2024-01-01 13:48:12,931 - 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: NVIDIA GeForce RTX 3090 CUDA_HOME: /usr/local NVCC: Cuda compilation tools, release 11.5, V11.5.50 GCC: gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0 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: 4.8.1 MMCV: 1.5.0 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 11.3 pyskl: 0.1.0+ ------------------------------------------------------------ 2024-01-01 13:48:13,957 - pyskl - INFO - Config: modality = 'b' graph = 'coco_new' work_dir = './work_dirs/test_prototype/k400/b_3' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', 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_7_4_13', num_classes=400, in_channels=384)) memcached = True mc_cfg = ('localhost', 22077) dataset_type = 'PoseDataset' ann_file = '/data1/hao.wang/reproducation/hongda.liu/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= '/data1/hao.wang/reproducation/hongda.liu/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= '/data1/hao.wang/reproducation/hongda.liu/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= '/data1/hao.wang/reproducation/hongda.liu/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) resume_from = './work_dirs/test_prototype/k400/b_3/latest.pth' 2024-01-01 13:48:13,957 - pyskl - INFO - Set random seed to 1185895295, deterministic: False 2024-01-01 13:48:22,957 - pyskl - INFO - 239737 videos remain after valid thresholding 2024-01-01 13:48:35,974 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-01-01 13:48:35,976 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/b_3/latest.pth 2024-01-01 13:48:36,368 - pyskl - INFO - resumed epoch 78, iter 292188 2024-01-01 13:48:36,372 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3 2024-01-01 13:48:36,373 - 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 -------------------- 2024-01-01 13:48:36,373 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2024-01-01 13:48:36,373 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3 by HardDiskBackend. 2024-01-01 13:51:52,863 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 6 days, 3:09:09, time: 1.965, data_time: 1.354, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5973, loss_cls: 6.7879, loss: 6.7879 2024-01-01 13:52:52,123 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 3 days, 23:43:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5948, loss_cls: 7.4493, loss: 7.4493 2024-01-01 13:53:51,267 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 3 days, 6:33:01, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5878, loss_cls: 7.7364, loss: 7.7364 2024-01-01 13:54:50,540 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 2 days, 21:58:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5914, loss_cls: 7.4681, loss: 7.4681 2024-01-01 13:55:49,934 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 2 days, 16:50:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5855, loss_cls: 7.2789, loss: 7.2789 2024-01-01 13:56:48,987 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 2 days, 13:22:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5969, loss_cls: 7.0471, loss: 7.0471 2024-01-01 13:57:48,349 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 2 days, 10:55:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5895, loss_cls: 7.0122, loss: 7.0122 2024-01-01 13:58:47,909 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 2 days, 9:05:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5877, loss_cls: 6.9672, loss: 6.9672 2024-01-01 13:59:47,452 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 2 days, 7:40:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5850, loss_cls: 6.9385, loss: 6.9385 2024-01-01 14:00:46,972 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 2 days, 6:31:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5802, loss_cls: 6.9522, loss: 6.9522 2024-01-01 14:01:46,194 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 2 days, 5:34:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5939, loss_cls: 6.8314, loss: 6.8314 2024-01-01 14:02:45,252 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 2 days, 4:45:41, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5928, loss_cls: 6.8042, loss: 6.8042 2024-01-01 14:03:44,491 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 2 days, 4:04:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5856, loss_cls: 6.7986, loss: 6.7986 2024-01-01 14:04:43,680 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 2 days, 3:29:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5770, loss_cls: 6.8688, loss: 6.8688 2024-01-01 14:05:42,780 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 2 days, 2:58:46, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5813, loss_cls: 6.8024, loss: 6.8024 2024-01-01 14:06:41,855 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 2 days, 2:31:30, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5880, loss_cls: 6.8006, loss: 6.8006 2024-01-01 14:07:41,125 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 2 days, 2:07:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5928, loss_cls: 6.7418, loss: 6.7418 2024-01-01 14:08:40,238 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 2 days, 1:46:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5844, loss_cls: 6.8238, loss: 6.8238 2024-01-01 14:09:39,231 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 2 days, 1:26:41, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5848, loss_cls: 6.7741, loss: 6.7741 2024-01-01 14:10:38,545 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 2 days, 1:09:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5953, loss_cls: 6.6844, loss: 6.6844 2024-01-01 14:11:37,853 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 2 days, 0:54:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5778, loss_cls: 6.7749, loss: 6.7749 2024-01-01 14:12:37,454 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 2 days, 0:40:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5866, loss_cls: 6.7807, loss: 6.7807 2024-01-01 14:13:36,739 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 2 days, 0:27:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5734, loss_cls: 6.7787, loss: 6.7787 2024-01-01 14:14:36,318 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 2 days, 0:15:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5845, loss_cls: 6.7334, loss: 6.7334 2024-01-01 14:15:35,534 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 2 days, 0:04:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5956, loss_cls: 6.6810, loss: 6.6810 2024-01-01 14:16:34,550 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 1 day, 23:53:24, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5800, loss_cls: 6.7497, loss: 6.7497 2024-01-01 14:17:33,509 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 1 day, 23:43:08, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5752, loss_cls: 6.7578, loss: 6.7578 2024-01-01 14:18:32,438 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 1 day, 23:33:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5913, loss_cls: 6.7017, loss: 6.7017 2024-01-01 14:19:31,544 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 1 day, 23:24:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5858, loss_cls: 6.7041, loss: 6.7041 2024-01-01 14:20:30,867 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 1 day, 23:16:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5772, loss_cls: 6.7320, loss: 6.7320 2024-01-01 14:21:30,662 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 1 day, 23:09:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5777, loss_cls: 6.7351, loss: 6.7351 2024-01-01 14:22:30,264 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 1 day, 23:03:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5780, loss_cls: 6.7027, loss: 6.7027 2024-01-01 14:23:29,939 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 1 day, 22:56:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5713, loss_cls: 6.7670, loss: 6.7670 2024-01-01 14:24:29,099 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 1 day, 22:50:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5795, loss_cls: 6.7327, loss: 6.7327 2024-01-01 14:25:28,591 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 1 day, 22:44:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5809, loss_cls: 6.7108, loss: 6.7108 2024-01-01 14:26:28,989 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 1 day, 22:39:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5770, loss_cls: 6.7223, loss: 6.7223 2024-01-01 14:27:28,853 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 1 day, 22:34:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5809, loss_cls: 6.6952, loss: 6.6952 2024-01-01 14:27:58,897 - pyskl - INFO - Saving checkpoint at 79 epochs 2024-01-01 14:29:54,784 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 14:29:55,675 - pyskl - INFO - top1_acc 0.2570 top5_acc 0.5073 2024-01-01 14:29:55,675 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 14:29:55,705 - pyskl - INFO - mean_acc 0.2567 2024-01-01 14:29:55,711 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_66.pth was removed 2024-01-01 14:29:56,072 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2024-01-01 14:29:56,073 - pyskl - INFO - Best top1_acc is 0.2570 at 79 epoch. 2024-01-01 14:29:56,082 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2570, top5_acc: 0.5073, mean_class_accuracy: 0.2567 2024-01-01 14:33:11,549 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 2 days, 0:32:28, time: 1.955, data_time: 1.365, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5956, loss_cls: 6.6423, loss: 6.6423 2024-01-01 14:34:10,639 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 2 days, 0:23:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5952, loss_cls: 6.6263, loss: 6.6263 2024-01-01 14:35:09,663 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 2 days, 0:15:40, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5992, loss_cls: 6.5738, loss: 6.5738 2024-01-01 14:36:09,085 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 2 days, 0:08:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5923, loss_cls: 6.6541, loss: 6.6541 2024-01-01 14:37:09,065 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 2 days, 0:01:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5887, loss_cls: 6.6612, loss: 6.6612 2024-01-01 14:38:09,026 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 1 day, 23:55:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.5998, loss_cls: 6.6027, loss: 6.6027 2024-01-01 14:39:08,974 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 1 day, 23:49:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5836, loss_cls: 6.6653, loss: 6.6653 2024-01-01 14:40:08,803 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 1 day, 23:43:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5813, loss_cls: 6.6842, loss: 6.6842 2024-01-01 14:41:08,300 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 1 day, 23:37:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5759, loss_cls: 6.6771, loss: 6.6771 2024-01-01 14:42:07,537 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 1 day, 23:30:53, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5906, loss_cls: 6.6303, loss: 6.6303 2024-01-01 14:43:07,210 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 1 day, 23:25:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3220, top5_acc: 0.5808, loss_cls: 6.6653, loss: 6.6653 2024-01-01 14:44:06,574 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 1 day, 23:19:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5819, loss_cls: 6.6506, loss: 6.6506 2024-01-01 14:45:05,838 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 1 day, 23:14:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5744, loss_cls: 6.6665, loss: 6.6665 2024-01-01 14:46:05,107 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 1 day, 23:08:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5873, loss_cls: 6.6271, loss: 6.6271 2024-01-01 14:47:04,438 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 1 day, 23:03:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5819, loss_cls: 6.6612, loss: 6.6612 2024-01-01 14:48:03,748 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 1 day, 22:58:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3275, top5_acc: 0.5906, loss_cls: 6.6241, loss: 6.6241 2024-01-01 14:49:03,088 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 1 day, 22:53:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5917, loss_cls: 6.6476, loss: 6.6476 2024-01-01 14:50:02,468 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 1 day, 22:49:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3275, top5_acc: 0.5867, loss_cls: 6.6448, loss: 6.6448 2024-01-01 14:51:01,999 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 1 day, 22:44:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5875, loss_cls: 6.6648, loss: 6.6648 2024-01-01 14:52:01,397 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 1 day, 22:40:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5884, loss_cls: 6.6469, loss: 6.6469 2024-01-01 14:53:00,705 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 1 day, 22:36:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5927, loss_cls: 6.6306, loss: 6.6306 2024-01-01 14:53:59,936 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 1 day, 22:31:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5822, loss_cls: 6.6507, loss: 6.6507 2024-01-01 14:54:59,259 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 1 day, 22:27:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5892, loss_cls: 6.6004, loss: 6.6004 2024-01-01 14:55:58,734 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 1 day, 22:23:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5925, loss_cls: 6.6138, loss: 6.6138 2024-01-01 14:56:58,059 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 1 day, 22:20:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3241, top5_acc: 0.5850, loss_cls: 6.6325, loss: 6.6325 2024-01-01 14:57:57,408 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 1 day, 22:16:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5889, loss_cls: 6.6433, loss: 6.6433 2024-01-01 14:58:56,791 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 1 day, 22:12:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5811, loss_cls: 6.6733, loss: 6.6733 2024-01-01 14:59:56,492 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 1 day, 22:09:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5958, loss_cls: 6.6084, loss: 6.6084 2024-01-01 15:00:55,914 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 1 day, 22:05:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5831, loss_cls: 6.6224, loss: 6.6224 2024-01-01 15:01:55,117 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 1 day, 22:02:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5831, loss_cls: 6.6530, loss: 6.6530 2024-01-01 15:02:53,994 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 1 day, 21:58:23, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3186, top5_acc: 0.5780, loss_cls: 6.6929, loss: 6.6929 2024-01-01 15:03:53,445 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 1 day, 21:55:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5866, loss_cls: 6.6452, loss: 6.6452 2024-01-01 15:04:52,696 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 1 day, 21:51:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5739, loss_cls: 6.7157, loss: 6.7157 2024-01-01 15:05:51,886 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 1 day, 21:48:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5908, loss_cls: 6.6227, loss: 6.6227 2024-01-01 15:06:50,839 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 1 day, 21:45:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5905, loss_cls: 6.6332, loss: 6.6332 2024-01-01 15:07:50,160 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 1 day, 21:42:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5866, loss_cls: 6.6628, loss: 6.6628 2024-01-01 15:08:49,843 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 1 day, 21:39:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5850, loss_cls: 6.6406, loss: 6.6406 2024-01-01 15:09:19,363 - pyskl - INFO - Saving checkpoint at 80 epochs 2024-01-01 15:11:15,503 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 15:11:16,334 - pyskl - INFO - top1_acc 0.2579 top5_acc 0.5074 2024-01-01 15:11:16,334 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 15:11:16,365 - pyskl - INFO - mean_acc 0.2576 2024-01-01 15:11:16,370 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_79.pth was removed 2024-01-01 15:11:16,599 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. 2024-01-01 15:11:16,599 - pyskl - INFO - Best top1_acc is 0.2579 at 80 epoch. 2024-01-01 15:11:16,606 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2579, top5_acc: 0.5074, mean_class_accuracy: 0.2576 2024-01-01 15:14:34,845 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 1 day, 22:39:06, time: 1.982, data_time: 1.385, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5959, loss_cls: 6.6027, loss: 6.6027 2024-01-01 15:15:34,405 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 1 day, 22:35:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5959, loss_cls: 6.5602, loss: 6.5602 2024-01-01 15:16:33,646 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 1 day, 22:31:44, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5911, loss_cls: 6.6100, loss: 6.6100 2024-01-01 15:17:33,612 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 1 day, 22:28:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5955, loss_cls: 6.5736, loss: 6.5736 2024-01-01 15:18:33,279 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 1 day, 22:25:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5994, loss_cls: 6.5675, loss: 6.5675 2024-01-01 15:19:33,503 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 1 day, 22:22:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3219, top5_acc: 0.5820, loss_cls: 6.6430, loss: 6.6430 2024-01-01 15:20:33,875 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 1 day, 22:19:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.6000, loss_cls: 6.5776, loss: 6.5776 2024-01-01 15:21:34,381 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 1 day, 22:16:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5858, loss_cls: 6.6162, loss: 6.6162 2024-01-01 15:22:33,766 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 1 day, 22:13:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5903, loss_cls: 6.6000, loss: 6.6000 2024-01-01 15:23:33,404 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 1 day, 22:09:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5955, loss_cls: 6.5882, loss: 6.5882 2024-01-01 15:24:32,716 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 1 day, 22:06:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3344, top5_acc: 0.5831, loss_cls: 6.6060, loss: 6.6060 2024-01-01 15:25:32,051 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 1 day, 22:03:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3344, top5_acc: 0.5950, loss_cls: 6.5989, loss: 6.5989 2024-01-01 15:26:31,333 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 1 day, 22:00:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5889, loss_cls: 6.6148, loss: 6.6148 2024-01-01 15:27:30,875 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 1 day, 21:57:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5806, loss_cls: 6.6350, loss: 6.6350 2024-01-01 15:28:30,360 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 1 day, 21:54:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.5933, loss_cls: 6.5916, loss: 6.5916 2024-01-01 15:29:29,723 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 1 day, 21:51:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5938, loss_cls: 6.5663, loss: 6.5663 2024-01-01 15:30:28,902 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 1 day, 21:48:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5936, loss_cls: 6.5462, loss: 6.5462 2024-01-01 15:31:28,326 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 1 day, 21:45:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.5986, loss_cls: 6.5917, loss: 6.5917 2024-01-01 15:32:27,742 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 1 day, 21:42:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.5950, loss_cls: 6.5640, loss: 6.5640 2024-01-01 15:33:26,933 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 1 day, 21:39:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5864, loss_cls: 6.5990, loss: 6.5990 2024-01-01 15:34:25,812 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 1 day, 21:36:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5848, loss_cls: 6.6180, loss: 6.6180 2024-01-01 15:35:24,784 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 1 day, 21:33:56, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5875, loss_cls: 6.6025, loss: 6.6025 2024-01-01 15:36:23,936 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 1 day, 21:31:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5938, loss_cls: 6.5948, loss: 6.5948 2024-01-01 15:37:23,217 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 1 day, 21:28:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5898, loss_cls: 6.5921, loss: 6.5921 2024-01-01 15:38:22,492 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 1 day, 21:25:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5813, loss_cls: 6.6418, loss: 6.6418 2024-01-01 15:39:21,753 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 1 day, 21:23:08, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5919, loss_cls: 6.5930, loss: 6.5930 2024-01-01 15:40:21,221 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 1 day, 21:20:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5898, loss_cls: 6.6059, loss: 6.6059 2024-01-01 15:41:20,554 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 1 day, 21:18:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5909, loss_cls: 6.5984, loss: 6.5984 2024-01-01 15:42:19,636 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 1 day, 21:15:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5844, loss_cls: 6.6119, loss: 6.6119 2024-01-01 15:43:19,236 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 1 day, 21:13:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.5903, loss_cls: 6.5977, loss: 6.5977 2024-01-01 15:44:18,565 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 1 day, 21:10:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5777, loss_cls: 6.6246, loss: 6.6246 2024-01-01 15:45:17,925 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 1 day, 21:08:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5922, loss_cls: 6.5793, loss: 6.5793 2024-01-01 15:46:17,224 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 1 day, 21:05:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5941, loss_cls: 6.6316, loss: 6.6316 2024-01-01 15:47:16,610 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 1 day, 21:03:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5906, loss_cls: 6.6185, loss: 6.6185 2024-01-01 15:48:15,935 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 1 day, 21:01:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5842, loss_cls: 6.6264, loss: 6.6264 2024-01-01 15:49:15,360 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 1 day, 20:58:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5806, loss_cls: 6.6380, loss: 6.6380 2024-01-01 15:50:15,172 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 1 day, 20:56:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5783, loss_cls: 6.6173, loss: 6.6173 2024-01-01 15:50:45,344 - pyskl - INFO - Saving checkpoint at 81 epochs 2024-01-01 15:52:44,575 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 15:52:45,666 - pyskl - INFO - top1_acc 0.2395 top5_acc 0.4709 2024-01-01 15:52:45,667 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 15:52:45,709 - pyskl - INFO - mean_acc 0.2394 2024-01-01 15:52:45,719 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2395, top5_acc: 0.4709, mean_class_accuracy: 0.2394 2024-01-01 15:55:59,551 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 1 day, 21:34:01, time: 1.938, data_time: 1.344, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5967, loss_cls: 6.5662, loss: 6.5662 2024-01-01 15:56:59,498 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 1 day, 21:31:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5872, loss_cls: 6.5867, loss: 6.5867 2024-01-01 15:57:58,760 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 1 day, 21:29:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.6056, loss_cls: 6.5141, loss: 6.5141 2024-01-01 15:58:58,560 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 1 day, 21:26:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.5956, loss_cls: 6.5496, loss: 6.5496 2024-01-01 15:59:59,059 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 1 day, 21:24:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5922, loss_cls: 6.5691, loss: 6.5691 2024-01-01 16:00:59,597 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 1 day, 21:22:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5992, loss_cls: 6.5516, loss: 6.5516 2024-01-01 16:01:59,689 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 1 day, 21:20:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5895, loss_cls: 6.5944, loss: 6.5944 2024-01-01 16:03:00,219 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 1 day, 21:18:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5900, loss_cls: 6.5996, loss: 6.5996 2024-01-01 16:04:00,551 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 1 day, 21:16:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5889, loss_cls: 6.5895, loss: 6.5895 2024-01-01 16:05:00,658 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 1 day, 21:13:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5872, loss_cls: 6.6075, loss: 6.6075 2024-01-01 16:06:01,077 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 1 day, 21:11:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5961, loss_cls: 6.5736, loss: 6.5736 2024-01-01 16:07:00,846 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 1 day, 21:09:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5997, loss_cls: 6.5790, loss: 6.5790 2024-01-01 16:08:00,755 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 1 day, 21:07:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5884, loss_cls: 6.5789, loss: 6.5789 2024-01-01 16:09:01,053 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 1 day, 21:05:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5872, loss_cls: 6.6068, loss: 6.6068 2024-01-01 16:10:00,626 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 1 day, 21:03:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5953, loss_cls: 6.5621, loss: 6.5621 2024-01-01 16:11:00,532 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 1 day, 21:01:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5889, loss_cls: 6.6076, loss: 6.6076 2024-01-01 16:12:00,215 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 1 day, 20:58:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5962, loss_cls: 6.5752, loss: 6.5752 2024-01-01 16:12:59,910 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 1 day, 20:56:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5902, loss_cls: 6.6200, loss: 6.6200 2024-01-01 16:13:59,387 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 1 day, 20:54:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3275, top5_acc: 0.5828, loss_cls: 6.5989, loss: 6.5989 2024-01-01 16:14:58,647 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 1 day, 20:52:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5911, loss_cls: 6.5605, loss: 6.5605 2024-01-01 16:15:57,952 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 1 day, 20:49:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5992, loss_cls: 6.5556, loss: 6.5556 2024-01-01 16:16:58,433 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 1 day, 20:48:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.5923, loss_cls: 6.5600, loss: 6.5600 2024-01-01 16:17:58,392 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 1 day, 20:46:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5775, loss_cls: 6.6552, loss: 6.6552 2024-01-01 16:18:57,864 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 1 day, 20:44:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5900, loss_cls: 6.5642, loss: 6.5642 2024-01-01 16:19:57,323 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 1 day, 20:41:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5852, loss_cls: 6.5908, loss: 6.5908 2024-01-01 16:20:56,689 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 1 day, 20:39:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3294, top5_acc: 0.5925, loss_cls: 6.5769, loss: 6.5769 2024-01-01 16:21:55,922 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 1 day, 20:37:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5911, loss_cls: 6.5605, loss: 6.5605 2024-01-01 16:22:55,591 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 1 day, 20:35:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5970, loss_cls: 6.5538, loss: 6.5538 2024-01-01 16:23:55,690 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 1 day, 20:33:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5833, loss_cls: 6.5994, loss: 6.5994 2024-01-01 16:24:55,912 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 1 day, 20:31:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5758, loss_cls: 6.6407, loss: 6.6407 2024-01-01 16:25:56,001 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 1 day, 20:30:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.6000, loss_cls: 6.5361, loss: 6.5361 2024-01-01 16:26:55,659 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 1 day, 20:28:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3378, top5_acc: 0.5886, loss_cls: 6.5543, loss: 6.5543 2024-01-01 16:27:56,017 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 1 day, 20:26:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5978, loss_cls: 6.5482, loss: 6.5482 2024-01-01 16:28:56,271 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 1 day, 20:24:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5814, loss_cls: 6.5801, loss: 6.5801 2024-01-01 16:29:56,078 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 1 day, 20:22:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5813, loss_cls: 6.6286, loss: 6.6286 2024-01-01 16:30:56,210 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 1 day, 20:21:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5917, loss_cls: 6.5912, loss: 6.5912 2024-01-01 16:31:56,463 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 1 day, 20:19:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5877, loss_cls: 6.5661, loss: 6.5661 2024-01-01 16:32:27,041 - pyskl - INFO - Saving checkpoint at 82 epochs 2024-01-01 16:34:26,648 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 16:34:27,705 - pyskl - INFO - top1_acc 0.2591 top5_acc 0.5129 2024-01-01 16:34:27,705 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 16:34:27,739 - pyskl - INFO - mean_acc 0.2592 2024-01-01 16:34:27,746 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_80.pth was removed 2024-01-01 16:34:28,025 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. 