805 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:30:50, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6670, top5_acc: 0.8675, loss_cls: 1.8921, loss: 1.8921 2024-07-27 16:52:18,615 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:29:28, time: 0.808, data_time: 0.000, memory: 15990, top1_acc: 0.6706, top5_acc: 0.8784, loss_cls: 1.8946, loss: 1.8946 2024-07-27 16:53:40,141 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:28:05, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6695, top5_acc: 0.8725, loss_cls: 1.8806, loss: 1.8806 2024-07-27 16:55:02,273 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:26:43, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6616, top5_acc: 0.8638, loss_cls: 1.9260, loss: 1.9260 2024-07-27 16:56:23,581 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:25:20, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6694, top5_acc: 0.8712, loss_cls: 1.8782, loss: 1.8782 2024-07-27 16:57:44,885 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:23:58, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6581, top5_acc: 0.8648, loss_cls: 1.9557, loss: 1.9557 2024-07-27 16:59:06,300 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:22:36, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6669, top5_acc: 0.8697, loss_cls: 1.9137, loss: 1.9137 2024-07-27 17:00:28,082 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:21:13, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6666, top5_acc: 0.8733, loss_cls: 1.8954, loss: 1.8954 2024-07-27 17:01:49,860 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:19:51, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6653, top5_acc: 0.8723, loss_cls: 1.9175, loss: 1.9175 2024-07-27 17:03:11,503 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:18:28, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6594, top5_acc: 0.8705, loss_cls: 1.8996, loss: 1.8996 2024-07-27 17:04:33,147 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:17:06, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6733, top5_acc: 0.8758, loss_cls: 1.8693, loss: 1.8693 2024-07-27 17:05:54,678 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:15:44, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6742, top5_acc: 0.8780, loss_cls: 1.8614, loss: 1.8614 2024-07-27 17:07:15,976 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:14:21, time: 0.813, data_time: 0.000, memory: 15990, top1_acc: 0.6736, top5_acc: 0.8686, loss_cls: 1.8935, loss: 1.8935 2024-07-27 17:08:37,095 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:12:59, time: 0.811, data_time: 0.000, memory: 15990, top1_acc: 0.6652, top5_acc: 0.8661, loss_cls: 1.9154, loss: 1.9154 2024-07-27 17:09:58,543 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:11:37, time: 0.814, data_time: 0.000, memory: 15990, top1_acc: 0.6698, top5_acc: 0.8712, loss_cls: 1.8708, loss: 1.8708 2024-07-27 17:11:20,512 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:10:14, time: 0.820, data_time: 0.000, memory: 15990, top1_acc: 0.6623, top5_acc: 0.8680, loss_cls: 1.9166, loss: 1.9166 2024-07-27 17:12:42,633 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:08:52, time: 0.821, data_time: 0.000, memory: 15990, top1_acc: 0.6737, top5_acc: 0.8766, loss_cls: 1.8857, loss: 1.8857 2024-07-27 17:14:04,470 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:07:29, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6658, top5_acc: 0.8733, loss_cls: 1.9145, loss: 1.9145 2024-07-27 17:15:26,302 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:06:07, time: 0.818, data_time: 0.000, memory: 15990, top1_acc: 0.6611, top5_acc: 0.8681, loss_cls: 1.9251, loss: 1.9251 2024-07-27 17:16:47,870 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:04:45, time: 0.816, data_time: 0.000, memory: 15990, top1_acc: 0.6683, top5_acc: 0.8733, loss_cls: 1.8973, loss: 1.8973 2024-07-27 17:18:09,803 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:03:22, time: 0.819, data_time: 0.000, memory: 15990, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.8911, loss: 1.8911 2024-07-27 17:19:31,267 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:02:00, time: 0.815, data_time: 0.000, memory: 15990, top1_acc: 0.6645, top5_acc: 0.8672, loss_cls: 1.8982, loss: 1.8982 2024-07-27 17:20:53,423 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:37, time: 0.822, data_time: 0.000, memory: 15990, top1_acc: 0.6687, top5_acc: 0.8742, loss_cls: 1.9074, loss: 1.9074 2024-07-27 17:21:32,446 - pyskl - INFO - Saving checkpoint at 150 epochs 2024-07-27 17:23:23,658 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-07-27 17:23:24,328 - pyskl - INFO - top1_acc 0.4571 top5_acc 0.7026 2024-07-27 17:23:24,328 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-07-27 17:23:24,368 - pyskl - INFO - mean_acc 0.4568 2024-07-27 17:23:24,380 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4571, top5_acc: 0.7026, mean_class_accuracy: 0.4568 2024-07-27 17:23:38,750 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-07-27 17:35:45,084 - pyskl - INFO - Testing results of the last checkpoint 2024-07-27 17:35:45,085 - pyskl - INFO - top1_acc: 0.4690 2024-07-27 17:35:45,085 - pyskl - INFO - top5_acc: 0.7108 2024-07-27 17:35:45,085 - pyskl - INFO - mean_class_accuracy: 0.4688 2024-07-27 17:35:45,085 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/k400/b_2/best_top1_acc_epoch_147.pth 2024-07-27 17:47:42,754 - pyskl - INFO - Testing results of the best checkpoint 2024-07-27 17:47:42,754 - pyskl - INFO - top1_acc: 0.4696 2024-07-27 17:47:42,754 - pyskl - INFO - top5_acc: 0.7110 2024-07-27 17:47:42,754 - pyskl - INFO - mean_class_accuracy: 0.4694