2024-01-01 16:34:28,026 - pyskl - INFO - Best top1_acc is 0.2591 at 82 epoch. 2024-01-01 16:34:28,033 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2591, top5_acc: 0.5129, mean_class_accuracy: 0.2592 2024-01-01 16:37:48,644 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 1 day, 20:48:31, time: 2.006, data_time: 1.415, memory: 16177, top1_acc: 0.3402, top5_acc: 0.5969, loss_cls: 6.5537, loss: 6.5537 2024-01-01 16:38:48,434 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 1 day, 20:46:27, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5981, loss_cls: 6.5346, loss: 6.5346 2024-01-01 16:39:47,802 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 1 day, 20:44:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5806, loss_cls: 6.5608, loss: 6.5608 2024-01-01 16:40:47,364 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 1 day, 20:42:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5998, loss_cls: 6.5103, loss: 6.5103 2024-01-01 16:41:46,726 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 1 day, 20:40:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.5939, loss_cls: 6.5532, loss: 6.5532 2024-01-01 16:42:46,203 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 1 day, 20:38:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5972, loss_cls: 6.5240, loss: 6.5240 2024-01-01 16:43:45,688 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 1 day, 20:35:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.6056, loss_cls: 6.5129, loss: 6.5129 2024-01-01 16:44:45,366 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 1 day, 20:33:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.5886, loss_cls: 6.5362, loss: 6.5362 2024-01-01 16:45:45,692 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 1 day, 20:32:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.6014, loss_cls: 6.5668, loss: 6.5668 2024-01-01 16:46:46,241 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 1 day, 20:30:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5969, loss_cls: 6.5608, loss: 6.5608 2024-01-01 16:47:46,677 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 1 day, 20:28:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5962, loss_cls: 6.5415, loss: 6.5415 2024-01-01 16:48:46,860 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 1 day, 20:26:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5897, loss_cls: 6.5851, loss: 6.5851 2024-01-01 16:49:47,472 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 1 day, 20:25:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.6011, loss_cls: 6.5212, loss: 6.5212 2024-01-01 16:50:47,893 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 1 day, 20:23:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.5923, loss_cls: 6.5648, loss: 6.5648 2024-01-01 16:51:48,419 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 1 day, 20:21:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5955, loss_cls: 6.5666, loss: 6.5666 2024-01-01 16:52:48,906 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 1 day, 20:19:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5956, loss_cls: 6.5480, loss: 6.5480 2024-01-01 16:53:49,366 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 1 day, 20:18:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5969, loss_cls: 6.5551, loss: 6.5551 2024-01-01 16:54:49,652 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 1 day, 20:16:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5956, loss_cls: 6.5710, loss: 6.5710 2024-01-01 16:55:49,819 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 1 day, 20:14:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5803, loss_cls: 6.6023, loss: 6.6023 2024-01-01 16:56:50,083 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 1 day, 20:13:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3412, top5_acc: 0.5969, loss_cls: 6.5553, loss: 6.5553 2024-01-01 16:57:50,396 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 1 day, 20:11:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5956, loss_cls: 6.5577, loss: 6.5577 2024-01-01 16:58:50,816 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 1 day, 20:09:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5908, loss_cls: 6.5720, loss: 6.5720 2024-01-01 16:59:51,086 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 1 day, 20:07:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5950, loss_cls: 6.5615, loss: 6.5615 2024-01-01 17:00:51,633 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 1 day, 20:06:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5869, loss_cls: 6.5791, loss: 6.5791 2024-01-01 17:01:51,913 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 1 day, 20:04:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6014, loss_cls: 6.5314, loss: 6.5314 2024-01-01 17:02:52,177 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 1 day, 20:02:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5952, loss_cls: 6.5513, loss: 6.5513 2024-01-01 17:03:52,489 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 1 day, 20:01:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5798, loss_cls: 6.5839, loss: 6.5839 2024-01-01 17:04:52,794 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 1 day, 19:59:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3294, top5_acc: 0.5828, loss_cls: 6.5843, loss: 6.5843 2024-01-01 17:05:53,469 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 1 day, 19:58:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.5962, loss_cls: 6.5583, loss: 6.5583 2024-01-01 17:06:54,026 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 1 day, 19:56:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5995, loss_cls: 6.5831, loss: 6.5831 2024-01-01 17:07:54,272 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 1 day, 19:54:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5856, loss_cls: 6.6180, loss: 6.6180 2024-01-01 17:08:54,636 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 1 day, 19:53:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5913, loss_cls: 6.5940, loss: 6.5940 2024-01-01 17:09:54,946 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 1 day, 19:51:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5875, loss_cls: 6.5736, loss: 6.5736 2024-01-01 17:10:55,338 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 1 day, 19:49:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5906, loss_cls: 6.5902, loss: 6.5902 2024-01-01 17:11:55,804 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 1 day, 19:48:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5902, loss_cls: 6.5895, loss: 6.5895 2024-01-01 17:12:56,455 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 1 day, 19:46:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5905, loss_cls: 6.5720, loss: 6.5720 2024-01-01 17:13:56,577 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 1 day, 19:45:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3427, top5_acc: 0.5939, loss_cls: 6.5342, loss: 6.5342 2024-01-01 17:14:27,567 - pyskl - INFO - Saving checkpoint at 83 epochs 2024-01-01 17:16:29,349 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 17:16:30,122 - pyskl - INFO - top1_acc 0.2596 top5_acc 0.5131 2024-01-01 17:16:30,122 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 17:16:30,151 - pyskl - INFO - mean_acc 0.2594 2024-01-01 17:16:30,156 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_82.pth was removed 2024-01-01 17:16:30,429 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. 2024-01-01 17:16:30,430 - pyskl - INFO - Best top1_acc is 0.2596 at 83 epoch. 2024-01-01 17:16:30,443 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2596, top5_acc: 0.5131, mean_class_accuracy: 0.2594 2024-01-01 17:19:50,786 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 1 day, 20:07:52, time: 2.003, data_time: 1.410, memory: 16177, top1_acc: 0.3464, top5_acc: 0.6095, loss_cls: 6.4693, loss: 6.4693 2024-01-01 17:20:50,464 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 1 day, 20:06:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5883, loss_cls: 6.5488, loss: 6.5488 2024-01-01 17:21:50,063 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 1 day, 20:04:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5917, loss_cls: 6.5402, loss: 6.5402 2024-01-01 17:22:49,872 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 1 day, 20:02:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6055, loss_cls: 6.4815, loss: 6.4815 2024-01-01 17:23:49,339 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 1 day, 20:00:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.6020, loss_cls: 6.5049, loss: 6.5049 2024-01-01 17:24:49,293 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 1 day, 19:58:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5886, loss_cls: 6.5926, loss: 6.5926 2024-01-01 17:25:49,599 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 1 day, 19:56:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5977, loss_cls: 6.5274, loss: 6.5274 2024-01-01 17:26:49,841 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 1 day, 19:55:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5941, loss_cls: 6.5378, loss: 6.5378 2024-01-01 17:27:50,008 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 1 day, 19:53:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3323, top5_acc: 0.5958, loss_cls: 6.5427, loss: 6.5427 2024-01-01 17:28:50,256 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 1 day, 19:51:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.6000, loss_cls: 6.5435, loss: 6.5435 2024-01-01 17:29:50,724 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 1 day, 19:50:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5938, loss_cls: 6.5623, loss: 6.5623 2024-01-01 17:30:50,868 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 1 day, 19:48:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5939, loss_cls: 6.5777, loss: 6.5777 2024-01-01 17:31:50,811 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 1 day, 19:46:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6028, loss_cls: 6.5054, loss: 6.5054 2024-01-01 17:32:50,480 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 1 day, 19:45:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5823, loss_cls: 6.6054, loss: 6.6054 2024-01-01 17:33:49,965 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 1 day, 19:43:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5992, loss_cls: 6.5363, loss: 6.5363 2024-01-01 17:34:49,594 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 1 day, 19:41:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.5986, loss_cls: 6.5352, loss: 6.5352 2024-01-01 17:35:49,105 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 1 day, 19:39:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5942, loss_cls: 6.5579, loss: 6.5579 2024-01-01 17:36:48,729 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 1 day, 19:38:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.6053, loss_cls: 6.5023, loss: 6.5023 2024-01-01 17:37:48,726 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 1 day, 19:36:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5873, loss_cls: 6.5752, loss: 6.5752 2024-01-01 17:38:48,722 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 1 day, 19:34:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5891, loss_cls: 6.5743, loss: 6.5743 2024-01-01 17:39:48,667 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 1 day, 19:33:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.5931, loss_cls: 6.5565, loss: 6.5565 2024-01-01 17:40:48,778 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 1 day, 19:31:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5863, loss_cls: 6.5914, loss: 6.5914 2024-01-01 17:41:48,982 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 1 day, 19:29:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.5944, loss_cls: 6.5156, loss: 6.5156 2024-01-01 17:42:48,648 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 1 day, 19:28:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5877, loss_cls: 6.5884, loss: 6.5884 2024-01-01 17:43:48,317 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 1 day, 19:26:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5895, loss_cls: 6.5651, loss: 6.5651 2024-01-01 17:44:47,916 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 1 day, 19:24:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5944, loss_cls: 6.5528, loss: 6.5528 2024-01-01 17:45:47,337 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 1 day, 19:23:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.6003, loss_cls: 6.5246, loss: 6.5246 2024-01-01 17:46:46,959 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 1 day, 19:21:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.6055, loss_cls: 6.5462, loss: 6.5462 2024-01-01 17:47:46,583 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 1 day, 19:19:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5917, loss_cls: 6.5807, loss: 6.5807 2024-01-01 17:48:46,172 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 1 day, 19:18:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6069, loss_cls: 6.5060, loss: 6.5060 2024-01-01 17:49:45,562 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 1 day, 19:16:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5905, loss_cls: 6.5426, loss: 6.5426 2024-01-01 17:50:45,031 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 1 day, 19:14:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5906, loss_cls: 6.5295, loss: 6.5295 2024-01-01 17:51:44,613 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 1 day, 19:12:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5881, loss_cls: 6.5841, loss: 6.5841 2024-01-01 17:52:44,799 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 1 day, 19:11:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.5983, loss_cls: 6.5541, loss: 6.5541 2024-01-01 17:53:45,165 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 1 day, 19:09:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5891, loss_cls: 6.5854, loss: 6.5854 2024-01-01 17:54:44,764 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 1 day, 19:08:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.5919, loss_cls: 6.5726, loss: 6.5726 2024-01-01 17:55:44,183 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 1 day, 19:06:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.6042, loss_cls: 6.5293, loss: 6.5293 2024-01-01 17:56:14,223 - pyskl - INFO - Saving checkpoint at 84 epochs 2024-01-01 17:58:17,252 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 17:58:18,322 - pyskl - INFO - top1_acc 0.2732 top5_acc 0.5205 2024-01-01 17:58:18,322 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 17:58:18,358 - pyskl - INFO - mean_acc 0.2730 2024-01-01 17:58:18,364 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_83.pth was removed 2024-01-01 17:58:18,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2024-01-01 17:58:18,649 - pyskl - INFO - Best top1_acc is 0.2732 at 84 epoch. 2024-01-01 17:58:18,657 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2732, top5_acc: 0.5205, mean_class_accuracy: 0.2730 2024-01-01 18:01:40,467 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 1 day, 19:25:13, time: 2.018, data_time: 1.430, memory: 16177, top1_acc: 0.3403, top5_acc: 0.6172, loss_cls: 6.4784, loss: 6.4784 2024-01-01 18:02:40,431 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 1 day, 19:23:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.6002, loss_cls: 6.5250, loss: 6.5250 2024-01-01 18:03:40,543 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 1 day, 19:21:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6052, loss_cls: 6.4894, loss: 6.4894 2024-01-01 18:04:40,096 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 1 day, 19:20:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.5997, loss_cls: 6.4958, loss: 6.4958 2024-01-01 18:05:39,987 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 1 day, 19:18:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.6028, loss_cls: 6.5288, loss: 6.5288 2024-01-01 18:06:39,644 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 1 day, 19:16:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.5991, loss_cls: 6.5261, loss: 6.5261 2024-01-01 18:07:38,943 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 1 day, 19:15:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.5989, loss_cls: 6.5044, loss: 6.5044 2024-01-01 18:08:38,270 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 1 day, 19:13:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.6014, loss_cls: 6.5257, loss: 6.5257 2024-01-01 18:09:37,688 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 1 day, 19:11:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.6086, loss_cls: 6.5066, loss: 6.5066 2024-01-01 18:10:37,098 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 1 day, 19:10:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3470, top5_acc: 0.5955, loss_cls: 6.5224, loss: 6.5224 2024-01-01 18:11:36,727 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 1 day, 19:08:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5975, loss_cls: 6.5382, loss: 6.5382 2024-01-01 18:12:36,294 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 1 day, 19:06:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.6052, loss_cls: 6.5182, loss: 6.5182 2024-01-01 18:13:35,588 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 1 day, 19:05:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.5984, loss_cls: 6.5174, loss: 6.5174 2024-01-01 18:14:34,765 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 1 day, 19:03:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5944, loss_cls: 6.5383, loss: 6.5383 2024-01-01 18:15:34,539 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 1 day, 19:01:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5917, loss_cls: 6.5478, loss: 6.5478 2024-01-01 18:16:34,444 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 1 day, 19:00:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5939, loss_cls: 6.5538, loss: 6.5538 2024-01-01 18:17:34,287 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 1 day, 18:58:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6081, loss_cls: 6.4915, loss: 6.4915 2024-01-01 18:18:34,592 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 1 day, 18:57:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.5972, loss_cls: 6.5306, loss: 6.5306 2024-01-01 18:19:34,580 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 1 day, 18:55:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6055, loss_cls: 6.5110, loss: 6.5110 2024-01-01 18:20:34,440 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 1 day, 18:53:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.5973, loss_cls: 6.5228, loss: 6.5228 2024-01-01 18:21:34,040 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 1 day, 18:52:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5942, loss_cls: 6.5510, loss: 6.5510 2024-01-01 18:22:33,320 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 1 day, 18:50:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5991, loss_cls: 6.5335, loss: 6.5335 2024-01-01 18:23:32,543 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 1 day, 18:48:56, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.5955, loss_cls: 6.5252, loss: 6.5252 2024-01-01 18:24:31,635 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 1 day, 18:47:16, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5898, loss_cls: 6.5709, loss: 6.5709 2024-01-01 18:25:31,004 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 1 day, 18:45:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6039, loss_cls: 6.5126, loss: 6.5126 2024-01-01 18:26:30,295 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 1 day, 18:44:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5962, loss_cls: 6.5598, loss: 6.5598 2024-01-01 18:27:30,054 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 1 day, 18:42:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5934, loss_cls: 6.5815, loss: 6.5815 2024-01-01 18:28:28,915 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 1 day, 18:40:45, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5927, loss_cls: 6.5494, loss: 6.5494 2024-01-01 18:29:28,109 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 1 day, 18:39:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5889, loss_cls: 6.5762, loss: 6.5762 2024-01-01 18:30:27,447 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 1 day, 18:37:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5905, loss_cls: 6.5977, loss: 6.5977 2024-01-01 18:31:26,509 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 1 day, 18:35:51, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5842, loss_cls: 6.5950, loss: 6.5950 2024-01-01 18:32:25,655 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 1 day, 18:34:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.6009, loss_cls: 6.5081, loss: 6.5081 2024-01-01 18:33:24,872 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 1 day, 18:32:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6034, loss_cls: 6.5156, loss: 6.5156 2024-01-01 18:34:23,956 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 1 day, 18:30:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5936, loss_cls: 6.5454, loss: 6.5454 2024-01-01 18:35:23,398 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 1 day, 18:29:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5887, loss_cls: 6.5535, loss: 6.5535 2024-01-01 18:36:22,744 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 1 day, 18:27:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5919, loss_cls: 6.5530, loss: 6.5530 2024-01-01 18:37:21,884 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 1 day, 18:26:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6036, loss_cls: 6.5107, loss: 6.5107 2024-01-01 18:37:51,425 - pyskl - INFO - Saving checkpoint at 85 epochs 2024-01-01 18:39:50,432 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 18:39:51,499 - pyskl - INFO - top1_acc 0.2375 top5_acc 0.4860 2024-01-01 18:39:51,499 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 18:39:51,551 - pyskl - INFO - mean_acc 0.2375 2024-01-01 18:39:51,572 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2375, top5_acc: 0.4860, mean_class_accuracy: 0.2375 2024-01-01 18:43:12,991 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 1 day, 18:41:38, time: 2.014, data_time: 1.423, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6112, loss_cls: 6.4476, loss: 6.4476 2024-01-01 18:44:13,266 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 1 day, 18:40:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6048, loss_cls: 6.4928, loss: 6.4928 2024-01-01 18:45:13,571 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 1 day, 18:38:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5984, loss_cls: 6.5198, loss: 6.5198 2024-01-01 18:46:12,907 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 1 day, 18:37:02, time: 0.593, data_time: 0.001, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5961, loss_cls: 6.5381, loss: 6.5381 2024-01-01 18:47:12,190 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 1 day, 18:35:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6042, loss_cls: 6.4741, loss: 6.4741 2024-01-01 18:48:12,673 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 1 day, 18:33:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6092, loss_cls: 6.4696, loss: 6.4696 2024-01-01 18:49:12,751 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 1 day, 18:32:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3456, top5_acc: 0.6038, loss_cls: 6.5037, loss: 6.5037 2024-01-01 18:50:12,538 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 1 day, 18:30:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6025, loss_cls: 6.5164, loss: 6.5164 2024-01-01 18:51:12,042 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 1 day, 18:29:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6175, loss_cls: 6.4587, loss: 6.4587 2024-01-01 18:52:11,324 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 1 day, 18:27:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.5997, loss_cls: 6.4955, loss: 6.4955 2024-01-01 18:53:10,504 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 1 day, 18:26:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5969, loss_cls: 6.5061, loss: 6.5061 2024-01-01 18:54:09,670 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 1 day, 18:24:28, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.5919, loss_cls: 6.5159, loss: 6.5159 2024-01-01 18:55:08,904 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 1 day, 18:22:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5887, loss_cls: 6.5775, loss: 6.5775 2024-01-01 18:56:07,958 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 1 day, 18:21:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.6003, loss_cls: 6.5095, loss: 6.5095 2024-01-01 18:57:06,956 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 1 day, 18:19:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6089, loss_cls: 6.4885, loss: 6.4885 2024-01-01 18:58:06,123 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 1 day, 18:18:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6034, loss_cls: 6.4665, loss: 6.4665 2024-01-01 18:59:04,959 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 1 day, 18:16:22, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5939, loss_cls: 6.5589, loss: 6.5589 2024-01-01 19:00:04,243 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 1 day, 18:14:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6123, loss_cls: 6.4815, loss: 6.4815 2024-01-01 19:01:03,568 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 1 day, 18:13:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6022, loss_cls: 6.5007, loss: 6.5007 2024-01-01 19:02:02,810 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 1 day, 18:11:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.5913, loss_cls: 6.5631, loss: 6.5631 2024-01-01 19:03:02,115 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 1 day, 18:10:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.5977, loss_cls: 6.5084, loss: 6.5084 2024-01-01 19:04:01,386 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 1 day, 18:08:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5988, loss_cls: 6.5202, loss: 6.5202 2024-01-01 19:05:00,910 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 1 day, 18:07:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6042, loss_cls: 6.4970, loss: 6.4970 2024-01-01 19:06:00,286 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 1 day, 18:05:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5952, loss_cls: 6.5454, loss: 6.5454 2024-01-01 19:06:59,657 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 1 day, 18:03:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.6009, loss_cls: 6.5317, loss: 6.5317 2024-01-01 19:07:58,985 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 1 day, 18:02:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.5906, loss_cls: 6.5444, loss: 6.5444 2024-01-01 19:08:58,983 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 1 day, 18:00:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.5956, loss_cls: 6.5009, loss: 6.5009 2024-01-01 19:09:58,447 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 1 day, 17:59:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.6044, loss_cls: 6.4899, loss: 6.4899 2024-01-01 19:10:58,043 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 1 day, 17:57:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5881, loss_cls: 6.5711, loss: 6.5711 2024-01-01 19:11:57,569 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 1 day, 17:56:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6022, loss_cls: 6.4768, loss: 6.4768 2024-01-01 19:12:56,907 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 1 day, 17:54:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5836, loss_cls: 6.5799, loss: 6.5799 2024-01-01 19:13:56,214 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 1 day, 17:53:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5994, loss_cls: 6.5609, loss: 6.5609 2024-01-01 19:14:55,584 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 1 day, 17:51:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5923, loss_cls: 6.5555, loss: 6.5555 2024-01-01 19:15:54,936 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 1 day, 17:50:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.5992, loss_cls: 6.5388, loss: 6.5388 2024-01-01 19:16:54,587 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 1 day, 17:48:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5972, loss_cls: 6.5382, loss: 6.5382 2024-01-01 19:17:54,228 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 1 day, 17:47:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3412, top5_acc: 0.6059, loss_cls: 6.5007, loss: 6.5007 2024-01-01 19:18:53,575 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 1 day, 17:46:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.6008, loss_cls: 6.5054, loss: 6.5054 2024-01-01 19:19:23,302 - pyskl - INFO - Saving checkpoint at 86 epochs 2024-01-01 19:21:18,466 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 19:21:19,215 - pyskl - INFO - top1_acc 0.2702 top5_acc 0.5165 2024-01-01 19:21:19,216 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 19:21:19,255 - pyskl - INFO - mean_acc 0.2702 2024-01-01 19:21:19,263 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2702, top5_acc: 0.5165, mean_class_accuracy: 0.2702 2024-01-01 19:24:39,912 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 1 day, 17:58:58, time: 2.006, data_time: 1.411, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6177, loss_cls: 6.4451, loss: 6.4451 2024-01-01 19:25:39,118 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 1 day, 17:57:25, time: 0.592, data_time: 0.001, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6106, loss_cls: 6.4854, loss: 6.4854 2024-01-01 19:26:39,077 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 1 day, 17:55:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6053, loss_cls: 6.4550, loss: 6.4550 2024-01-01 19:27:38,953 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 1 day, 17:54:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6106, loss_cls: 6.4669, loss: 6.4669 2024-01-01 19:28:38,328 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 1 day, 17:52:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6002, loss_cls: 6.5123, loss: 6.5123 2024-01-01 19:29:37,683 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 1 day, 17:51:26, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6117, loss_cls: 6.4703, loss: 6.4703 2024-01-01 19:30:37,049 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 1 day, 17:49:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5991, loss_cls: 6.5138, loss: 6.5138 2024-01-01 19:31:36,158 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 1 day, 17:48:21, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6070, loss_cls: 6.4912, loss: 6.4912 2024-01-01 19:32:35,572 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 1 day, 17:46:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6067, loss_cls: 6.4955, loss: 6.4955 2024-01-01 19:33:34,947 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 1 day, 17:45:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.6023, loss_cls: 6.5092, loss: 6.5092 2024-01-01 19:34:34,459 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 1 day, 17:43:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6003, loss_cls: 6.5095, loss: 6.5095 2024-01-01 19:35:33,844 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 1 day, 17:42:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.5989, loss_cls: 6.5185, loss: 6.5185 2024-01-01 19:36:33,169 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 1 day, 17:40:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6125, loss_cls: 6.4503, loss: 6.4503 2024-01-01 19:37:32,503 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 1 day, 17:39:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3344, top5_acc: 0.5944, loss_cls: 6.5364, loss: 6.5364 2024-01-01 19:38:32,250 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 1 day, 17:37:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.6056, loss_cls: 6.4888, loss: 6.4888 2024-01-01 19:39:31,644 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 1 day, 17:36:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.5906, loss_cls: 6.5292, loss: 6.5292 2024-01-01 19:40:31,148 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 1 day, 17:34:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6008, loss_cls: 6.4847, loss: 6.4847 2024-01-01 19:41:30,509 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 1 day, 17:33:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5973, loss_cls: 6.5482, loss: 6.5482 2024-01-01 19:42:29,700 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 1 day, 17:31:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6052, loss_cls: 6.5328, loss: 6.5328 2024-01-01 19:43:28,807 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 1 day, 17:30:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6136, loss_cls: 6.4536, loss: 6.4536 2024-01-01 19:44:27,928 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 1 day, 17:28:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.5933, loss_cls: 6.5255, loss: 6.5255 2024-01-01 19:45:27,417 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 1 day, 17:27:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5962, loss_cls: 6.5412, loss: 6.5412 2024-01-01 19:46:26,835 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 1 day, 17:25:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6098, loss_cls: 6.4567, loss: 6.4567 2024-01-01 19:47:26,137 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 1 day, 17:24:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6030, loss_cls: 6.4860, loss: 6.4860 2024-01-01 19:48:26,373 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 1 day, 17:23:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3367, top5_acc: 0.6002, loss_cls: 6.5078, loss: 6.5078 2024-01-01 19:49:26,560 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 1 day, 17:21:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6011, loss_cls: 6.5247, loss: 6.5247 2024-01-01 19:50:26,914 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 1 day, 17:20:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6070, loss_cls: 6.4738, loss: 6.4738 2024-01-01 19:51:27,064 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 1 day, 17:19:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.6000, loss_cls: 6.5222, loss: 6.5222 2024-01-01 19:52:27,461 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 1 day, 17:17:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5938, loss_cls: 6.5023, loss: 6.5023 2024-01-01 19:53:27,756 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 1 day, 17:16:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5944, loss_cls: 6.5503, loss: 6.5503 2024-01-01 19:54:27,366 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 1 day, 17:14:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.5998, loss_cls: 6.5033, loss: 6.5033 2024-01-01 19:55:27,671 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 1 day, 17:13:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5972, loss_cls: 6.5274, loss: 6.5274 2024-01-01 19:56:27,410 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 1 day, 17:12:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5953, loss_cls: 6.5236, loss: 6.5236 2024-01-01 19:57:26,917 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 1 day, 17:10:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.5983, loss_cls: 6.5137, loss: 6.5137 2024-01-01 19:58:26,661 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 1 day, 17:09:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.6003, loss_cls: 6.5279, loss: 6.5279 2024-01-01 19:59:26,988 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 1 day, 17:08:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.5905, loss_cls: 6.5293, loss: 6.5293 2024-01-01 20:00:27,312 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 1 day, 17:06:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.6064, loss_cls: 6.4998, loss: 6.4998 2024-01-01 20:00:57,613 - pyskl - INFO - Saving checkpoint at 87 epochs 2024-01-01 20:02:58,466 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 20:02:59,525 - pyskl - INFO - top1_acc 0.2503 top5_acc 0.4994 2024-01-01 20:02:59,525 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 20:02:59,569 - pyskl - INFO - mean_acc 0.2500 2024-01-01 20:02:59,580 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2503, top5_acc: 0.4994, mean_class_accuracy: 0.2500 2024-01-01 20:06:23,672 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 1 day, 17:18:18, time: 2.041, data_time: 1.450, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6134, loss_cls: 6.4399, loss: 6.4399 2024-01-01 20:07:23,081 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 1 day, 17:16:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6053, loss_cls: 6.4512, loss: 6.4512 2024-01-01 20:08:22,995 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 1 day, 17:15:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.6119, loss_cls: 6.4818, loss: 6.4818 2024-01-01 20:09:22,625 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 1 day, 17:13:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5989, loss_cls: 6.5031, loss: 6.5031 2024-01-01 20:10:22,996 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 1 day, 17:12:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6077, loss_cls: 6.4829, loss: 6.4829 2024-01-01 20:11:22,011 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 1 day, 17:11:08, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.6020, loss_cls: 6.5009, loss: 6.5009 2024-01-01 20:12:21,390 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 1 day, 17:09:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5975, loss_cls: 6.5170, loss: 6.5170 2024-01-01 20:13:21,288 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 1 day, 17:08:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6044, loss_cls: 6.4838, loss: 6.4838 2024-01-01 20:14:21,209 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 1 day, 17:06:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6123, loss_cls: 6.4790, loss: 6.4790 2024-01-01 20:15:21,588 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 1 day, 17:05:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.6006, loss_cls: 6.4990, loss: 6.4990 2024-01-01 20:16:21,078 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 1 day, 17:04:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.6066, loss_cls: 6.4762, loss: 6.4762 2024-01-01 20:17:20,687 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 1 day, 17:02:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6083, loss_cls: 6.4893, loss: 6.4893 2024-01-01 20:18:20,659 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 1 day, 17:01:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6072, loss_cls: 6.4785, loss: 6.4785 2024-01-01 20:19:20,259 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 1 day, 16:59:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3448, top5_acc: 0.6142, loss_cls: 6.4592, loss: 6.4592 2024-01-01 20:20:19,593 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 1 day, 16:58:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3470, top5_acc: 0.6016, loss_cls: 6.5096, loss: 6.5096 2024-01-01 20:21:19,140 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 1 day, 16:57:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.5994, loss_cls: 6.4991, loss: 6.4991 2024-01-01 20:22:18,440 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 1 day, 16:55:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6083, loss_cls: 6.4633, loss: 6.4633 2024-01-01 20:23:18,013 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 1 day, 16:54:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5925, loss_cls: 6.5560, loss: 6.5560 2024-01-01 20:24:17,548 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 1 day, 16:52:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6148, loss_cls: 6.4431, loss: 6.4431 2024-01-01 20:25:17,022 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 1 day, 16:51:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6072, loss_cls: 6.4767, loss: 6.4767 2024-01-01 20:26:16,790 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 1 day, 16:49:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6062, loss_cls: 6.4763, loss: 6.4763 2024-01-01 20:27:16,418 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 1 day, 16:48:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3473, top5_acc: 0.6059, loss_cls: 6.4693, loss: 6.4693 2024-01-01 20:28:16,597 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 1 day, 16:47:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5995, loss_cls: 6.5381, loss: 6.5381 2024-01-01 20:29:15,910 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 1 day, 16:45:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6084, loss_cls: 6.4459, loss: 6.4459 2024-01-01 20:30:15,823 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 1 day, 16:44:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6033, loss_cls: 6.5037, loss: 6.5037 2024-01-01 20:31:16,126 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 1 day, 16:43:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.6058, loss_cls: 6.5240, loss: 6.5240 2024-01-01 20:32:16,290 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 1 day, 16:41:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5897, loss_cls: 6.5375, loss: 6.5375 2024-01-01 20:33:16,413 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 1 day, 16:40:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.6095, loss_cls: 6.4748, loss: 6.4748 2024-01-01 20:34:16,620 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 1 day, 16:39:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3464, top5_acc: 0.6092, loss_cls: 6.4907, loss: 6.4907 2024-01-01 20:35:16,960 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 1 day, 16:37:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6119, loss_cls: 6.4484, loss: 6.4484 2024-01-01 20:36:17,258 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 1 day, 16:36:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5970, loss_cls: 6.5180, loss: 6.5180 2024-01-01 20:37:17,357 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 1 day, 16:35:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6044, loss_cls: 6.5006, loss: 6.5006 2024-01-01 20:38:17,676 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 1 day, 16:33:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6042, loss_cls: 6.4880, loss: 6.4880 2024-01-01 20:39:17,954 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 1 day, 16:32:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.5972, loss_cls: 6.5281, loss: 6.5281 2024-01-01 20:40:18,551 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 1 day, 16:31:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.5984, loss_cls: 6.5006, loss: 6.5006 2024-01-01 20:41:18,910 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 1 day, 16:30:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6033, loss_cls: 6.4916, loss: 6.4916 2024-01-01 20:42:19,221 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 1 day, 16:28:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.6092, loss_cls: 6.4929, loss: 6.4929 2024-01-01 20:42:49,428 - pyskl - INFO - Saving checkpoint at 88 epochs 2024-01-01 20:44:51,735 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 20:44:52,775 - pyskl - INFO - top1_acc 0.2638 top5_acc 0.5035 2024-01-01 20:44:52,775 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 20:44:52,817 - pyskl - INFO - mean_acc 0.2636 2024-01-01 20:44:52,827 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2638, top5_acc: 0.5035, mean_class_accuracy: 0.2636 2024-01-01 20:48:15,221 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 1 day, 16:38:36, time: 2.024, data_time: 1.427, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6153, loss_cls: 6.4193, loss: 6.4193 2024-01-01 20:49:14,478 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 1 day, 16:37:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6189, loss_cls: 6.4381, loss: 6.4381 2024-01-01 20:50:14,245 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 1 day, 16:35:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6267, loss_cls: 6.3902, loss: 6.3902 2024-01-01 20:51:14,030 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 1 day, 16:34:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6012, loss_cls: 6.4886, loss: 6.4886 2024-01-01 20:52:13,826 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 1 day, 16:33:02, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6159, loss_cls: 6.4396, loss: 6.4396 2024-01-01 20:53:13,082 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 1 day, 16:31:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6070, loss_cls: 6.4870, loss: 6.4870 2024-01-01 20:54:12,291 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 1 day, 16:30:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6164, loss_cls: 6.4723, loss: 6.4723 2024-01-01 20:55:12,097 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 1 day, 16:28:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6108, loss_cls: 6.4552, loss: 6.4552 2024-01-01 20:56:11,333 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 1 day, 16:27:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.6028, loss_cls: 6.5028, loss: 6.5028 2024-01-01 20:57:10,347 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 1 day, 16:25:56, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6000, loss_cls: 6.5099, loss: 6.5099 2024-01-01 20:58:09,542 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 1 day, 16:24:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.6105, loss_cls: 6.4523, loss: 6.4523 2024-01-01 20:59:09,007 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 1 day, 16:23:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6014, loss_cls: 6.5159, loss: 6.5159 2024-01-01 21:00:08,354 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 1 day, 16:21:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6025, loss_cls: 6.4937, loss: 6.4937 2024-01-01 21:01:08,385 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 1 day, 16:20:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6014, loss_cls: 6.4833, loss: 6.4833 2024-01-01 21:02:08,458 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 1 day, 16:19:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.6067, loss_cls: 6.4937, loss: 6.4937 2024-01-01 21:03:08,949 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 1 day, 16:17:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6047, loss_cls: 6.4622, loss: 6.4622 2024-01-01 21:04:09,108 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 1 day, 16:16:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6022, loss_cls: 6.4752, loss: 6.4752 2024-01-01 21:05:09,346 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 1 day, 16:15:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6059, loss_cls: 6.4802, loss: 6.4802 2024-01-01 21:06:09,547 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 1 day, 16:13:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.5991, loss_cls: 6.4977, loss: 6.4977 2024-01-01 21:07:09,497 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 1 day, 16:12:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6092, loss_cls: 6.4959, loss: 6.4959 2024-01-01 21:08:08,989 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 1 day, 16:11:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.6050, loss_cls: 6.4928, loss: 6.4928 2024-01-01 21:09:09,034 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 1 day, 16:09:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6053, loss_cls: 6.4783, loss: 6.4783 2024-01-01 21:10:09,008 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 1 day, 16:08:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.6061, loss_cls: 6.4723, loss: 6.4723 2024-01-01 21:11:09,154 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 1 day, 16:07:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6100, loss_cls: 6.4644, loss: 6.4644 2024-01-01 21:12:08,778 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 1 day, 16:05:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5917, loss_cls: 6.5090, loss: 6.5090 2024-01-01 21:13:08,265 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 1 day, 16:04:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.6003, loss_cls: 6.4957, loss: 6.4957 2024-01-01 21:14:08,279 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 1 day, 16:03:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6064, loss_cls: 6.5037, loss: 6.5037 2024-01-01 21:15:07,613 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 1 day, 16:01:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.6027, loss_cls: 6.4953, loss: 6.4953 2024-01-01 21:16:07,057 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 1 day, 16:00:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6103, loss_cls: 6.4673, loss: 6.4673 2024-01-01 21:17:06,271 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 1 day, 15:59:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.6127, loss_cls: 6.4710, loss: 6.4710 2024-01-01 21:18:05,223 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 1 day, 15:57:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6008, loss_cls: 6.4874, loss: 6.4874 2024-01-01 21:19:04,392 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 1 day, 15:56:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6047, loss_cls: 6.4875, loss: 6.4875 2024-01-01 21:20:03,538 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 1 day, 15:54:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6128, loss_cls: 6.4596, loss: 6.4596 2024-01-01 21:21:02,933 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 1 day, 15:53:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6045, loss_cls: 6.4544, loss: 6.4544 2024-01-01 21:22:02,070 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 1 day, 15:52:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6156, loss_cls: 6.4299, loss: 6.4299 2024-01-01 21:23:01,302 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 1 day, 15:50:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6042, loss_cls: 6.5135, loss: 6.5135 2024-01-01 21:24:00,516 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 1 day, 15:49:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6062, loss_cls: 6.4564, loss: 6.4564 2024-01-01 21:24:30,512 - pyskl - INFO - Saving checkpoint at 89 epochs 2024-01-01 21:26:28,981 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 21:26:29,796 - pyskl - INFO - top1_acc 0.2837 top5_acc 0.5320 2024-01-01 21:26:29,797 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 21:26:29,828 - pyskl - INFO - mean_acc 0.2836 2024-01-01 21:26:29,834 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_84.pth was removed 2024-01-01 21:26:30,069 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. 2024-01-01 21:26:30,070 - pyskl - INFO - Best top1_acc is 0.2837 at 89 epoch. 2024-01-01 21:26:30,077 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2837, top5_acc: 0.5320, mean_class_accuracy: 0.2836 2024-01-01 21:29:50,019 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 1 day, 15:57:48, time: 1.999, data_time: 1.402, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6164, loss_cls: 6.4219, loss: 6.4219 2024-01-01 21:30:48,990 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 1 day, 15:56:23, time: 0.590, data_time: 0.001, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6042, loss_cls: 6.4784, loss: 6.4784 2024-01-01 21:31:48,285 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 1 day, 15:55:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6223, loss_cls: 6.3919, loss: 6.3919 2024-01-01 21:32:47,494 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 1 day, 15:53:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6142, loss_cls: 6.4224, loss: 6.4224 2024-01-01 21:33:47,752 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 1 day, 15:52:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6109, loss_cls: 6.4432, loss: 6.4432 2024-01-01 21:34:47,792 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 1 day, 15:50:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6164, loss_cls: 6.4325, loss: 6.4325 2024-01-01 21:35:47,131 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 1 day, 15:49:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.6145, loss_cls: 6.4239, loss: 6.4239 2024-01-01 21:36:46,325 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 1 day, 15:48:14, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5939, loss_cls: 6.5169, loss: 6.5169 2024-01-01 21:37:45,667 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 1 day, 15:46:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6095, loss_cls: 6.4618, loss: 6.4618 2024-01-01 21:38:44,321 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 1 day, 15:45:25, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6145, loss_cls: 6.4403, loss: 6.4403 2024-01-01 21:39:43,363 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 1 day, 15:44:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6072, loss_cls: 6.4631, loss: 6.4631 2024-01-01 21:40:42,181 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 1 day, 15:42:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6034, loss_cls: 6.4673, loss: 6.4673 2024-01-01 21:41:41,192 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 1 day, 15:41:13, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6092, loss_cls: 6.4875, loss: 6.4875 2024-01-01 21:42:40,325 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 1 day, 15:39:50, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6098, loss_cls: 6.4417, loss: 6.4417 2024-01-01 21:43:39,874 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 1 day, 15:38:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6153, loss_cls: 6.4395, loss: 6.4395 2024-01-01 21:44:39,969 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 1 day, 15:37:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.6039, loss_cls: 6.5089, loss: 6.5089 2024-01-01 21:45:39,652 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 1 day, 15:35:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6102, loss_cls: 6.4425, loss: 6.4425 2024-01-01 21:46:38,693 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 1 day, 15:34:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6133, loss_cls: 6.4550, loss: 6.4550 2024-01-01 21:47:38,201 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 1 day, 15:33:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6056, loss_cls: 6.4906, loss: 6.4906 2024-01-01 21:48:37,975 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 1 day, 15:31:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6095, loss_cls: 6.4773, loss: 6.4773 2024-01-01 21:49:37,747 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 1 day, 15:30:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6069, loss_cls: 6.4769, loss: 6.4769 2024-01-01 21:50:36,944 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 1 day, 15:29:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6050, loss_cls: 6.4582, loss: 6.4582 2024-01-01 21:51:36,524 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 1 day, 15:27:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6050, loss_cls: 6.5015, loss: 6.5015 2024-01-01 21:52:36,780 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 1 day, 15:26:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6125, loss_cls: 6.4336, loss: 6.4336 2024-01-01 21:53:36,085 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 1 day, 15:25:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.6108, loss_cls: 6.4785, loss: 6.4785 2024-01-01 21:54:35,256 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 1 day, 15:23:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6180, loss_cls: 6.4330, loss: 6.4330 2024-01-01 21:55:34,359 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 1 day, 15:22:30, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.6067, loss_cls: 6.4940, loss: 6.4940 2024-01-01 21:56:33,591 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 1 day, 15:21:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6098, loss_cls: 6.4612, loss: 6.4612 2024-01-01 21:57:32,546 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 1 day, 15:19:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3412, top5_acc: 0.6073, loss_cls: 6.4750, loss: 6.4750 2024-01-01 21:58:31,460 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 1 day, 15:18:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5856, loss_cls: 6.5693, loss: 6.5693 2024-01-01 21:59:30,609 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 1 day, 15:17:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6127, loss_cls: 6.4664, loss: 6.4664 2024-01-01 22:00:29,665 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 1 day, 15:15:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.6089, loss_cls: 6.4916, loss: 6.4916 2024-01-01 22:01:28,892 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 1 day, 15:14:21, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.6036, loss_cls: 6.5004, loss: 6.5004 2024-01-01 22:02:28,054 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 1 day, 15:13:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6112, loss_cls: 6.4567, loss: 6.4567 2024-01-01 22:03:27,200 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 1 day, 15:11:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6092, loss_cls: 6.4552, loss: 6.4552 2024-01-01 22:04:26,593 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 1 day, 15:10:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6077, loss_cls: 6.4803, loss: 6.4803 2024-01-01 22:05:25,692 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 1 day, 15:09:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6128, loss_cls: 6.4593, loss: 6.4593 2024-01-01 22:05:55,044 - pyskl - INFO - Saving checkpoint at 90 epochs 2024-01-01 22:07:52,817 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 22:07:53,606 - pyskl - INFO - top1_acc 0.2733 top5_acc 0.5177 2024-01-01 22:07:53,606 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 22:07:53,636 - pyskl - INFO - mean_acc 0.2730 2024-01-01 22:07:53,643 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2733, top5_acc: 0.5177, mean_class_accuracy: 0.2730 2024-01-01 22:11:13,172 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 1 day, 15:16:27, time: 1.995, data_time: 1.396, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6164, loss_cls: 6.4035, loss: 6.4035 2024-01-01 22:12:12,495 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 1 day, 15:15:06, time: 0.593, data_time: 0.001, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6100, loss_cls: 6.4245, loss: 6.4245 2024-01-01 22:13:11,937 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 1 day, 15:13:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6167, loss_cls: 6.4049, loss: 6.4049 2024-01-01 22:14:11,672 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 1 day, 15:12:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6091, loss_cls: 6.4118, loss: 6.4118 2024-01-01 22:15:10,800 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 1 day, 15:11:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6089, loss_cls: 6.4606, loss: 6.4606 2024-01-01 22:16:10,411 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 1 day, 15:09:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6175, loss_cls: 6.4131, loss: 6.4131 2024-01-01 22:17:09,934 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 1 day, 15:08:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6162, loss_cls: 6.4126, loss: 6.4126 2024-01-01 22:18:09,161 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 1 day, 15:07:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6141, loss_cls: 6.4043, loss: 6.4043 2024-01-01 22:19:07,904 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 1 day, 15:05:43, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6116, loss_cls: 6.4490, loss: 6.4490 2024-01-01 22:20:07,084 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 1 day, 15:04:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6153, loss_cls: 6.4442, loss: 6.4442 2024-01-01 22:21:06,172 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 1 day, 15:03:01, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6128, loss_cls: 6.4685, loss: 6.4685 2024-01-01 22:22:05,068 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 1 day, 15:01:39, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6017, loss_cls: 6.4873, loss: 6.4873 2024-01-01 22:23:04,260 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 1 day, 15:00:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6078, loss_cls: 6.4429, loss: 6.4429 2024-01-01 22:24:03,635 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 1 day, 14:58:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6125, loss_cls: 6.4571, loss: 6.4571 2024-01-01 22:25:03,078 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 1 day, 14:57:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6222, loss_cls: 6.4296, loss: 6.4296 2024-01-01 22:26:02,398 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 1 day, 14:56:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6058, loss_cls: 6.4761, loss: 6.4761 2024-01-01 22:27:01,689 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 1 day, 14:55:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.6033, loss_cls: 6.4775, loss: 6.4775 2024-01-01 22:28:00,821 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 1 day, 14:53:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6120, loss_cls: 6.4552, loss: 6.4552 2024-01-01 22:29:00,133 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 1 day, 14:52:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6142, loss_cls: 6.4492, loss: 6.4492 2024-01-01 22:29:59,297 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 1 day, 14:51:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6028, loss_cls: 6.4458, loss: 6.4458 2024-01-01 22:30:58,305 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 1 day, 14:49:40, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6158, loss_cls: 6.4397, loss: 6.4397 2024-01-01 22:31:57,310 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 1 day, 14:48:19, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6198, loss_cls: 6.4094, loss: 6.4094 2024-01-01 22:32:56,551 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 1 day, 14:47:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6189, loss_cls: 6.4236, loss: 6.4236 2024-01-01 22:33:55,933 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 1 day, 14:45:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6078, loss_cls: 6.4924, loss: 6.4924 2024-01-01 22:34:55,365 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 1 day, 14:44:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.6142, loss_cls: 6.4314, loss: 6.4314 2024-01-01 22:35:54,734 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 1 day, 14:43:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6117, loss_cls: 6.4589, loss: 6.4589 2024-01-01 22:36:53,849 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 1 day, 14:41:45, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6125, loss_cls: 6.4489, loss: 6.4489 2024-01-01 22:37:52,906 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 1 day, 14:40:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3489, top5_acc: 0.6002, loss_cls: 6.4913, loss: 6.4913 2024-01-01 22:38:51,764 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 1 day, 14:39:04, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6081, loss_cls: 6.4781, loss: 6.4781 2024-01-01 22:39:50,925 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 1 day, 14:37:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6022, loss_cls: 6.4673, loss: 6.4673 2024-01-01 22:40:49,902 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 1 day, 14:36:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6039, loss_cls: 6.4706, loss: 6.4706 2024-01-01 22:41:48,866 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 1 day, 14:35:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6052, loss_cls: 6.4661, loss: 6.4661 2024-01-01 22:42:47,769 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 1 day, 14:33:45, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6133, loss_cls: 6.4415, loss: 6.4415 2024-01-01 22:43:46,956 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 1 day, 14:32:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6222, loss_cls: 6.4179, loss: 6.4179 2024-01-01 22:44:46,334 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 1 day, 14:31:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6038, loss_cls: 6.4777, loss: 6.4777 2024-01-01 22:45:45,937 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 1 day, 14:29:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6072, loss_cls: 6.4581, loss: 6.4581 2024-01-01 22:46:45,157 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 1 day, 14:28:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6058, loss_cls: 6.4493, loss: 6.4493 2024-01-01 22:47:14,670 - pyskl - INFO - Saving checkpoint at 91 epochs 2024-01-01 22:49:13,489 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 22:49:14,527 - pyskl - INFO - top1_acc 0.2805 top5_acc 0.5294 2024-01-01 22:49:14,527 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 22:49:14,564 - pyskl - INFO - mean_acc 0.2804 2024-01-01 22:49:14,571 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2805, top5_acc: 0.5294, mean_class_accuracy: 0.2804 2024-01-01 22:52:35,603 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 1 day, 14:35:18, time: 2.010, data_time: 1.410, memory: 16177, top1_acc: 0.3605, top5_acc: 0.6214, loss_cls: 6.4003, loss: 6.4003 2024-01-01 22:53:34,842 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 1 day, 14:33:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3655, top5_acc: 0.6233, loss_cls: 6.3762, loss: 6.3762 2024-01-01 22:54:34,157 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 1 day, 14:32:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6344, loss_cls: 6.3519, loss: 6.3519 2024-01-01 22:55:33,771 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 1 day, 14:31:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3464, top5_acc: 0.6095, loss_cls: 6.4415, loss: 6.4415 2024-01-01 22:56:32,791 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 1 day, 14:30:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6105, loss_cls: 6.4468, loss: 6.4468 2024-01-01 22:57:32,068 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 1 day, 14:28:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6178, loss_cls: 6.3988, loss: 6.3988 2024-01-01 22:58:32,094 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 1 day, 14:27:28, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6230, loss_cls: 6.4299, loss: 6.4299 2024-01-01 22:59:31,454 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 1 day, 14:26:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.5995, loss_cls: 6.4602, loss: 6.4602 2024-01-01 23:00:30,432 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 1 day, 14:24:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6127, loss_cls: 6.4204, loss: 6.4204 2024-01-01 23:01:29,712 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 1 day, 14:23:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6112, loss_cls: 6.4486, loss: 6.4486 2024-01-01 23:02:28,352 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 1 day, 14:22:10, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6120, loss_cls: 6.4199, loss: 6.4199 2024-01-01 23:03:27,211 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 1 day, 14:20:50, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6209, loss_cls: 6.4026, loss: 6.4026 2024-01-01 23:04:26,108 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 1 day, 14:19:30, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6122, loss_cls: 6.4394, loss: 6.4394 2024-01-01 23:05:25,066 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 1 day, 14:18:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6131, loss_cls: 6.4288, loss: 6.4288 2024-01-01 23:06:24,036 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 1 day, 14:16:51, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6103, loss_cls: 6.4665, loss: 6.4665 2024-01-01 23:07:23,130 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 1 day, 14:15:32, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6164, loss_cls: 6.4119, loss: 6.4119 2024-01-01 23:08:22,746 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 1 day, 14:14:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6180, loss_cls: 6.4132, loss: 6.4132 2024-01-01 23:09:22,452 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 1 day, 14:12:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6141, loss_cls: 6.4333, loss: 6.4333 2024-01-01 23:10:22,444 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 1 day, 14:11:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6136, loss_cls: 6.4057, loss: 6.4057 2024-01-01 23:11:22,458 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 1 day, 14:10:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3603, top5_acc: 0.6080, loss_cls: 6.4583, loss: 6.4583 2024-01-01 23:12:22,455 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 1 day, 14:09:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6178, loss_cls: 6.4227, loss: 6.4227 2024-01-01 23:13:22,052 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 1 day, 14:07:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6141, loss_cls: 6.4596, loss: 6.4596 2024-01-01 23:14:21,342 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 1 day, 14:06:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6092, loss_cls: 6.4490, loss: 6.4490 2024-01-01 23:15:21,139 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 1 day, 14:05:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6122, loss_cls: 6.4465, loss: 6.4465 2024-01-01 23:16:20,995 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 1 day, 14:04:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3533, top5_acc: 0.6109, loss_cls: 6.4507, loss: 6.4507 2024-01-01 23:17:19,772 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 1 day, 14:02:52, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6111, loss_cls: 6.4511, loss: 6.4511 2024-01-01 23:18:19,038 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 1 day, 14:01:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6120, loss_cls: 6.4488, loss: 6.4488 2024-01-01 23:19:18,263 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 1 day, 14:00:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6061, loss_cls: 6.4398, loss: 6.4398 2024-01-01 23:20:18,215 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 1 day, 13:59:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3344, top5_acc: 0.6064, loss_cls: 6.5005, loss: 6.5005 2024-01-01 23:21:18,071 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 1 day, 13:57:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6173, loss_cls: 6.4124, loss: 6.4124 2024-01-01 23:22:17,374 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 1 day, 13:56:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6208, loss_cls: 6.4006, loss: 6.4006 2024-01-01 23:23:16,474 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 1 day, 13:55:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.5983, loss_cls: 6.5054, loss: 6.5054 2024-01-01 23:24:15,972 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 1 day, 13:53:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.6098, loss_cls: 6.4488, loss: 6.4488 2024-01-01 23:25:15,078 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 1 day, 13:52:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6069, loss_cls: 6.4611, loss: 6.4611 2024-01-01 23:26:14,098 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 1 day, 13:51:22, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6186, loss_cls: 6.4239, loss: 6.4239 2024-01-01 23:27:13,091 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 1 day, 13:50:04, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6044, loss_cls: 6.4531, loss: 6.4531 2024-01-01 23:28:12,310 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 1 day, 13:48:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.6083, loss_cls: 6.4655, loss: 6.4655 2024-01-01 23:28:42,100 - pyskl - INFO - Saving checkpoint at 92 epochs 2024-01-01 23:30:40,862 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-01 23:30:41,922 - pyskl - INFO - top1_acc 0.2965 top5_acc 0.5435 2024-01-01 23:30:41,922 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-01 23:30:41,960 - pyskl - INFO - mean_acc 0.2961 2024-01-01 23:30:41,966 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_89.pth was removed 2024-01-01 23:30:42,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2024-01-01 23:30:42,262 - pyskl - INFO - Best top1_acc is 0.2965 at 92 epoch. 2024-01-01 23:30:42,270 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.2965, top5_acc: 0.5435, mean_class_accuracy: 0.2961 2024-01-01 23:34:01,253 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 1 day, 13:54:40, time: 1.990, data_time: 1.388, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6236, loss_cls: 6.3658, loss: 6.3658 2024-01-01 23:35:00,367 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 1 day, 13:53:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6208, loss_cls: 6.3793, loss: 6.3793 2024-01-01 23:35:59,253 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 1 day, 13:52:03, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6169, loss_cls: 6.4467, loss: 6.4467 2024-01-01 23:36:58,563 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 1 day, 13:50:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6181, loss_cls: 6.4102, loss: 6.4102 2024-01-01 23:37:57,967 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 1 day, 13:49:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6138, loss_cls: 6.4086, loss: 6.4086 2024-01-01 23:38:56,837 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 1 day, 13:48:10, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6219, loss_cls: 6.4101, loss: 6.4101 2024-01-01 23:39:56,504 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 1 day, 13:46:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6212, loss_cls: 6.4085, loss: 6.4085 2024-01-01 23:40:56,596 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 1 day, 13:45:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6152, loss_cls: 6.4259, loss: 6.4259 2024-01-01 23:41:55,933 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 1 day, 13:44:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6166, loss_cls: 6.4043, loss: 6.4043 2024-01-01 23:42:55,022 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 1 day, 13:43:06, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3533, top5_acc: 0.6217, loss_cls: 6.4022, loss: 6.4022 2024-01-01 23:43:53,932 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 1 day, 13:41:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6162, loss_cls: 6.4193, loss: 6.4193 2024-01-01 23:44:52,689 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 1 day, 13:40:28, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6259, loss_cls: 6.4025, loss: 6.4025 2024-01-01 23:45:51,531 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 1 day, 13:39:10, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6289, loss_cls: 6.3890, loss: 6.3890 2024-01-01 23:46:50,512 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 1 day, 13:37:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6120, loss_cls: 6.4195, loss: 6.4195 2024-01-01 23:47:49,639 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 1 day, 13:36:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3733, top5_acc: 0.6327, loss_cls: 6.3446, loss: 6.3446 2024-01-01 23:48:48,558 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 1 day, 13:35:16, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6186, loss_cls: 6.4411, loss: 6.4411 2024-01-01 23:49:47,593 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 1 day, 13:33:59, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6117, loss_cls: 6.4471, loss: 6.4471 2024-01-01 23:50:46,570 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 1 day, 13:32:41, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6158, loss_cls: 6.4004, loss: 6.4004 2024-01-01 23:51:45,647 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 1 day, 13:31:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6041, loss_cls: 6.4397, loss: 6.4397 2024-01-01 23:52:44,849 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 1 day, 13:30:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6138, loss_cls: 6.4198, loss: 6.4198 2024-01-01 23:53:44,231 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 1 day, 13:28:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6231, loss_cls: 6.4040, loss: 6.4040 2024-01-01 23:54:43,460 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 1 day, 13:27:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6170, loss_cls: 6.4041, loss: 6.4041 2024-01-01 23:55:42,445 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 1 day, 13:26:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6136, loss_cls: 6.4373, loss: 6.4373 2024-01-01 23:56:41,449 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 1 day, 13:25:01, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6167, loss_cls: 6.4063, loss: 6.4063 2024-01-01 23:57:40,833 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 1 day, 13:23:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6200, loss_cls: 6.4172, loss: 6.4172 2024-01-01 23:58:40,082 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 1 day, 13:22:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6181, loss_cls: 6.3895, loss: 6.3895 2024-01-01 23:59:39,235 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 1 day, 13:21:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6141, loss_cls: 6.4158, loss: 6.4158 2024-01-02 00:00:38,284 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 1 day, 13:19:56, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6123, loss_cls: 6.4232, loss: 6.4232 2024-01-02 00:01:37,408 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 1 day, 13:18:39, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6295, loss_cls: 6.4009, loss: 6.4009 2024-01-02 00:02:36,536 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 1 day, 13:17:23, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6202, loss_cls: 6.3922, loss: 6.3922 2024-01-02 00:03:35,785 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 1 day, 13:16:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6109, loss_cls: 6.4442, loss: 6.4442 2024-01-02 00:04:35,302 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 1 day, 13:14:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6080, loss_cls: 6.4456, loss: 6.4456 2024-01-02 00:05:35,455 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 1 day, 13:13:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6238, loss_cls: 6.4093, loss: 6.4093 2024-01-02 00:06:35,051 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 1 day, 13:12:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6020, loss_cls: 6.4612, loss: 6.4612 2024-01-02 00:07:35,293 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 1 day, 13:11:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6077, loss_cls: 6.4634, loss: 6.4634 2024-01-02 00:08:35,433 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 1 day, 13:10:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6022, loss_cls: 6.4731, loss: 6.4731 2024-01-02 00:09:35,206 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 1 day, 13:08:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3456, top5_acc: 0.6062, loss_cls: 6.4492, loss: 6.4492 2024-01-02 00:10:05,424 - pyskl - INFO - Saving checkpoint at 93 epochs 2024-01-02 00:12:03,420 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 00:12:04,461 - pyskl - INFO - top1_acc 0.2930 top5_acc 0.5443 2024-01-02 00:12:04,461 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 00:12:04,498 - pyskl - INFO - mean_acc 0.2927 2024-01-02 00:12:04,506 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2930, top5_acc: 0.5443, mean_class_accuracy: 0.2927 2024-01-02 00:15:24,834 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 1 day, 13:14:10, time: 2.003, data_time: 1.401, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6277, loss_cls: 6.3541, loss: 6.3541 2024-01-02 00:16:24,003 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 1 day, 13:12:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6333, loss_cls: 6.3413, loss: 6.3413 2024-01-02 00:17:23,142 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 1 day, 13:11:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6209, loss_cls: 6.3775, loss: 6.3775 2024-01-02 00:18:22,757 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 1 day, 13:10:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6233, loss_cls: 6.3615, loss: 6.3615 2024-01-02 00:19:22,014 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 1 day, 13:09:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6259, loss_cls: 6.3793, loss: 6.3793 2024-01-02 00:20:20,986 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 1 day, 13:07:49, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6322, loss_cls: 6.3485, loss: 6.3485 2024-01-02 00:21:19,939 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 1 day, 13:06:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6114, loss_cls: 6.4275, loss: 6.4275 2024-01-02 00:22:19,302 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 1 day, 13:05:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6206, loss_cls: 6.4066, loss: 6.4066 2024-01-02 00:23:19,453 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 1 day, 13:04:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6236, loss_cls: 6.3995, loss: 6.3995 2024-01-02 00:24:18,385 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 1 day, 13:02:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6266, loss_cls: 6.3463, loss: 6.3463 2024-01-02 00:25:17,702 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 13:01:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6102, loss_cls: 6.4400, loss: 6.4400 2024-01-02 00:26:16,808 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 13:00:15, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6252, loss_cls: 6.3784, loss: 6.3784 2024-01-02 00:27:15,696 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 12:58:58, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6258, loss_cls: 6.3799, loss: 6.3799 2024-01-02 00:28:14,649 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 12:57:42, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6245, loss_cls: 6.3947, loss: 6.3947 2024-01-02 00:29:13,639 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 12:56:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6169, loss_cls: 6.3866, loss: 6.3866 2024-01-02 00:30:12,845 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 12:55:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6159, loss_cls: 6.4353, loss: 6.4353 2024-01-02 00:31:12,230 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 12:53:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6211, loss_cls: 6.3934, loss: 6.3934 2024-01-02 00:32:11,525 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 12:52:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3473, top5_acc: 0.6072, loss_cls: 6.4510, loss: 6.4510 2024-01-02 00:33:11,199 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 12:51:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6091, loss_cls: 6.4454, loss: 6.4454 2024-01-02 00:34:10,493 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 12:50:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6189, loss_cls: 6.4021, loss: 6.4021 2024-01-02 00:35:09,702 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 12:48:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6230, loss_cls: 6.3771, loss: 6.3771 2024-01-02 00:36:09,223 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 12:47:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3680, top5_acc: 0.6241, loss_cls: 6.3630, loss: 6.3630 2024-01-02 00:37:09,387 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 12:46:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3489, top5_acc: 0.6136, loss_cls: 6.4482, loss: 6.4482 2024-01-02 00:38:09,308 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 12:45:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6127, loss_cls: 6.4113, loss: 6.4113 2024-01-02 00:39:08,867 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 12:44:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6100, loss_cls: 6.4362, loss: 6.4362 2024-01-02 00:40:08,330 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 12:42:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.6211, loss_cls: 6.4209, loss: 6.4209 2024-01-02 00:41:07,421 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 12:41:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6119, loss_cls: 6.4407, loss: 6.4407 2024-01-02 00:42:06,637 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 12:40:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6169, loss_cls: 6.4276, loss: 6.4276 2024-01-02 00:43:05,503 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 12:39:02, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6219, loss_cls: 6.3907, loss: 6.3907 2024-01-02 00:44:04,778 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 12:37:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6134, loss_cls: 6.4574, loss: 6.4574 2024-01-02 00:45:03,990 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 12:36:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6206, loss_cls: 6.3839, loss: 6.3839 2024-01-02 00:46:03,057 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 12:35:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6027, loss_cls: 6.4966, loss: 6.4966 2024-01-02 00:47:02,075 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 12:34:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6262, loss_cls: 6.3681, loss: 6.3681 2024-01-02 00:48:01,295 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 12:32:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6144, loss_cls: 6.4237, loss: 6.4237 2024-01-02 00:49:00,511 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 12:31:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6145, loss_cls: 6.4408, loss: 6.4408 2024-01-02 00:49:59,797 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 12:30:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6089, loss_cls: 6.4468, loss: 6.4468 2024-01-02 00:50:59,102 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 12:29:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6278, loss_cls: 6.3541, loss: 6.3541 2024-01-02 00:51:28,513 - pyskl - INFO - Saving checkpoint at 94 epochs 2024-01-02 00:53:29,704 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 00:53:30,742 - pyskl - INFO - top1_acc 0.2878 top5_acc 0.5400 2024-01-02 00:53:30,742 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 00:53:30,779 - pyskl - INFO - mean_acc 0.2876 2024-01-02 00:53:30,787 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2878, top5_acc: 0.5400, mean_class_accuracy: 0.2876 2024-01-02 00:56:53,515 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 12:34:02, time: 2.027, data_time: 1.426, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6334, loss_cls: 6.3121, loss: 6.3121 2024-01-02 00:57:52,971 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 12:32:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6308, loss_cls: 6.3243, loss: 6.3243 2024-01-02 00:58:52,175 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 12:31:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6414, loss_cls: 6.2847, loss: 6.2847 2024-01-02 00:59:51,571 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 12:30:18, time: 0.594, data_time: 0.001, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6311, loss_cls: 6.3500, loss: 6.3500 2024-01-02 01:00:50,706 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 12:29:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6370, loss_cls: 6.3382, loss: 6.3382 2024-01-02 01:01:49,743 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 12:27:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6236, loss_cls: 6.3796, loss: 6.3796 2024-01-02 01:02:48,870 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 12:26:31, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6242, loss_cls: 6.3724, loss: 6.3724 2024-01-02 01:03:49,172 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 12:25:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6233, loss_cls: 6.4005, loss: 6.4005 2024-01-02 01:04:49,015 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 12:24:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6252, loss_cls: 6.3723, loss: 6.3723 2024-01-02 01:05:48,473 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 12:22:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6159, loss_cls: 6.3891, loss: 6.3891 2024-01-02 01:06:47,489 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 12:21:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6178, loss_cls: 6.3754, loss: 6.3754 2024-01-02 01:07:46,530 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 12:20:23, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6259, loss_cls: 6.3847, loss: 6.3847 2024-01-02 01:08:45,470 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 12:19:07, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6189, loss_cls: 6.3892, loss: 6.3892 2024-01-02 01:09:44,475 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 12:17:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6255, loss_cls: 6.3754, loss: 6.3754 2024-01-02 01:10:43,430 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 12:16:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6247, loss_cls: 6.3961, loss: 6.3961 2024-01-02 01:11:42,744 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 12:15:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6295, loss_cls: 6.3819, loss: 6.3819 2024-01-02 01:12:41,944 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 12:14:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3541, top5_acc: 0.6142, loss_cls: 6.4242, loss: 6.4242 2024-01-02 01:13:40,829 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 12:12:52, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6181, loss_cls: 6.4104, loss: 6.4104 2024-01-02 01:14:40,352 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 12:11:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6217, loss_cls: 6.3839, loss: 6.3839 2024-01-02 01:15:39,555 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 12:10:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6200, loss_cls: 6.3714, loss: 6.3714 2024-01-02 01:16:38,768 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 12:09:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6050, loss_cls: 6.4831, loss: 6.4831 2024-01-02 01:17:38,130 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 12:07:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6145, loss_cls: 6.4137, loss: 6.4137 2024-01-02 01:18:37,331 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 12:06:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6120, loss_cls: 6.4186, loss: 6.4186 2024-01-02 01:19:36,769 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 12:05:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6145, loss_cls: 6.4274, loss: 6.4274 2024-01-02 01:20:35,990 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 12:04:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6258, loss_cls: 6.3933, loss: 6.3933 2024-01-02 01:21:35,469 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 12:03:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3738, top5_acc: 0.6202, loss_cls: 6.3515, loss: 6.3515 2024-01-02 01:22:35,317 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 12:01:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6269, loss_cls: 6.3861, loss: 6.3861 2024-01-02 01:23:34,597 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 12:00:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6245, loss_cls: 6.3936, loss: 6.3936 2024-01-02 01:24:33,567 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 11:59:21, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6244, loss_cls: 6.4168, loss: 6.4168 2024-01-02 01:25:32,689 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 11:58:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6220, loss_cls: 6.3949, loss: 6.3949 2024-01-02 01:26:31,785 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 11:56:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6123, loss_cls: 6.4297, loss: 6.4297 2024-01-02 01:27:30,951 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 11:55:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6156, loss_cls: 6.4334, loss: 6.4334 2024-01-02 01:28:31,035 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 11:54:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.6223, loss_cls: 6.4150, loss: 6.4150 2024-01-02 01:29:30,800 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 11:53:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6136, loss_cls: 6.4064, loss: 6.4064 2024-01-02 01:30:31,070 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 11:52:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6173, loss_cls: 6.4137, loss: 6.4137 2024-01-02 01:31:31,004 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 11:50:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6206, loss_cls: 6.4304, loss: 6.4304 2024-01-02 01:32:30,208 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 11:49:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6212, loss_cls: 6.3911, loss: 6.3911 2024-01-02 01:33:00,632 - pyskl - INFO - Saving checkpoint at 95 epochs 2024-01-02 01:35:00,539 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 01:35:01,512 - pyskl - INFO - top1_acc 0.2795 top5_acc 0.5273 2024-01-02 01:35:01,512 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 01:35:01,542 - pyskl - INFO - mean_acc 0.2792 2024-01-02 01:35:01,549 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.2795, top5_acc: 0.5273, mean_class_accuracy: 0.2792 2024-01-02 01:38:27,186 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 11:54:19, time: 2.056, data_time: 1.452, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6281, loss_cls: 6.3252, loss: 6.3252 2024-01-02 01:39:26,345 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 11:53:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3814, top5_acc: 0.6402, loss_cls: 6.3230, loss: 6.3230 2024-01-02 01:40:25,884 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 11:51:51, time: 0.595, data_time: 0.001, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6181, loss_cls: 6.4031, loss: 6.4031 2024-01-02 01:41:25,360 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 11:50:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3748, top5_acc: 0.6320, loss_cls: 6.3262, loss: 6.3262 2024-01-02 01:42:24,462 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 11:49:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6183, loss_cls: 6.3925, loss: 6.3925 2024-01-02 01:43:23,538 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 11:48:09, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6317, loss_cls: 6.3582, loss: 6.3582 2024-01-02 01:44:22,451 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 11:46:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6200, loss_cls: 6.4139, loss: 6.4139 2024-01-02 01:45:21,789 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 11:45:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6269, loss_cls: 6.3659, loss: 6.3659 2024-01-02 01:46:21,463 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 11:44:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6186, loss_cls: 6.3803, loss: 6.3803 2024-01-02 01:47:21,319 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 11:43:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6192, loss_cls: 6.3742, loss: 6.3742 2024-01-02 01:48:20,565 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 11:42:03, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6295, loss_cls: 6.3374, loss: 6.3374 2024-01-02 01:49:19,841 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 11:40:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6167, loss_cls: 6.4120, loss: 6.4120 2024-01-02 01:50:19,168 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 11:39:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6277, loss_cls: 6.3694, loss: 6.3694 2024-01-02 01:51:18,143 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 11:38:21, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6273, loss_cls: 6.3731, loss: 6.3731 2024-01-02 01:52:17,227 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 11:37:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6100, loss_cls: 6.4206, loss: 6.4206 2024-01-02 01:53:16,270 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 11:35:53, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6291, loss_cls: 6.3587, loss: 6.3587 2024-01-02 01:54:15,398 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 11:34:39, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3647, top5_acc: 0.6253, loss_cls: 6.3976, loss: 6.3976 2024-01-02 01:55:14,459 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 11:33:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6103, loss_cls: 6.4088, loss: 6.4088 2024-01-02 01:56:13,379 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 11:32:11, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6231, loss_cls: 6.3587, loss: 6.3587 2024-01-02 01:57:12,626 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 11:30:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6277, loss_cls: 6.3549, loss: 6.3549 2024-01-02 01:58:12,402 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 11:29:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6227, loss_cls: 6.4045, loss: 6.4045 2024-01-02 01:59:12,354 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 11:28:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6353, loss_cls: 6.3151, loss: 6.3151 2024-01-02 02:00:12,401 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 11:27:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6284, loss_cls: 6.3741, loss: 6.3741 2024-01-02 02:01:11,477 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 11:26:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6167, loss_cls: 6.3998, loss: 6.3998 2024-01-02 02:02:10,458 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 11:24:57, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3778, top5_acc: 0.6312, loss_cls: 6.3375, loss: 6.3375 2024-01-02 02:03:09,527 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 11:23:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6253, loss_cls: 6.3640, loss: 6.3640 2024-01-02 02:04:08,358 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 11:22:29, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6148, loss_cls: 6.4095, loss: 6.4095 2024-01-02 02:05:07,534 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 11:21:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6138, loss_cls: 6.3832, loss: 6.3832 2024-01-02 02:06:06,726 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 11:20:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6238, loss_cls: 6.3696, loss: 6.3696 2024-01-02 02:07:06,087 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 11:18:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6145, loss_cls: 6.4051, loss: 6.4051 2024-01-02 02:08:05,226 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 11:17:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6253, loss_cls: 6.3843, loss: 6.3843 2024-01-02 02:09:04,428 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 11:16:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3697, top5_acc: 0.6284, loss_cls: 6.3706, loss: 6.3706 2024-01-02 02:10:03,529 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 11:15:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6222, loss_cls: 6.3632, loss: 6.3632 2024-01-02 02:11:02,586 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 11:13:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3670, top5_acc: 0.6303, loss_cls: 6.3563, loss: 6.3563 2024-01-02 02:12:01,888 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 11:12:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6192, loss_cls: 6.3935, loss: 6.3935 2024-01-02 02:13:01,102 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 11:11:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6167, loss_cls: 6.3904, loss: 6.3904 2024-01-02 02:14:00,221 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 11:10:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6144, loss_cls: 6.3926, loss: 6.3926 2024-01-02 02:14:30,113 - pyskl - INFO - Saving checkpoint at 96 epochs 2024-01-02 02:16:29,603 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 02:16:30,653 - pyskl - INFO - top1_acc 0.3057 top5_acc 0.5600 2024-01-02 02:16:30,653 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 02:16:30,691 - pyskl - INFO - mean_acc 0.3054 2024-01-02 02:16:30,696 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_92.pth was removed 2024-01-02 02:16:30,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. 2024-01-02 02:16:30,997 - pyskl - INFO - Best top1_acc is 0.3057 at 96 epoch. 2024-01-02 02:16:31,007 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.3057, top5_acc: 0.5600, mean_class_accuracy: 0.3054 2024-01-02 02:19:51,102 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 11:14:13, time: 2.001, data_time: 1.396, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6361, loss_cls: 6.2997, loss: 6.2997 2024-01-02 02:20:50,740 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 11:13:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6338, loss_cls: 6.3141, loss: 6.3141 2024-01-02 02:21:50,404 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 11:11:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6288, loss_cls: 6.3330, loss: 6.3330 2024-01-02 02:22:49,693 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 11:10:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6253, loss_cls: 6.3772, loss: 6.3772 2024-01-02 02:23:48,985 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 11:09:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6228, loss_cls: 6.3534, loss: 6.3534 2024-01-02 02:24:47,965 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 11:08:09, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6261, loss_cls: 6.3937, loss: 6.3937 2024-01-02 02:25:47,037 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 11:06:56, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6388, loss_cls: 6.2973, loss: 6.2973 2024-01-02 02:26:46,112 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 11:05:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6245, loss_cls: 6.3477, loss: 6.3477 2024-01-02 02:27:44,857 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 11:04:28, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6336, loss_cls: 6.3370, loss: 6.3370 2024-01-02 02:28:43,966 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 11:03:15, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6377, loss_cls: 6.2923, loss: 6.2923 2024-01-02 02:29:43,731 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 11:02:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6306, loss_cls: 6.3744, loss: 6.3744 2024-01-02 02:30:43,248 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 11:00:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6192, loss_cls: 6.3938, loss: 6.3938 2024-01-02 02:31:42,595 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 10:59:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3647, top5_acc: 0.6248, loss_cls: 6.3523, loss: 6.3523 2024-01-02 02:32:41,864 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 10:58:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6200, loss_cls: 6.3958, loss: 6.3958 2024-01-02 02:33:41,051 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 10:57:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6303, loss_cls: 6.3520, loss: 6.3520 2024-01-02 02:34:40,439 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 10:56:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6262, loss_cls: 6.3447, loss: 6.3447 2024-01-02 02:35:39,473 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 10:54:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6225, loss_cls: 6.3699, loss: 6.3699 2024-01-02 02:36:38,867 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 10:53:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3663, top5_acc: 0.6283, loss_cls: 6.3663, loss: 6.3663 2024-01-02 02:37:38,158 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 10:52:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6250, loss_cls: 6.4008, loss: 6.4008 2024-01-02 02:38:37,403 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 10:51:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6197, loss_cls: 6.3836, loss: 6.3836 2024-01-02 02:39:36,623 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 10:49:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6248, loss_cls: 6.3524, loss: 6.3524 2024-01-02 02:40:36,053 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 10:48:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6156, loss_cls: 6.4101, loss: 6.4101 2024-01-02 02:41:35,274 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 10:47:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6147, loss_cls: 6.4189, loss: 6.4189 2024-01-02 02:42:34,619 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 10:46:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6262, loss_cls: 6.3668, loss: 6.3668 2024-01-02 02:43:34,077 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 10:45:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6272, loss_cls: 6.3498, loss: 6.3498 2024-01-02 02:44:33,397 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 10:43:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6228, loss_cls: 6.3808, loss: 6.3808 2024-01-02 02:45:32,666 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 10:42:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6331, loss_cls: 6.3311, loss: 6.3311 2024-01-02 02:46:31,984 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 10:41:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6269, loss_cls: 6.3613, loss: 6.3613 2024-01-02 02:47:31,061 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 10:40:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6255, loss_cls: 6.3583, loss: 6.3583 2024-01-02 02:48:30,458 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 10:39:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6253, loss_cls: 6.3629, loss: 6.3629 2024-01-02 02:49:30,096 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 10:37:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3748, top5_acc: 0.6208, loss_cls: 6.3528, loss: 6.3528 2024-01-02 02:50:29,871 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 10:36:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6364, loss_cls: 6.3200, loss: 6.3200 2024-01-02 02:51:29,247 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 10:35:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6253, loss_cls: 6.4001, loss: 6.4001 2024-01-02 02:52:28,369 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 10:34:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6286, loss_cls: 6.3215, loss: 6.3215 2024-01-02 02:53:27,821 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 10:33:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6150, loss_cls: 6.4218, loss: 6.4218 2024-01-02 02:54:27,138 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 10:32:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6200, loss_cls: 6.3758, loss: 6.3758 2024-01-02 02:55:26,493 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 10:30:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6247, loss_cls: 6.3865, loss: 6.3865 2024-01-02 02:55:56,401 - pyskl - INFO - Saving checkpoint at 97 epochs 2024-01-02 02:57:53,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 02:57:54,272 - pyskl - INFO - top1_acc 0.2990 top5_acc 0.5514 2024-01-02 02:57:54,272 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 02:57:54,304 - pyskl - INFO - mean_acc 0.2989 2024-01-02 02:57:54,311 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.2990, top5_acc: 0.5514, mean_class_accuracy: 0.2989 2024-01-02 03:01:15,314 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 10:34:24, time: 2.010, data_time: 1.402, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6392, loss_cls: 6.3051, loss: 6.3051 2024-01-02 03:02:14,958 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 10:33:13, time: 0.596, data_time: 0.001, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6364, loss_cls: 6.3197, loss: 6.3197 2024-01-02 03:03:14,590 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 10:32:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6444, loss_cls: 6.2909, loss: 6.2909 2024-01-02 03:04:13,866 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 10:30:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6278, loss_cls: 6.3340, loss: 6.3340 2024-01-02 03:05:13,254 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 10:29:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6391, loss_cls: 6.3272, loss: 6.3272 2024-01-02 03:06:12,337 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 10:28:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3738, top5_acc: 0.6322, loss_cls: 6.3060, loss: 6.3060 2024-01-02 03:07:11,680 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 10:27:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6367, loss_cls: 6.3090, loss: 6.3090 2024-01-02 03:08:11,080 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 10:26:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6289, loss_cls: 6.3350, loss: 6.3350 2024-01-02 03:09:10,129 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 10:24:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6252, loss_cls: 6.3828, loss: 6.3828 2024-01-02 03:10:09,475 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 10:23:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6292, loss_cls: 6.3405, loss: 6.3405 2024-01-02 03:11:09,339 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 10:22:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6284, loss_cls: 6.3358, loss: 6.3358 2024-01-02 03:12:08,684 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 10:21:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6270, loss_cls: 6.3597, loss: 6.3597 2024-01-02 03:13:07,965 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 10:20:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3727, top5_acc: 0.6352, loss_cls: 6.3205, loss: 6.3205 2024-01-02 03:14:07,256 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 10:18:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6259, loss_cls: 6.3620, loss: 6.3620 2024-01-02 03:15:06,098 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 10:17:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6278, loss_cls: 6.3612, loss: 6.3612 2024-01-02 03:16:05,085 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 10:16:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6291, loss_cls: 6.3529, loss: 6.3529 2024-01-02 03:17:04,133 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 10:15:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6248, loss_cls: 6.3885, loss: 6.3885 2024-01-02 03:18:03,244 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 10:14:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6345, loss_cls: 6.3263, loss: 6.3263 2024-01-02 03:19:02,440 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 10:12:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6236, loss_cls: 6.3667, loss: 6.3667 2024-01-02 03:20:01,418 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 10:11:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6267, loss_cls: 6.3750, loss: 6.3750 2024-01-02 03:21:00,617 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 10:10:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6248, loss_cls: 6.3773, loss: 6.3773 2024-01-02 03:21:59,650 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 10:09:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6303, loss_cls: 6.3528, loss: 6.3528 2024-01-02 03:22:58,732 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 10:08:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6283, loss_cls: 6.3379, loss: 6.3379 2024-01-02 03:23:57,785 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 10:06:48, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6211, loss_cls: 6.3615, loss: 6.3615 2024-01-02 03:24:56,743 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 10:05:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6327, loss_cls: 6.3411, loss: 6.3411 2024-01-02 03:25:55,748 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 10:04:23, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3778, top5_acc: 0.6388, loss_cls: 6.3009, loss: 6.3009 2024-01-02 03:26:54,922 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 10:03:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3733, top5_acc: 0.6255, loss_cls: 6.3420, loss: 6.3420 2024-01-02 03:27:54,179 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 10:02:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3655, top5_acc: 0.6227, loss_cls: 6.3793, loss: 6.3793 2024-01-02 03:28:53,352 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 10:00:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6292, loss_cls: 6.3174, loss: 6.3174 2024-01-02 03:29:52,395 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 9:59:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6184, loss_cls: 6.3925, loss: 6.3925 2024-01-02 03:30:51,566 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 9:58:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6227, loss_cls: 6.3694, loss: 6.3694 2024-01-02 03:31:51,005 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 9:57:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3722, top5_acc: 0.6294, loss_cls: 6.3504, loss: 6.3504 2024-01-02 03:32:50,460 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 9:56:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6323, loss_cls: 6.3343, loss: 6.3343 2024-01-02 03:33:50,068 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 9:54:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3700, top5_acc: 0.6267, loss_cls: 6.3766, loss: 6.3766 2024-01-02 03:34:50,029 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 9:53:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3700, top5_acc: 0.6264, loss_cls: 6.3425, loss: 6.3425 2024-01-02 03:35:50,117 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 9:52:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6186, loss_cls: 6.3693, loss: 6.3693 2024-01-02 03:36:49,792 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 9:51:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3642, top5_acc: 0.6308, loss_cls: 6.3595, loss: 6.3595 2024-01-02 03:37:20,771 - pyskl - INFO - Saving checkpoint at 98 epochs 2024-01-02 03:39:19,126 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 03:39:20,170 - pyskl - INFO - top1_acc 0.3038 top5_acc 0.5583 2024-01-02 03:39:20,170 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 03:39:20,208 - pyskl - INFO - mean_acc 0.3034 2024-01-02 03:39:20,216 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.3038, top5_acc: 0.5583, mean_class_accuracy: 0.3034 2024-01-02 03:42:47,469 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 9:54:54, time: 2.072, data_time: 1.465, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6358, loss_cls: 6.3081, loss: 6.3081 2024-01-02 03:43:47,682 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 9:53:45, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.3680, top5_acc: 0.6352, loss_cls: 6.2971, loss: 6.2971 2024-01-02 03:44:47,064 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 9:52:33, time: 0.594, data_time: 0.001, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6320, loss_cls: 6.3146, loss: 6.3146 2024-01-02 03:45:46,244 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 9:51:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6361, loss_cls: 6.3200, loss: 6.3200 2024-01-02 03:46:45,559 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 9:50:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6411, loss_cls: 6.2666, loss: 6.2666 2024-01-02 03:47:44,781 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 9:48:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6459, loss_cls: 6.2596, loss: 6.2596 2024-01-02 03:48:43,985 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 9:47:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6339, loss_cls: 6.3507, loss: 6.3507 2024-01-02 03:49:43,264 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 9:46:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6164, loss_cls: 6.3763, loss: 6.3763 2024-01-02 03:50:42,826 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 9:45:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6323, loss_cls: 6.3199, loss: 6.3199 2024-01-02 03:51:42,164 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 9:44:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3722, top5_acc: 0.6386, loss_cls: 6.3081, loss: 6.3081 2024-01-02 03:52:42,693 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 9:43:05, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6336, loss_cls: 6.3212, loss: 6.3212 2024-01-02 03:53:42,641 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 9:41:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6336, loss_cls: 6.3460, loss: 6.3460 2024-01-02 03:54:41,945 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 9:40:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6325, loss_cls: 6.2938, loss: 6.2938 2024-01-02 03:55:41,124 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 9:39:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6325, loss_cls: 6.3207, loss: 6.3207 2024-01-02 03:56:40,407 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 9:38:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6334, loss_cls: 6.3046, loss: 6.3046 2024-01-02 03:57:39,415 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 9:37:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6286, loss_cls: 6.3294, loss: 6.3294 2024-01-02 03:58:38,299 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 9:35:58, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6328, loss_cls: 6.3187, loss: 6.3187 2024-01-02 03:59:37,202 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 9:34:46, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6359, loss_cls: 6.3166, loss: 6.3166 2024-01-02 04:00:36,085 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 9:33:34, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6289, loss_cls: 6.3285, loss: 6.3285 2024-01-02 04:01:35,145 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 9:32:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6305, loss_cls: 6.3364, loss: 6.3364 2024-01-02 04:02:34,252 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 9:31:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6188, loss_cls: 6.3760, loss: 6.3760 2024-01-02 04:03:33,419 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 9:30:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6305, loss_cls: 6.3586, loss: 6.3586 2024-01-02 04:04:32,393 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 9:28:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6230, loss_cls: 6.3828, loss: 6.3828 2024-01-02 04:05:31,540 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 9:27:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6264, loss_cls: 6.3593, loss: 6.3593 2024-01-02 04:06:30,322 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 9:26:24, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6319, loss_cls: 6.3351, loss: 6.3351 2024-01-02 04:07:29,386 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 9:25:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6223, loss_cls: 6.3891, loss: 6.3891 2024-01-02 04:08:28,570 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 9:24:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6409, loss_cls: 6.2697, loss: 6.2697 2024-01-02 04:09:27,667 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 9:22:51, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6314, loss_cls: 6.3544, loss: 6.3544 2024-01-02 04:10:27,368 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 9:21:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6216, loss_cls: 6.3846, loss: 6.3846 2024-01-02 04:11:27,353 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 9:20:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6280, loss_cls: 6.3439, loss: 6.3439 2024-01-02 04:12:27,300 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 9:19:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6209, loss_cls: 6.3517, loss: 6.3517 2024-01-02 04:13:26,416 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 9:18:12, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6258, loss_cls: 6.3663, loss: 6.3663 2024-01-02 04:14:25,567 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 9:17:01, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6366, loss_cls: 6.3142, loss: 6.3142 2024-01-02 04:15:24,584 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 9:15:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6262, loss_cls: 6.3843, loss: 6.3843 2024-01-02 04:16:23,615 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 9:14:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6430, loss_cls: 6.2957, loss: 6.2957 2024-01-02 04:17:23,210 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 9:13:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6236, loss_cls: 6.3872, loss: 6.3872 2024-01-02 04:18:22,614 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 9:12:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6297, loss_cls: 6.3502, loss: 6.3502 2024-01-02 04:18:52,790 - pyskl - INFO - Saving checkpoint at 99 epochs 2024-01-02 04:20:49,855 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 04:20:50,660 - pyskl - INFO - top1_acc 0.3130 top5_acc 0.5686 2024-01-02 04:20:50,660 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 04:20:50,694 - pyskl - INFO - mean_acc 0.3128 2024-01-02 04:20:50,699 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_96.pth was removed 2024-01-02 04:20:50,941 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2024-01-02 04:20:50,942 - pyskl - INFO - Best top1_acc is 0.3130 at 99 epoch. 2024-01-02 04:20:50,949 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.3130, top5_acc: 0.5686, mean_class_accuracy: 0.3128 2024-01-02 04:24:17,071 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 9:15:25, time: 2.061, data_time: 1.453, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6464, loss_cls: 6.2282, loss: 6.2282 2024-01-02 04:25:17,123 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 9:14:16, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6447, loss_cls: 6.2689, loss: 6.2689 2024-01-02 04:26:16,986 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 9:13:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6538, loss_cls: 6.2165, loss: 6.2165 2024-01-02 04:27:16,631 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 9:11:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6394, loss_cls: 6.2463, loss: 6.2463 2024-01-02 04:28:16,109 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 9:10:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6414, loss_cls: 6.2918, loss: 6.2918 2024-01-02 04:29:15,434 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 9:09:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6352, loss_cls: 6.3180, loss: 6.3180 2024-01-02 04:30:14,588 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 9:08:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6433, loss_cls: 6.2562, loss: 6.2562 2024-01-02 04:31:13,764 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 9:07:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6366, loss_cls: 6.2964, loss: 6.2964 2024-01-02 04:32:13,132 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 9:06:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6402, loss_cls: 6.3085, loss: 6.3085 2024-01-02 04:33:12,660 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 9:04:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6373, loss_cls: 6.3003, loss: 6.3003 2024-01-02 04:34:12,883 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 9:03:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6483, loss_cls: 6.2683, loss: 6.2683 2024-01-02 04:35:12,649 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 9:02:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6325, loss_cls: 6.3172, loss: 6.3172 2024-01-02 04:36:12,065 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 9:01:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6341, loss_cls: 6.3211, loss: 6.3211 2024-01-02 04:37:11,328 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 9:00:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6366, loss_cls: 6.3066, loss: 6.3066 2024-01-02 04:38:10,440 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 8:59:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6367, loss_cls: 6.3217, loss: 6.3217 2024-01-02 04:39:09,738 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 8:57:52, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6316, loss_cls: 6.3221, loss: 6.3221 2024-01-02 04:40:08,862 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 8:56:41, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6331, loss_cls: 6.3234, loss: 6.3234 2024-01-02 04:41:07,834 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 8:55:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3839, top5_acc: 0.6367, loss_cls: 6.2972, loss: 6.2972 2024-01-02 04:42:06,973 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 8:54:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6308, loss_cls: 6.3463, loss: 6.3463 2024-01-02 04:43:05,900 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 8:53:08, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6394, loss_cls: 6.3058, loss: 6.3058 2024-01-02 04:44:05,009 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 8:51:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6272, loss_cls: 6.3419, loss: 6.3419 2024-01-02 04:45:04,360 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 8:50:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6305, loss_cls: 6.3158, loss: 6.3158 2024-01-02 04:46:03,532 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 8:49:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6236, loss_cls: 6.3491, loss: 6.3491 2024-01-02 04:47:03,063 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 8:48:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3777, top5_acc: 0.6327, loss_cls: 6.3077, loss: 6.3077 2024-01-02 04:48:03,040 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 8:47:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6348, loss_cls: 6.3140, loss: 6.3140 2024-01-02 04:49:02,767 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 8:46:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6281, loss_cls: 6.3186, loss: 6.3186 2024-01-02 04:50:02,026 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 8:44:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6298, loss_cls: 6.3219, loss: 6.3219 2024-01-02 04:51:02,084 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 8:43:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6273, loss_cls: 6.3734, loss: 6.3734 2024-01-02 04:52:01,291 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 8:42:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3805, top5_acc: 0.6339, loss_cls: 6.3071, loss: 6.3071 2024-01-02 04:53:00,610 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 8:41:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3811, top5_acc: 0.6305, loss_cls: 6.3256, loss: 6.3256 2024-01-02 04:53:59,820 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 8:40:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6300, loss_cls: 6.3086, loss: 6.3086 2024-01-02 04:54:59,162 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 8:39:08, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6280, loss_cls: 6.3699, loss: 6.3699 2024-01-02 04:55:59,069 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 8:38:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3722, top5_acc: 0.6272, loss_cls: 6.3460, loss: 6.3460 2024-01-02 04:56:58,898 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 8:36:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6247, loss_cls: 6.3411, loss: 6.3411 2024-01-02 04:57:58,688 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 8:35:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6306, loss_cls: 6.3381, loss: 6.3381 2024-01-02 04:58:58,981 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 8:34:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6311, loss_cls: 6.3457, loss: 6.3457 2024-01-02 04:59:58,972 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 8:33:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6305, loss_cls: 6.3373, loss: 6.3373 2024-01-02 05:00:29,014 - pyskl - INFO - Saving checkpoint at 100 epochs 2024-01-02 05:02:29,941 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 05:02:30,910 - pyskl - INFO - top1_acc 0.3128 top5_acc 0.5706 2024-01-02 05:02:30,910 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 05:02:30,947 - pyskl - INFO - mean_acc 0.3125 2024-01-02 05:02:30,955 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.3128, top5_acc: 0.5706, mean_class_accuracy: 0.3125 2024-01-02 05:05:58,843 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 8:36:19, time: 2.079, data_time: 1.471, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6586, loss_cls: 6.1815, loss: 6.1815 2024-01-02 05:07:00,227 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 8:35:13, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6455, loss_cls: 6.2498, loss: 6.2498 2024-01-02 05:08:00,587 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 8:34:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3827, top5_acc: 0.6409, loss_cls: 6.2751, loss: 6.2751 2024-01-02 05:09:00,578 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 8:32:56, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6358, loss_cls: 6.2910, loss: 6.2910 2024-01-02 05:10:00,600 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 8:31:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3927, top5_acc: 0.6547, loss_cls: 6.2319, loss: 6.2319 2024-01-02 05:11:00,823 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 8:30:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3991, top5_acc: 0.6553, loss_cls: 6.2218, loss: 6.2218 2024-01-02 05:12:00,639 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 8:29:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6489, loss_cls: 6.2232, loss: 6.2232 2024-01-02 05:13:00,908 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 8:28:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6370, loss_cls: 6.2964, loss: 6.2964 2024-01-02 05:14:01,534 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 8:27:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6400, loss_cls: 6.2835, loss: 6.2835 2024-01-02 05:15:01,900 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 8:26:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6384, loss_cls: 6.2788, loss: 6.2788 2024-01-02 05:16:02,006 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 8:24:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6425, loss_cls: 6.2706, loss: 6.2706 2024-01-02 05:17:01,958 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 8:23:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3714, top5_acc: 0.6247, loss_cls: 6.3176, loss: 6.3176 2024-01-02 05:18:03,277 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 8:22:44, time: 0.613, data_time: 0.001, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6369, loss_cls: 6.2833, loss: 6.2833 2024-01-02 05:19:03,221 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 8:21:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6400, loss_cls: 6.3003, loss: 6.3003 2024-01-02 05:20:03,323 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 8:20:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3773, top5_acc: 0.6448, loss_cls: 6.2979, loss: 6.2979 2024-01-02 05:21:03,566 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 8:19:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6309, loss_cls: 6.3220, loss: 6.3220 2024-01-02 05:22:03,420 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 8:18:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6344, loss_cls: 6.2979, loss: 6.2979 2024-01-02 05:23:03,209 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 8:17:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3619, top5_acc: 0.6233, loss_cls: 6.3629, loss: 6.3629 2024-01-02 05:24:03,026 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 8:15:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6334, loss_cls: 6.3164, loss: 6.3164 2024-01-02 05:25:02,580 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 8:14:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6425, loss_cls: 6.2590, loss: 6.2590 2024-01-02 05:26:02,634 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 8:13:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6367, loss_cls: 6.3311, loss: 6.3311 2024-01-02 05:27:02,532 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 8:12:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6256, loss_cls: 6.3523, loss: 6.3523 2024-01-02 05:28:02,370 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 8:11:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3773, top5_acc: 0.6406, loss_cls: 6.2732, loss: 6.2732 2024-01-02 05:29:02,258 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 8:10:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3723, top5_acc: 0.6291, loss_cls: 6.3298, loss: 6.3298 2024-01-02 05:30:02,686 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 8:09:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6417, loss_cls: 6.2815, loss: 6.2815 2024-01-02 05:31:03,169 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 8:07:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6381, loss_cls: 6.3331, loss: 6.3331 2024-01-02 05:32:02,731 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 8:06:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6352, loss_cls: 6.3202, loss: 6.3202 2024-01-02 05:33:02,646 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 8:05:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6430, loss_cls: 6.2885, loss: 6.2885 2024-01-02 05:34:02,431 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 8:04:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6275, loss_cls: 6.3312, loss: 6.3312 2024-01-02 05:35:01,971 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 8:03:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6311, loss_cls: 6.3451, loss: 6.3451 2024-01-02 05:36:01,735 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 8:02:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6300, loss_cls: 6.3420, loss: 6.3420 2024-01-02 05:37:01,830 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 8:01:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6370, loss_cls: 6.2935, loss: 6.2935 2024-01-02 05:38:01,253 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 7:59:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6253, loss_cls: 6.3321, loss: 6.3321 2024-01-02 05:39:00,958 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 7:58:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6252, loss_cls: 6.3512, loss: 6.3512 2024-01-02 05:40:00,881 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 7:57:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3873, top5_acc: 0.6452, loss_cls: 6.2592, loss: 6.2592 2024-01-02 05:41:00,428 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 7:56:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6417, loss_cls: 6.2922, loss: 6.2922 2024-01-02 05:41:59,841 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 7:55:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6252, loss_cls: 6.3404, loss: 6.3404 2024-01-02 05:42:29,812 - pyskl - INFO - Saving checkpoint at 101 epochs 2024-01-02 05:44:28,371 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 05:44:29,413 - pyskl - INFO - top1_acc 0.3158 top5_acc 0.5694 2024-01-02 05:44:29,414 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 05:44:29,453 - pyskl - INFO - mean_acc 0.3156 2024-01-02 05:44:29,460 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_99.pth was removed 2024-01-02 05:44:29,750 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. 2024-01-02 05:44:29,751 - pyskl - INFO - Best top1_acc is 0.3158 at 101 epoch. 2024-01-02 05:44:29,761 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.3158, top5_acc: 0.5694, mean_class_accuracy: 0.3156 2024-01-02 05:47:52,690 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 7:57:42, time: 2.029, data_time: 1.423, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6478, loss_cls: 6.2511, loss: 6.2511 2024-01-02 05:48:52,805 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 7:56:34, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6462, loss_cls: 6.2243, loss: 6.2243 2024-01-02 05:49:52,211 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 7:55:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6431, loss_cls: 6.2651, loss: 6.2651 2024-01-02 05:50:51,851 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 7:54:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6470, loss_cls: 6.2557, loss: 6.2557 2024-01-02 05:51:51,180 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 7:53:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6461, loss_cls: 6.2546, loss: 6.2546 2024-01-02 05:52:50,487 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 7:51:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6452, loss_cls: 6.2635, loss: 6.2635 2024-01-02 05:53:49,566 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 7:50:45, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3866, top5_acc: 0.6452, loss_cls: 6.2428, loss: 6.2428 2024-01-02 05:54:48,471 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 7:49:34, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6384, loss_cls: 6.2692, loss: 6.2692 2024-01-02 05:55:47,594 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 7:48:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6427, loss_cls: 6.2742, loss: 6.2742 2024-01-02 05:56:46,792 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 7:47:14, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6317, loss_cls: 6.3173, loss: 6.3173 2024-01-02 05:57:45,843 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 7:46:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6495, loss_cls: 6.2220, loss: 6.2220 2024-01-02 05:58:45,650 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 7:44:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3841, top5_acc: 0.6405, loss_cls: 6.2790, loss: 6.2790 2024-01-02 05:59:45,756 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 7:43:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6406, loss_cls: 6.2717, loss: 6.2717 2024-01-02 06:00:45,325 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 7:42:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6327, loss_cls: 6.3081, loss: 6.3081 2024-01-02 06:01:44,341 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 7:41:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6353, loss_cls: 6.2668, loss: 6.2668 2024-01-02 06:02:43,735 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 7:40:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6420, loss_cls: 6.2724, loss: 6.2724 2024-01-02 06:03:42,607 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 7:39:07, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6345, loss_cls: 6.3138, loss: 6.3138 2024-01-02 06:04:41,460 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 7:37:57, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6367, loss_cls: 6.2884, loss: 6.2884 2024-01-02 06:05:40,344 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 7:36:46, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6427, loss_cls: 6.2805, loss: 6.2805 2024-01-02 06:06:39,511 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 7:35:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6303, loss_cls: 6.2939, loss: 6.2939 2024-01-02 06:07:38,609 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 7:34:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6395, loss_cls: 6.2927, loss: 6.2927 2024-01-02 06:08:37,733 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 7:33:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6406, loss_cls: 6.2757, loss: 6.2757 2024-01-02 06:09:36,917 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 7:32:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3811, top5_acc: 0.6473, loss_cls: 6.2379, loss: 6.2379 2024-01-02 06:10:36,127 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 7:30:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6366, loss_cls: 6.2835, loss: 6.2835 2024-01-02 06:11:35,727 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 7:29:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6328, loss_cls: 6.3185, loss: 6.3185 2024-01-02 06:12:35,395 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 7:28:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6388, loss_cls: 6.2661, loss: 6.2661 2024-01-02 06:13:35,215 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 7:27:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6402, loss_cls: 6.2951, loss: 6.2951 2024-01-02 06:14:35,140 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 7:26:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3875, top5_acc: 0.6425, loss_cls: 6.2537, loss: 6.2537 2024-01-02 06:15:34,280 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 7:25:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6381, loss_cls: 6.3086, loss: 6.3086 2024-01-02 06:16:33,468 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 7:24:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6422, loss_cls: 6.2796, loss: 6.2796 2024-01-02 06:17:32,592 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 7:22:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6317, loss_cls: 6.3006, loss: 6.3006 2024-01-02 06:18:31,859 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 7:21:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6317, loss_cls: 6.3320, loss: 6.3320 2024-01-02 06:19:30,940 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 7:20:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6342, loss_cls: 6.3150, loss: 6.3150 2024-01-02 06:20:30,122 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 7:19:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6377, loss_cls: 6.2949, loss: 6.2949 2024-01-02 06:21:29,648 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 7:18:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6366, loss_cls: 6.2966, loss: 6.2966 2024-01-02 06:22:29,550 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 7:17:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6406, loss_cls: 6.2771, loss: 6.2771 2024-01-02 06:23:28,971 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 7:16:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6333, loss_cls: 6.3095, loss: 6.3095 2024-01-02 06:23:58,973 - pyskl - INFO - Saving checkpoint at 102 epochs 2024-01-02 06:25:59,464 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 06:26:00,446 - pyskl - INFO - top1_acc 0.3137 top5_acc 0.5695 2024-01-02 06:26:00,446 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 06:26:00,482 - pyskl - INFO - mean_acc 0.3136 2024-01-02 06:26:00,491 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.3137, top5_acc: 0.5695, mean_class_accuracy: 0.3136 2024-01-02 06:29:25,689 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 7:18:16, time: 2.052, data_time: 1.447, memory: 16177, top1_acc: 0.3862, top5_acc: 0.6439, loss_cls: 6.2773, loss: 6.2773 2024-01-02 06:30:25,667 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 7:17:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6458, loss_cls: 6.2541, loss: 6.2541 2024-01-02 06:31:25,454 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 7:16:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6453, loss_cls: 6.2584, loss: 6.2584 2024-01-02 06:32:25,126 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 7:14:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6536, loss_cls: 6.2418, loss: 6.2418 2024-01-02 06:33:24,605 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 7:13:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6484, loss_cls: 6.2488, loss: 6.2488 2024-01-02 06:34:24,018 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 7:12:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6452, loss_cls: 6.2330, loss: 6.2330 2024-01-02 06:35:23,321 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 7:11:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6467, loss_cls: 6.2130, loss: 6.2130 2024-01-02 06:36:22,796 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 7:10:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6425, loss_cls: 6.2227, loss: 6.2227 2024-01-02 06:37:21,843 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 7:09:04, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3750, top5_acc: 0.6419, loss_cls: 6.2843, loss: 6.2843 2024-01-02 06:38:20,853 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 7:07:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6475, loss_cls: 6.2345, loss: 6.2345 2024-01-02 06:39:19,947 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 7:06:45, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6367, loss_cls: 6.2845, loss: 6.2845 2024-01-02 06:40:19,174 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 7:05:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3845, top5_acc: 0.6489, loss_cls: 6.2535, loss: 6.2535 2024-01-02 06:41:18,664 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 7:04:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3833, top5_acc: 0.6478, loss_cls: 6.2519, loss: 6.2519 2024-01-02 06:42:18,454 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 7:03:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3927, top5_acc: 0.6384, loss_cls: 6.2642, loss: 6.2642 2024-01-02 06:43:17,482 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 7:02:08, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6464, loss_cls: 6.2539, loss: 6.2539 2024-01-02 06:44:16,429 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 7:00:58, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6448, loss_cls: 6.2646, loss: 6.2646 2024-01-02 06:45:15,266 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 6:59:48, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6469, loss_cls: 6.2441, loss: 6.2441 2024-01-02 06:46:14,321 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 6:58:39, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6456, loss_cls: 6.2661, loss: 6.2661 2024-01-02 06:47:13,231 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 6:57:29, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6327, loss_cls: 6.3195, loss: 6.3195 2024-01-02 06:48:12,189 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 6:56:19, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6427, loss_cls: 6.2728, loss: 6.2728 2024-01-02 06:49:11,200 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 6:55:09, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6548, loss_cls: 6.2150, loss: 6.2150 2024-01-02 06:50:10,457 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 6:54:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6380, loss_cls: 6.2446, loss: 6.2446 2024-01-02 06:51:09,621 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 6:52:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6330, loss_cls: 6.2792, loss: 6.2792 2024-01-02 06:52:09,024 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 6:51:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6425, loss_cls: 6.2641, loss: 6.2641 2024-01-02 06:53:07,995 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 6:50:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6438, loss_cls: 6.2670, loss: 6.2670 2024-01-02 06:54:07,205 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 6:49:23, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6472, loss_cls: 6.2211, loss: 6.2211 2024-01-02 06:55:06,262 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 6:48:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3841, top5_acc: 0.6481, loss_cls: 6.2600, loss: 6.2600 2024-01-02 06:56:05,219 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 6:47:04, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6425, loss_cls: 6.2702, loss: 6.2702 2024-01-02 06:57:04,120 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 6:45:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6370, loss_cls: 6.3212, loss: 6.3212 2024-01-02 06:58:03,278 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 6:44:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6336, loss_cls: 6.3231, loss: 6.3231 2024-01-02 06:59:02,409 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 6:43:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6441, loss_cls: 6.2582, loss: 6.2582 2024-01-02 07:00:01,243 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 6:42:26, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6339, loss_cls: 6.3053, loss: 6.3053 2024-01-02 07:01:00,050 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 6:41:17, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6397, loss_cls: 6.2873, loss: 6.2873 2024-01-02 07:01:59,176 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 6:40:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3811, top5_acc: 0.6373, loss_cls: 6.3165, loss: 6.3165 2024-01-02 07:02:58,517 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 6:38:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6344, loss_cls: 6.3186, loss: 6.3186 2024-01-02 07:03:57,681 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 6:37:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6434, loss_cls: 6.2951, loss: 6.2951 2024-01-02 07:04:56,717 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 6:36:40, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3848, top5_acc: 0.6441, loss_cls: 6.2876, loss: 6.2876 2024-01-02 07:05:26,770 - pyskl - INFO - Saving checkpoint at 103 epochs 2024-01-02 07:07:25,747 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 07:07:26,579 - pyskl - INFO - top1_acc 0.3124 top5_acc 0.5599 2024-01-02 07:07:26,579 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 07:07:26,619 - pyskl - INFO - mean_acc 0.3120 2024-01-02 07:07:26,632 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.3124, top5_acc: 0.5599, mean_class_accuracy: 0.3120 2024-01-02 07:10:47,984 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 6:38:36, time: 2.013, data_time: 1.412, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6603, loss_cls: 6.1870, loss: 6.1870 2024-01-02 07:11:48,597 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 6:37:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6559, loss_cls: 6.1626, loss: 6.1626 2024-01-02 07:12:47,987 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 6:36:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3831, top5_acc: 0.6489, loss_cls: 6.2181, loss: 6.2181 2024-01-02 07:13:47,211 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 6:35:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6570, loss_cls: 6.2097, loss: 6.2097 2024-01-02 07:14:46,376 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 6:34:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6484, loss_cls: 6.2513, loss: 6.2513 2024-01-02 07:15:45,446 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 6:32:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6494, loss_cls: 6.2483, loss: 6.2483 2024-01-02 07:16:44,365 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 6:31:43, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6439, loss_cls: 6.2612, loss: 6.2612 2024-01-02 07:17:43,566 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 6:30:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6500, loss_cls: 6.2247, loss: 6.2247 2024-01-02 07:18:42,628 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 6:29:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6456, loss_cls: 6.2381, loss: 6.2381 2024-01-02 07:19:42,698 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 6:28:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6544, loss_cls: 6.2092, loss: 6.2092 2024-01-02 07:20:42,436 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 6:27:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6509, loss_cls: 6.2079, loss: 6.2079 2024-01-02 07:21:41,831 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 6:26:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6639, loss_cls: 6.1861, loss: 6.1861 2024-01-02 07:22:41,350 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 6:24:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6403, loss_cls: 6.2442, loss: 6.2442 2024-01-02 07:23:41,467 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 6:23:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3889, top5_acc: 0.6436, loss_cls: 6.2621, loss: 6.2621 2024-01-02 07:24:40,697 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 6:22:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3819, top5_acc: 0.6467, loss_cls: 6.2388, loss: 6.2388 2024-01-02 07:25:39,874 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 6:21:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3762, top5_acc: 0.6428, loss_cls: 6.2965, loss: 6.2965 2024-01-02 07:26:39,710 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 6:20:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3886, top5_acc: 0.6458, loss_cls: 6.2590, loss: 6.2590 2024-01-02 07:27:38,950 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 6:19:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3897, top5_acc: 0.6567, loss_cls: 6.2137, loss: 6.2137 2024-01-02 07:28:37,976 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 6:18:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6475, loss_cls: 6.2547, loss: 6.2547 2024-01-02 07:29:36,964 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 6:16:51, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6488, loss_cls: 6.2323, loss: 6.2323 2024-01-02 07:30:36,290 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 6:15:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6411, loss_cls: 6.2697, loss: 6.2697 2024-01-02 07:31:35,228 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 6:14:33, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6452, loss_cls: 6.2472, loss: 6.2472 2024-01-02 07:32:34,198 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 6:13:24, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6492, loss_cls: 6.2364, loss: 6.2364 2024-01-02 07:33:33,174 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 6:12:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3883, top5_acc: 0.6470, loss_cls: 6.2283, loss: 6.2283 2024-01-02 07:34:32,473 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 6:11:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6481, loss_cls: 6.2359, loss: 6.2359 2024-01-02 07:35:32,207 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 6:09:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6481, loss_cls: 6.2418, loss: 6.2418 2024-01-02 07:36:31,557 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 6:08:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6319, loss_cls: 6.3021, loss: 6.3021 2024-01-02 07:37:31,281 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 6:07:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6394, loss_cls: 6.2810, loss: 6.2810 2024-01-02 07:38:30,721 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 6:06:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3841, top5_acc: 0.6441, loss_cls: 6.2712, loss: 6.2712 2024-01-02 07:39:29,709 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 6:05:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6344, loss_cls: 6.3146, loss: 6.3146 2024-01-02 07:40:29,003 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 6:04:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6488, loss_cls: 6.2894, loss: 6.2894 2024-01-02 07:41:28,640 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 6:03:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6416, loss_cls: 6.2555, loss: 6.2555 2024-01-02 07:42:27,653 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 6:02:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3738, top5_acc: 0.6359, loss_cls: 6.3267, loss: 6.3267 2024-01-02 07:43:26,844 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 6:00:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6439, loss_cls: 6.2660, loss: 6.2660 2024-01-02 07:44:25,959 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 5:59:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6484, loss_cls: 6.2234, loss: 6.2234 2024-01-02 07:45:24,785 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 5:58:33, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6358, loss_cls: 6.2925, loss: 6.2925 2024-01-02 07:46:23,685 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 5:57:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3873, top5_acc: 0.6436, loss_cls: 6.2595, loss: 6.2595 2024-01-02 07:46:53,688 - pyskl - INFO - Saving checkpoint at 104 epochs 2024-01-02 07:48:57,664 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 07:48:58,782 - pyskl - INFO - top1_acc 0.2971 top5_acc 0.5548 2024-01-02 07:48:58,782 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 07:48:58,825 - pyskl - INFO - mean_acc 0.2968 2024-01-02 07:48:58,835 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.2971, top5_acc: 0.5548, mean_class_accuracy: 0.2968 2024-01-02 07:52:28,027 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 5:59:21, time: 2.092, data_time: 1.494, memory: 16177, top1_acc: 0.3930, top5_acc: 0.6591, loss_cls: 6.1795, loss: 6.1795 2024-01-02 07:53:28,045 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 5:58:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6633, loss_cls: 6.1571, loss: 6.1571 2024-01-02 07:54:27,476 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 5:57:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6581, loss_cls: 6.1732, loss: 6.1732 2024-01-02 07:55:26,932 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 5:55:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6623, loss_cls: 6.1628, loss: 6.1628 2024-01-02 07:56:26,558 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 5:54:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6456, loss_cls: 6.2606, loss: 6.2606 2024-01-02 07:57:25,908 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 5:53:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6614, loss_cls: 6.1905, loss: 6.1905 2024-01-02 07:58:25,267 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 5:52:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3870, top5_acc: 0.6433, loss_cls: 6.2539, loss: 6.2539 2024-01-02 07:59:25,349 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 5:51:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6456, loss_cls: 6.2323, loss: 6.2323 2024-01-02 08:00:25,344 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 5:50:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6444, loss_cls: 6.2692, loss: 6.2692 2024-01-02 08:01:25,366 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 5:49:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6477, loss_cls: 6.2231, loss: 6.2231 2024-01-02 08:02:24,350 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 5:48:01, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3948, top5_acc: 0.6581, loss_cls: 6.1981, loss: 6.1981 2024-01-02 08:03:23,368 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 5:46:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6509, loss_cls: 6.2275, loss: 6.2275 2024-01-02 08:04:22,613 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 5:45:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6522, loss_cls: 6.1954, loss: 6.1954 2024-01-02 08:05:22,606 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 5:44:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6450, loss_cls: 6.2476, loss: 6.2476 2024-01-02 08:06:22,516 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 5:43:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6587, loss_cls: 6.2069, loss: 6.2069 2024-01-02 08:07:21,587 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 5:42:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6523, loss_cls: 6.2241, loss: 6.2241 2024-01-02 08:08:21,058 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 5:41:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6392, loss_cls: 6.2641, loss: 6.2641 2024-01-02 08:09:20,512 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 5:40:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6392, loss_cls: 6.2669, loss: 6.2669 2024-01-02 08:10:19,598 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 5:38:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6422, loss_cls: 6.2837, loss: 6.2837 2024-01-02 08:11:18,749 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 5:37:46, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6497, loss_cls: 6.2288, loss: 6.2288 2024-01-02 08:12:18,105 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 5:36:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6498, loss_cls: 6.2303, loss: 6.2303 2024-01-02 08:13:17,359 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 5:35:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3841, top5_acc: 0.6461, loss_cls: 6.2174, loss: 6.2174 2024-01-02 08:14:16,781 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 5:34:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6412, loss_cls: 6.2703, loss: 6.2703 2024-01-02 08:15:16,276 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 5:33:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6456, loss_cls: 6.2132, loss: 6.2132 2024-01-02 08:16:15,235 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 5:32:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3881, top5_acc: 0.6502, loss_cls: 6.2345, loss: 6.2345 2024-01-02 08:17:14,536 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 5:30:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3869, top5_acc: 0.6495, loss_cls: 6.2335, loss: 6.2335 2024-01-02 08:18:13,826 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 5:29:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6391, loss_cls: 6.2490, loss: 6.2490 2024-01-02 08:19:12,964 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 5:28:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3883, top5_acc: 0.6447, loss_cls: 6.2385, loss: 6.2385 2024-01-02 08:20:11,764 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 5:27:31, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6508, loss_cls: 6.2408, loss: 6.2408 2024-01-02 08:21:10,905 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 5:26:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3889, top5_acc: 0.6464, loss_cls: 6.2463, loss: 6.2463 2024-01-02 08:22:10,311 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 5:25:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6422, loss_cls: 6.2454, loss: 6.2454 2024-01-02 08:23:10,061 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 5:24:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3889, top5_acc: 0.6427, loss_cls: 6.2484, loss: 6.2484 2024-01-02 08:24:09,502 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 5:22:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6500, loss_cls: 6.2380, loss: 6.2380 2024-01-02 08:25:08,776 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 5:21:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6502, loss_cls: 6.2538, loss: 6.2538 2024-01-02 08:26:07,975 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 5:20:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3786, top5_acc: 0.6409, loss_cls: 6.2732, loss: 6.2732 2024-01-02 08:27:07,062 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 5:19:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3862, top5_acc: 0.6495, loss_cls: 6.2324, loss: 6.2324 2024-01-02 08:28:06,183 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 5:18:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6433, loss_cls: 6.2501, loss: 6.2501 2024-01-02 08:28:36,252 - pyskl - INFO - Saving checkpoint at 105 epochs 2024-01-02 08:30:36,904 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 08:30:37,952 - pyskl - INFO - top1_acc 0.3340 top5_acc 0.5915 2024-01-02 08:30:37,952 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 08:30:37,992 - pyskl - INFO - mean_acc 0.3338 2024-01-02 08:30:37,998 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_101.pth was removed 2024-01-02 08:30:38,286 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. 2024-01-02 08:30:38,287 - pyskl - INFO - Best top1_acc is 0.3340 at 105 epoch. 2024-01-02 08:30:38,294 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.3340, top5_acc: 0.5915, mean_class_accuracy: 0.3338 2024-01-02 08:33:57,148 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 5:19:53, time: 1.988, data_time: 1.388, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6567, loss_cls: 6.1675, loss: 6.1675 2024-01-02 08:34:57,462 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 5:18:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6581, loss_cls: 6.1816, loss: 6.1816 2024-01-02 08:35:56,953 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 5:17:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6739, loss_cls: 6.1211, loss: 6.1211 2024-01-02 08:36:56,330 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 5:16:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6673, loss_cls: 6.1173, loss: 6.1173 2024-01-02 08:37:55,988 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 5:15:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6539, loss_cls: 6.2102, loss: 6.2102 2024-01-02 08:38:55,216 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 5:14:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6497, loss_cls: 6.2045, loss: 6.2045 2024-01-02 08:39:54,239 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 5:13:06, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3869, top5_acc: 0.6566, loss_cls: 6.2018, loss: 6.2018 2024-01-02 08:40:53,725 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 5:11:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6558, loss_cls: 6.2267, loss: 6.2267 2024-01-02 08:41:53,512 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 5:10:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6411, loss_cls: 6.2591, loss: 6.2591 2024-01-02 08:42:52,713 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 5:09:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6519, loss_cls: 6.2194, loss: 6.2194 2024-01-02 08:43:51,999 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 5:08:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6559, loss_cls: 6.1622, loss: 6.1622 2024-01-02 08:44:51,203 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 5:07:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6520, loss_cls: 6.2173, loss: 6.2173 2024-01-02 08:45:50,504 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 5:06:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6444, loss_cls: 6.2830, loss: 6.2830 2024-01-02 08:46:50,122 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 5:05:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6445, loss_cls: 6.2633, loss: 6.2633 2024-01-02 08:47:50,259 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 5:04:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6564, loss_cls: 6.1995, loss: 6.1995 2024-01-02 08:48:49,722 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 5:02:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6409, loss_cls: 6.2668, loss: 6.2668 2024-01-02 08:49:48,909 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 5:01:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6567, loss_cls: 6.1657, loss: 6.1657 2024-01-02 08:50:48,483 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 5:00:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6494, loss_cls: 6.2144, loss: 6.2144 2024-01-02 08:51:47,300 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 4:59:31, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6502, loss_cls: 6.2025, loss: 6.2025 2024-01-02 08:52:46,151 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 4:58:23, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6520, loss_cls: 6.2103, loss: 6.2103 2024-01-02 08:53:45,218 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 4:57:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6497, loss_cls: 6.2217, loss: 6.2217 2024-01-02 08:54:44,393 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 4:56:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6619, loss_cls: 6.1686, loss: 6.1686 2024-01-02 08:55:43,430 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 4:54:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6538, loss_cls: 6.2394, loss: 6.2394 2024-01-02 08:56:42,687 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 4:53:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6514, loss_cls: 6.2238, loss: 6.2238 2024-01-02 08:57:41,885 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 4:52:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6491, loss_cls: 6.2298, loss: 6.2298 2024-01-02 08:58:40,971 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 4:51:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6500, loss_cls: 6.2112, loss: 6.2112 2024-01-02 08:59:40,319 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 4:50:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6541, loss_cls: 6.2198, loss: 6.2198 2024-01-02 09:00:39,544 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 4:49:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6491, loss_cls: 6.2119, loss: 6.2119 2024-01-02 09:01:38,647 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 4:48:09, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3922, top5_acc: 0.6486, loss_cls: 6.2319, loss: 6.2319 2024-01-02 09:02:37,847 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 4:47:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6488, loss_cls: 6.1962, loss: 6.1962 2024-01-02 09:03:37,046 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 4:45:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3961, top5_acc: 0.6405, loss_cls: 6.2373, loss: 6.2373 2024-01-02 09:04:36,208 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 4:44:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6422, loss_cls: 6.2731, loss: 6.2731 2024-01-02 09:05:35,410 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 4:43:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6545, loss_cls: 6.1882, loss: 6.1882 2024-01-02 09:06:34,347 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 4:42:29, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6481, loss_cls: 6.2442, loss: 6.2442 2024-01-02 09:07:33,417 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 4:41:21, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6530, loss_cls: 6.2214, loss: 6.2214 2024-01-02 09:08:32,446 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 4:40:13, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6327, loss_cls: 6.2979, loss: 6.2979 2024-01-02 09:09:31,552 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 4:39:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6488, loss_cls: 6.2293, loss: 6.2293 2024-01-02 09:10:01,446 - pyskl - INFO - Saving checkpoint at 106 epochs 2024-01-02 09:12:01,050 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 09:12:02,117 - pyskl - INFO - top1_acc 0.3163 top5_acc 0.5753 2024-01-02 09:12:02,117 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 09:12:02,176 - pyskl - INFO - mean_acc 0.3162 2024-01-02 09:12:02,193 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.3163, top5_acc: 0.5753, mean_class_accuracy: 0.3162 2024-01-02 09:15:24,883 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 4:40:28, time: 2.027, data_time: 1.420, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6663, loss_cls: 6.1425, loss: 6.1425 2024-01-02 09:16:25,232 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 4:39:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6552, loss_cls: 6.2063, loss: 6.2063 2024-01-02 09:17:25,569 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 4:38:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6673, loss_cls: 6.1419, loss: 6.1419 2024-01-02 09:18:24,955 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 4:37:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4116, top5_acc: 0.6780, loss_cls: 6.0978, loss: 6.0978 2024-01-02 09:19:24,921 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 4:36:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6569, loss_cls: 6.1868, loss: 6.1868 2024-01-02 09:20:24,030 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 4:34:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6559, loss_cls: 6.1856, loss: 6.1856 2024-01-02 09:21:23,489 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 4:33:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6675, loss_cls: 6.1395, loss: 6.1395 2024-01-02 09:22:22,678 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 4:32:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6661, loss_cls: 6.1660, loss: 6.1660 2024-01-02 09:23:22,053 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 4:31:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6545, loss_cls: 6.2149, loss: 6.2149 2024-01-02 09:24:21,393 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 4:30:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6586, loss_cls: 6.1884, loss: 6.1884 2024-01-02 09:25:20,797 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 4:29:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4014, top5_acc: 0.6622, loss_cls: 6.1667, loss: 6.1667 2024-01-02 09:26:19,830 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 4:28:06, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3897, top5_acc: 0.6489, loss_cls: 6.2527, loss: 6.2527 2024-01-02 09:27:19,108 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 4:26:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6553, loss_cls: 6.1920, loss: 6.1920 2024-01-02 09:28:18,118 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 4:25:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6377, loss_cls: 6.2755, loss: 6.2755 2024-01-02 09:29:17,976 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 4:24:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6558, loss_cls: 6.1965, loss: 6.1965 2024-01-02 09:30:17,565 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 4:23:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6452, loss_cls: 6.2147, loss: 6.2147 2024-01-02 09:31:16,546 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 4:22:28, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6611, loss_cls: 6.1618, loss: 6.1618 2024-01-02 09:32:15,753 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 4:21:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6598, loss_cls: 6.1837, loss: 6.1837 2024-01-02 09:33:14,975 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 4:20:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6473, loss_cls: 6.2234, loss: 6.2234 2024-01-02 09:34:13,797 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 4:19:04, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6498, loss_cls: 6.2170, loss: 6.2170 2024-01-02 09:35:12,796 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 4:17:55, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6478, loss_cls: 6.2215, loss: 6.2215 2024-01-02 09:36:11,732 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 4:16:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3986, top5_acc: 0.6598, loss_cls: 6.1952, loss: 6.1952 2024-01-02 09:37:10,774 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 4:15:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6475, loss_cls: 6.2488, loss: 6.2488 2024-01-02 09:38:09,894 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 4:14:31, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6656, loss_cls: 6.1715, loss: 6.1715 2024-01-02 09:39:08,976 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 4:13:23, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6562, loss_cls: 6.1808, loss: 6.1808 2024-01-02 09:40:08,149 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 4:12:16, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6539, loss_cls: 6.2116, loss: 6.2116 2024-01-02 09:41:07,513 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 4:11:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6500, loss_cls: 6.2377, loss: 6.2377 2024-01-02 09:42:06,728 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 4:10:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6550, loss_cls: 6.2097, loss: 6.2097 2024-01-02 09:43:05,544 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 4:08:52, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6503, loss_cls: 6.2327, loss: 6.2327 2024-01-02 09:44:05,557 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 4:07:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3845, top5_acc: 0.6461, loss_cls: 6.2540, loss: 6.2540 2024-01-02 09:45:05,651 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 4:06:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6545, loss_cls: 6.1654, loss: 6.1654 2024-01-02 09:46:05,683 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 4:05:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6548, loss_cls: 6.2167, loss: 6.2167 2024-01-02 09:47:05,702 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 4:04:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6472, loss_cls: 6.2222, loss: 6.2222 2024-01-02 09:48:04,969 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 4:03:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3898, top5_acc: 0.6497, loss_cls: 6.2201, loss: 6.2201 2024-01-02 09:49:04,399 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 4:02:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3827, top5_acc: 0.6484, loss_cls: 6.2601, loss: 6.2601 2024-01-02 09:50:03,750 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 4:01:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3941, top5_acc: 0.6544, loss_cls: 6.2014, loss: 6.2014 2024-01-02 09:51:02,975 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 3:59:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3992, top5_acc: 0.6486, loss_cls: 6.1953, loss: 6.1953 2024-01-02 09:51:32,778 - pyskl - INFO - Saving checkpoint at 107 epochs 2024-01-02 09:53:32,919 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 09:53:33,964 - pyskl - INFO - top1_acc 0.3352 top5_acc 0.5944 2024-01-02 09:53:33,965 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 09:53:34,005 - pyskl - INFO - mean_acc 0.3349 2024-01-02 09:53:34,011 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_105.pth was removed 2024-01-02 09:53:34,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2024-01-02 09:53:34,293 - pyskl - INFO - Best top1_acc is 0.3352 at 107 epoch. 2024-01-02 09:53:34,305 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.3352, top5_acc: 0.5944, mean_class_accuracy: 0.3349 2024-01-02 09:56:54,028 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 4:01:06, time: 1.997, data_time: 1.399, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6747, loss_cls: 6.0853, loss: 6.0853 2024-01-02 09:57:54,506 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 4:00:00, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6752, loss_cls: 6.1090, loss: 6.1090 2024-01-02 09:58:54,570 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 3:58:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6666, loss_cls: 6.1442, loss: 6.1442 2024-01-02 09:59:53,706 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 3:57:46, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6586, loss_cls: 6.1505, loss: 6.1505 2024-01-02 10:00:53,628 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 3:56:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4022, top5_acc: 0.6647, loss_cls: 6.1478, loss: 6.1478 2024-01-02 10:01:53,007 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 3:55:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4073, top5_acc: 0.6731, loss_cls: 6.1118, loss: 6.1118 2024-01-02 10:02:52,329 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 3:54:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4008, top5_acc: 0.6573, loss_cls: 6.1474, loss: 6.1474 2024-01-02 10:03:51,308 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 3:53:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6637, loss_cls: 6.1571, loss: 6.1571 2024-01-02 10:04:50,565 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 3:52:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3986, top5_acc: 0.6584, loss_cls: 6.1710, loss: 6.1710 2024-01-02 10:05:49,897 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 3:51:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6561, loss_cls: 6.1872, loss: 6.1872 2024-01-02 10:06:48,999 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 3:49:54, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6659, loss_cls: 6.1394, loss: 6.1394 2024-01-02 10:07:48,104 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 3:48:46, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6558, loss_cls: 6.1830, loss: 6.1830 2024-01-02 10:08:47,580 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 3:47:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6630, loss_cls: 6.1461, loss: 6.1461 2024-01-02 10:09:46,924 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 3:46:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6597, loss_cls: 6.2036, loss: 6.2036 2024-01-02 10:10:46,749 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 3:45:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3981, top5_acc: 0.6637, loss_cls: 6.1748, loss: 6.1748 2024-01-02 10:11:46,638 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 3:44:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4028, top5_acc: 0.6564, loss_cls: 6.1733, loss: 6.1733 2024-01-02 10:12:46,412 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 3:43:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3931, top5_acc: 0.6497, loss_cls: 6.1914, loss: 6.1914 2024-01-02 10:13:45,686 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 3:42:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3973, top5_acc: 0.6583, loss_cls: 6.2072, loss: 6.2072 2024-01-02 10:14:44,588 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 3:40:56, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6581, loss_cls: 6.1768, loss: 6.1768 2024-01-02 10:15:44,087 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 3:39:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6495, loss_cls: 6.2182, loss: 6.2182 2024-01-02 10:16:42,758 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 3:38:41, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6528, loss_cls: 6.1960, loss: 6.1960 2024-01-02 10:17:41,610 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 3:37:33, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3883, top5_acc: 0.6509, loss_cls: 6.2152, loss: 6.2152 2024-01-02 10:18:40,663 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 3:36:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6581, loss_cls: 6.1651, loss: 6.1651 2024-01-02 10:19:39,853 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 3:35:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4002, top5_acc: 0.6570, loss_cls: 6.1859, loss: 6.1859 2024-01-02 10:20:38,780 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 3:34:10, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3848, top5_acc: 0.6536, loss_cls: 6.2374, loss: 6.2374 2024-01-02 10:21:37,976 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 3:33:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3950, top5_acc: 0.6586, loss_cls: 6.2122, loss: 6.2122 2024-01-02 10:22:37,048 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 3:31:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6548, loss_cls: 6.2083, loss: 6.2083 2024-01-02 10:23:36,042 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 3:30:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6455, loss_cls: 6.2309, loss: 6.2309 2024-01-02 10:24:35,131 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 3:29:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3875, top5_acc: 0.6536, loss_cls: 6.2380, loss: 6.2380 2024-01-02 10:25:34,226 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 3:28:32, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6564, loss_cls: 6.2175, loss: 6.2175 2024-01-02 10:26:33,340 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 3:27:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4022, top5_acc: 0.6572, loss_cls: 6.1618, loss: 6.1618 2024-01-02 10:27:32,648 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 3:26:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4028, top5_acc: 0.6658, loss_cls: 6.1721, loss: 6.1721 2024-01-02 10:28:31,665 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 3:25:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6625, loss_cls: 6.1378, loss: 6.1378 2024-01-02 10:29:30,735 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 3:24:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6561, loss_cls: 6.1785, loss: 6.1785 2024-01-02 10:30:29,748 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 3:22:55, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6509, loss_cls: 6.2330, loss: 6.2330 2024-01-02 10:31:28,471 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 3:21:47, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6556, loss_cls: 6.2006, loss: 6.2006 2024-01-02 10:32:27,280 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 3:20:39, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3991, top5_acc: 0.6488, loss_cls: 6.2117, loss: 6.2117 2024-01-02 10:32:57,162 - pyskl - INFO - Saving checkpoint at 108 epochs 2024-01-02 10:34:54,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 10:34:55,154 - pyskl - INFO - top1_acc 0.3276 top5_acc 0.5847 2024-01-02 10:34:55,154 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 10:34:55,184 - pyskl - INFO - mean_acc 0.3275 2024-01-02 10:34:55,193 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.3276, top5_acc: 0.5847, mean_class_accuracy: 0.3275 2024-01-02 10:38:12,660 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 3:21:36, time: 1.975, data_time: 1.380, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6689, loss_cls: 6.1235, loss: 6.1235 2024-01-02 10:39:13,084 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 3:20:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6678, loss_cls: 6.1160, loss: 6.1160 2024-01-02 10:40:13,284 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 3:19:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4036, top5_acc: 0.6692, loss_cls: 6.1424, loss: 6.1424 2024-01-02 10:41:12,647 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 3:18:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6734, loss_cls: 6.1061, loss: 6.1061 2024-01-02 10:42:12,419 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 3:17:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6637, loss_cls: 6.1726, loss: 6.1726 2024-01-02 10:43:11,708 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 3:16:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4120, top5_acc: 0.6695, loss_cls: 6.1190, loss: 6.1190 2024-01-02 10:44:11,093 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 3:14:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6656, loss_cls: 6.1098, loss: 6.1098 2024-01-02 10:45:10,037 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 3:13:48, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3986, top5_acc: 0.6591, loss_cls: 6.1494, loss: 6.1494 2024-01-02 10:46:09,077 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 3:12:41, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6594, loss_cls: 6.1886, loss: 6.1886 2024-01-02 10:47:08,188 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 3:11:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6642, loss_cls: 6.1686, loss: 6.1686 2024-01-02 10:48:07,214 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 3:10:26, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4113, top5_acc: 0.6583, loss_cls: 6.1474, loss: 6.1474 2024-01-02 10:49:06,631 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 3:09:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6519, loss_cls: 6.2148, loss: 6.2148 2024-01-02 10:50:05,718 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 3:08:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6681, loss_cls: 6.1583, loss: 6.1583 2024-01-02 10:51:04,900 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 3:07:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6623, loss_cls: 6.1606, loss: 6.1606 2024-01-02 10:52:03,998 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 3:05:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3994, top5_acc: 0.6603, loss_cls: 6.1732, loss: 6.1732 2024-01-02 10:53:03,689 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 3:04:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6620, loss_cls: 6.1583, loss: 6.1583 2024-01-02 10:54:04,176 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 3:03:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4028, top5_acc: 0.6581, loss_cls: 6.1814, loss: 6.1814 2024-01-02 10:55:03,927 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 3:02:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3975, top5_acc: 0.6569, loss_cls: 6.1816, loss: 6.1816 2024-01-02 10:56:03,065 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 3:01:31, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6623, loss_cls: 6.1526, loss: 6.1526 2024-01-02 10:57:02,429 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 3:00:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6564, loss_cls: 6.1935, loss: 6.1935 2024-01-02 10:58:01,478 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 2:59:16, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3967, top5_acc: 0.6550, loss_cls: 6.1993, loss: 6.1993 2024-01-02 10:59:00,759 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 2:58:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6647, loss_cls: 6.1398, loss: 6.1398 2024-01-02 10:59:59,843 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 2:57:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6608, loss_cls: 6.1766, loss: 6.1766 2024-01-02 11:00:59,380 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 2:55:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3869, top5_acc: 0.6502, loss_cls: 6.2232, loss: 6.2232 2024-01-02 11:01:58,147 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 2:54:48, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6591, loss_cls: 6.1556, loss: 6.1556 2024-01-02 11:02:57,052 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 2:53:40, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6553, loss_cls: 6.2012, loss: 6.2012 2024-01-02 11:03:56,086 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 2:52:33, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4092, top5_acc: 0.6666, loss_cls: 6.1353, loss: 6.1353 2024-01-02 11:04:55,507 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 2:51:26, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4066, top5_acc: 0.6620, loss_cls: 6.1807, loss: 6.1807 2024-01-02 11:05:54,544 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 2:50:19, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6645, loss_cls: 6.1272, loss: 6.1272 2024-01-02 11:06:53,608 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 2:49:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6622, loss_cls: 6.1449, loss: 6.1449 2024-01-02 11:07:52,727 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 2:48:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4014, top5_acc: 0.6636, loss_cls: 6.1587, loss: 6.1587 2024-01-02 11:08:51,426 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 2:46:56, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.3992, top5_acc: 0.6539, loss_cls: 6.1854, loss: 6.1854 2024-01-02 11:09:50,483 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 2:45:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6519, loss_cls: 6.2090, loss: 6.2090 2024-01-02 11:10:49,236 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 2:44:42, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6598, loss_cls: 6.1792, loss: 6.1792 2024-01-02 11:11:48,817 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 2:43:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4003, top5_acc: 0.6553, loss_cls: 6.1531, loss: 6.1531 2024-01-02 11:12:47,760 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 2:42:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6578, loss_cls: 6.1953, loss: 6.1953 2024-01-02 11:13:46,804 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 2:41:21, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6528, loss_cls: 6.2027, loss: 6.2027 2024-01-02 11:14:16,232 - pyskl - INFO - Saving checkpoint at 109 epochs 2024-01-02 11:16:15,264 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 11:16:16,310 - pyskl - INFO - top1_acc 0.3361 top5_acc 0.5928 2024-01-02 11:16:16,310 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 11:16:16,346 - pyskl - INFO - mean_acc 0.3360 2024-01-02 11:16:16,352 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_107.pth was removed 2024-01-02 11:16:16,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2024-01-02 11:16:16,649 - pyskl - INFO - Best top1_acc is 0.3361 at 109 epoch. 2024-01-02 11:16:16,657 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.3361, top5_acc: 0.5928, mean_class_accuracy: 0.3360 2024-01-02 11:19:38,629 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 2:42:15, time: 2.020, data_time: 1.426, memory: 16177, top1_acc: 0.4181, top5_acc: 0.6634, loss_cls: 6.1085, loss: 6.1085 2024-01-02 11:20:38,644 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 2:41:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6686, loss_cls: 6.1293, loss: 6.1293 2024-01-02 11:21:39,158 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 2:40:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6717, loss_cls: 6.1455, loss: 6.1455 2024-01-02 11:22:39,097 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 2:38:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4128, top5_acc: 0.6666, loss_cls: 6.0898, loss: 6.0898 2024-01-02 11:23:38,344 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 2:37:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4103, top5_acc: 0.6703, loss_cls: 6.0996, loss: 6.0996 2024-01-02 11:24:37,338 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 2:36:43, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4113, top5_acc: 0.6680, loss_cls: 6.1309, loss: 6.1309 2024-01-02 11:25:36,465 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 2:35:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4194, top5_acc: 0.6752, loss_cls: 6.0952, loss: 6.0952 2024-01-02 11:26:35,538 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 2:34:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6673, loss_cls: 6.1137, loss: 6.1137 2024-01-02 11:27:34,850 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 2:33:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4050, top5_acc: 0.6705, loss_cls: 6.1097, loss: 6.1097 2024-01-02 11:28:34,265 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 2:32:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4139, top5_acc: 0.6745, loss_cls: 6.0938, loss: 6.0938 2024-01-02 11:29:33,268 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 2:31:08, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6678, loss_cls: 6.1117, loss: 6.1117 2024-01-02 11:30:32,303 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 2:30:01, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6634, loss_cls: 6.1408, loss: 6.1408 2024-01-02 11:31:31,532 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 2:28:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4037, top5_acc: 0.6569, loss_cls: 6.1668, loss: 6.1668 2024-01-02 11:32:30,478 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 2:27:46, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6531, loss_cls: 6.1772, loss: 6.1772 2024-01-02 11:33:29,505 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 2:26:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6658, loss_cls: 6.1406, loss: 6.1406 2024-01-02 11:34:28,663 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 2:25:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4045, top5_acc: 0.6622, loss_cls: 6.1602, loss: 6.1602 2024-01-02 11:35:28,649 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 2:24:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6659, loss_cls: 6.1540, loss: 6.1540 2024-01-02 11:36:28,555 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 2:23:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3992, top5_acc: 0.6606, loss_cls: 6.1477, loss: 6.1477 2024-01-02 11:37:27,696 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 2:22:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6583, loss_cls: 6.1800, loss: 6.1800 2024-01-02 11:38:26,650 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 2:21:06, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6577, loss_cls: 6.1407, loss: 6.1407 2024-01-02 11:39:26,141 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 2:19:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4131, top5_acc: 0.6639, loss_cls: 6.1366, loss: 6.1366 2024-01-02 11:40:24,938 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 2:18:52, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6633, loss_cls: 6.1588, loss: 6.1588 2024-01-02 11:41:23,916 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 2:17:45, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4089, top5_acc: 0.6748, loss_cls: 6.1092, loss: 6.1092 2024-01-02 11:42:23,060 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 2:16:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4014, top5_acc: 0.6519, loss_cls: 6.2155, loss: 6.2155 2024-01-02 11:43:22,159 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 2:15:31, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6580, loss_cls: 6.1755, loss: 6.1755 2024-01-02 11:44:21,702 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 2:14:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6619, loss_cls: 6.2035, loss: 6.2035 2024-01-02 11:45:21,795 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 2:13:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6650, loss_cls: 6.1355, loss: 6.1355 2024-01-02 11:46:21,868 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 2:12:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6677, loss_cls: 6.1501, loss: 6.1501 2024-01-02 11:47:21,583 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 2:11:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6591, loss_cls: 6.1752, loss: 6.1752 2024-01-02 11:48:20,563 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 2:10:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3964, top5_acc: 0.6620, loss_cls: 6.1934, loss: 6.1934 2024-01-02 11:49:19,627 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 2:08:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4028, top5_acc: 0.6678, loss_cls: 6.1681, loss: 6.1681 2024-01-02 11:50:18,906 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 2:07:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6687, loss_cls: 6.1377, loss: 6.1377 2024-01-02 11:51:18,034 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 2:06:39, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6636, loss_cls: 6.1877, loss: 6.1877 2024-01-02 11:52:17,231 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 2:05:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4161, top5_acc: 0.6655, loss_cls: 6.1200, loss: 6.1200 2024-01-02 11:53:16,404 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 2:04:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6542, loss_cls: 6.1521, loss: 6.1521 2024-01-02 11:54:15,692 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 2:03:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6627, loss_cls: 6.1678, loss: 6.1678 2024-01-02 11:55:15,338 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 2:02:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3964, top5_acc: 0.6628, loss_cls: 6.1840, loss: 6.1840 2024-01-02 11:55:46,086 - pyskl - INFO - Saving checkpoint at 110 epochs 2024-01-02 11:57:45,215 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 11:57:46,252 - pyskl - INFO - top1_acc 0.3356 top5_acc 0.5894 2024-01-02 11:57:46,252 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 11:57:46,288 - pyskl - INFO - mean_acc 0.3353 2024-01-02 11:57:46,295 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3356, top5_acc: 0.5894, mean_class_accuracy: 0.3353 2024-01-02 12:01:09,416 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 2:03:01, time: 2.031, data_time: 1.435, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6809, loss_cls: 6.0393, loss: 6.0393 2024-01-02 12:02:09,225 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 2:01:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4020, top5_acc: 0.6678, loss_cls: 6.1407, loss: 6.1407 2024-01-02 12:03:09,356 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 2:00:49, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.4102, top5_acc: 0.6720, loss_cls: 6.0832, loss: 6.0832 2024-01-02 12:04:09,454 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 1:59:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6708, loss_cls: 6.1036, loss: 6.1036 2024-01-02 12:05:08,916 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 1:58:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6855, loss_cls: 6.0624, loss: 6.0624 2024-01-02 12:06:07,965 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 1:57:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6650, loss_cls: 6.1484, loss: 6.1484 2024-01-02 12:07:07,416 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 1:56:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4180, top5_acc: 0.6683, loss_cls: 6.1020, loss: 6.1020 2024-01-02 12:08:06,312 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 1:55:16, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6630, loss_cls: 6.1124, loss: 6.1124 2024-01-02 12:09:05,260 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 1:54:09, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4012, top5_acc: 0.6594, loss_cls: 6.1476, loss: 6.1476 2024-01-02 12:10:04,648 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 1:53:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4091, top5_acc: 0.6672, loss_cls: 6.1088, loss: 6.1088 2024-01-02 12:11:03,869 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 1:51:56, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6731, loss_cls: 6.1239, loss: 6.1239 2024-01-02 12:12:03,354 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 1:50:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6603, loss_cls: 6.1392, loss: 6.1392 2024-01-02 12:13:02,238 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 1:49:42, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4097, top5_acc: 0.6717, loss_cls: 6.1098, loss: 6.1098 2024-01-02 12:14:01,355 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 1:48:35, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6577, loss_cls: 6.1617, loss: 6.1617 2024-01-02 12:15:00,566 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 1:47:28, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6773, loss_cls: 6.1015, loss: 6.1015 2024-01-02 12:16:00,163 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 1:46:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4159, top5_acc: 0.6713, loss_cls: 6.1137, loss: 6.1137 2024-01-02 12:16:59,748 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 1:45:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4012, top5_acc: 0.6630, loss_cls: 6.1489, loss: 6.1489 2024-01-02 12:17:59,545 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 1:44:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6695, loss_cls: 6.1306, loss: 6.1306 2024-01-02 12:18:58,863 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 1:43:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6692, loss_cls: 6.1440, loss: 6.1440 2024-01-02 12:19:57,985 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 1:41:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6631, loss_cls: 6.1446, loss: 6.1446 2024-01-02 12:20:57,497 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 1:40:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6689, loss_cls: 6.1302, loss: 6.1302 2024-01-02 12:21:57,503 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 1:39:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6653, loss_cls: 6.1186, loss: 6.1186 2024-01-02 12:22:56,549 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 1:38:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6591, loss_cls: 6.1833, loss: 6.1833 2024-01-02 12:23:55,588 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 1:37:31, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6747, loss_cls: 6.1320, loss: 6.1320 2024-01-02 12:24:54,841 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 1:36:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4113, top5_acc: 0.6714, loss_cls: 6.1369, loss: 6.1369 2024-01-02 12:25:54,201 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 1:35:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4192, top5_acc: 0.6773, loss_cls: 6.0847, loss: 6.0847 2024-01-02 12:26:53,358 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 1:34:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6642, loss_cls: 6.1618, loss: 6.1618 2024-01-02 12:27:52,411 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 1:33:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6706, loss_cls: 6.1415, loss: 6.1415 2024-01-02 12:28:51,690 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 1:31:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6695, loss_cls: 6.1324, loss: 6.1324 2024-01-02 12:29:50,849 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 1:30:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6586, loss_cls: 6.1640, loss: 6.1640 2024-01-02 12:30:50,188 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 1:29:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6742, loss_cls: 6.1099, loss: 6.1099 2024-01-02 12:31:49,454 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 1:28:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6709, loss_cls: 6.1519, loss: 6.1519 2024-01-02 12:32:48,448 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 1:27:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6516, loss_cls: 6.2010, loss: 6.2010 2024-01-02 12:33:47,572 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 1:26:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4177, top5_acc: 0.6777, loss_cls: 6.0958, loss: 6.0958 2024-01-02 12:34:46,747 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 1:25:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6559, loss_cls: 6.1583, loss: 6.1583 2024-01-02 12:35:46,002 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 1:24:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6666, loss_cls: 6.1273, loss: 6.1273 2024-01-02 12:36:45,317 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 1:23:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6636, loss_cls: 6.1399, loss: 6.1399 2024-01-02 12:37:15,313 - pyskl - INFO - Saving checkpoint at 111 epochs 2024-01-02 12:39:13,302 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 12:39:14,341 - pyskl - INFO - top1_acc 0.3479 top5_acc 0.6066 2024-01-02 12:39:14,341 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 12:39:14,387 - pyskl - INFO - mean_acc 0.3477 2024-01-02 12:39:14,393 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_109.pth was removed 2024-01-02 12:39:14,683 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2024-01-02 12:39:14,684 - pyskl - INFO - Best top1_acc is 0.3479 at 111 epoch. 2024-01-02 12:39:14,691 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3479, top5_acc: 0.6066, mean_class_accuracy: 0.3477 2024-01-02 12:42:34,207 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 1:23:42, time: 1.995, data_time: 1.399, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6878, loss_cls: 6.0141, loss: 6.0141 2024-01-02 12:43:33,859 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 1:22:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4228, top5_acc: 0.6767, loss_cls: 6.0531, loss: 6.0531 2024-01-02 12:44:33,535 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 1:21:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6759, loss_cls: 6.1039, loss: 6.1039 2024-01-02 12:45:33,331 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 1:20:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6784, loss_cls: 6.0541, loss: 6.0541 2024-01-02 12:46:32,636 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 1:19:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4181, top5_acc: 0.6823, loss_cls: 6.0569, loss: 6.0569 2024-01-02 12:47:31,990 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 1:18:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6700, loss_cls: 6.1166, loss: 6.1166 2024-01-02 12:48:31,109 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 1:17:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4184, top5_acc: 0.6716, loss_cls: 6.0821, loss: 6.0821 2024-01-02 12:49:30,454 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 1:15:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4263, top5_acc: 0.6753, loss_cls: 6.0521, loss: 6.0521 2024-01-02 12:50:29,431 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 1:14:51, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4037, top5_acc: 0.6687, loss_cls: 6.1244, loss: 6.1244 2024-01-02 12:51:28,610 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 1:13:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4147, top5_acc: 0.6741, loss_cls: 6.0835, loss: 6.0835 2024-01-02 12:52:27,456 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 1:12:38, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4152, top5_acc: 0.6681, loss_cls: 6.1053, loss: 6.1053 2024-01-02 12:53:26,359 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 1:11:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6672, loss_cls: 6.1348, loss: 6.1348 2024-01-02 12:54:26,038 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 1:10:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6750, loss_cls: 6.0765, loss: 6.0765 2024-01-02 12:55:25,978 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 1:09:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6753, loss_cls: 6.0929, loss: 6.0929 2024-01-02 12:56:25,382 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 1:08:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4133, top5_acc: 0.6769, loss_cls: 6.0828, loss: 6.0828 2024-01-02 12:57:24,855 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 1:07:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6667, loss_cls: 6.1347, loss: 6.1347 2024-01-02 12:58:24,529 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 1:06:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4152, top5_acc: 0.6769, loss_cls: 6.0882, loss: 6.0882 2024-01-02 12:59:24,320 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 1:04:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6637, loss_cls: 6.1255, loss: 6.1255 2024-01-02 13:00:24,425 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 1:03:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6734, loss_cls: 6.0831, loss: 6.0831 2024-01-02 13:01:23,547 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 1:02:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4073, top5_acc: 0.6664, loss_cls: 6.1116, loss: 6.1116 2024-01-02 13:02:22,540 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 1:01:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4105, top5_acc: 0.6745, loss_cls: 6.1291, loss: 6.1291 2024-01-02 13:03:22,004 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 1:00:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6770, loss_cls: 6.0659, loss: 6.0659 2024-01-02 13:04:21,167 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 0:59:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6595, loss_cls: 6.1602, loss: 6.1602 2024-01-02 13:05:20,796 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 0:58:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6695, loss_cls: 6.1310, loss: 6.1310 2024-01-02 13:06:20,007 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 0:57:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6633, loss_cls: 6.1141, loss: 6.1141 2024-01-02 13:07:18,995 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 0:56:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6742, loss_cls: 6.1081, loss: 6.1081 2024-01-02 13:08:18,034 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 0:54:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6644, loss_cls: 6.1345, loss: 6.1345 2024-01-02 13:09:17,274 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 0:53:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4133, top5_acc: 0.6713, loss_cls: 6.1185, loss: 6.1185 2024-01-02 13:10:16,463 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 0:52:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4091, top5_acc: 0.6714, loss_cls: 6.1232, loss: 6.1232 2024-01-02 13:11:15,463 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 0:51:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6675, loss_cls: 6.1241, loss: 6.1241 2024-01-02 13:12:15,428 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 0:50:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4012, top5_acc: 0.6583, loss_cls: 6.1417, loss: 6.1417 2024-01-02 13:13:14,970 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 0:49:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4139, top5_acc: 0.6722, loss_cls: 6.1150, loss: 6.1150 2024-01-02 13:14:14,230 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 0:48:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4002, top5_acc: 0.6669, loss_cls: 6.1434, loss: 6.1434 2024-01-02 13:15:13,631 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 0:47:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6817, loss_cls: 6.0645, loss: 6.0645 2024-01-02 13:16:12,892 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 0:46:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6561, loss_cls: 6.1576, loss: 6.1576 2024-01-02 13:17:11,921 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 0:45:03, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6680, loss_cls: 6.1143, loss: 6.1143 2024-01-02 13:18:11,050 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 0:43:56, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4128, top5_acc: 0.6691, loss_cls: 6.1185, loss: 6.1185 2024-01-02 13:18:41,118 - pyskl - INFO - Saving checkpoint at 112 epochs 2024-01-02 13:20:41,046 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 13:20:42,088 - pyskl - INFO - top1_acc 0.3379 top5_acc 0.5995 2024-01-02 13:20:42,088 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 13:20:42,123 - pyskl - INFO - mean_acc 0.3377 2024-01-02 13:20:42,130 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3379, top5_acc: 0.5995, mean_class_accuracy: 0.3377 2024-01-02 13:24:00,930 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 0:44:25, time: 1.988, data_time: 1.394, memory: 16177, top1_acc: 0.4367, top5_acc: 0.6911, loss_cls: 6.0207, loss: 6.0207 2024-01-02 13:25:00,824 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 0:43:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6883, loss_cls: 6.0085, loss: 6.0085 2024-01-02 13:26:00,485 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 0:42:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4164, top5_acc: 0.6817, loss_cls: 6.0812, loss: 6.0812 2024-01-02 13:27:00,584 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 0:41:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4263, top5_acc: 0.6877, loss_cls: 6.0233, loss: 6.0233 2024-01-02 13:28:00,199 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 0:40:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4228, top5_acc: 0.6758, loss_cls: 6.0626, loss: 6.0626 2024-01-02 13:28:59,587 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 0:38:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6855, loss_cls: 6.0138, loss: 6.0138 2024-01-02 13:29:58,601 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 0:37:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6767, loss_cls: 6.0944, loss: 6.0944 2024-01-02 13:30:58,079 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 0:36:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6683, loss_cls: 6.0952, loss: 6.0952 2024-01-02 13:31:56,952 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 0:35:37, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4175, top5_acc: 0.6709, loss_cls: 6.0790, loss: 6.0790 2024-01-02 13:32:55,961 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 0:34:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4120, top5_acc: 0.6745, loss_cls: 6.1099, loss: 6.1099 2024-01-02 13:33:55,064 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 0:33:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6808, loss_cls: 6.0768, loss: 6.0768 2024-01-02 13:34:54,067 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 0:32:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6717, loss_cls: 6.0794, loss: 6.0794 2024-01-02 13:35:53,310 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 0:31:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6681, loss_cls: 6.1204, loss: 6.1204 2024-01-02 13:36:52,421 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 0:30:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4209, top5_acc: 0.6758, loss_cls: 6.0698, loss: 6.0698 2024-01-02 13:37:51,328 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 0:28:58, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6808, loss_cls: 6.0691, loss: 6.0691 2024-01-02 13:38:50,548 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 0:27:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6686, loss_cls: 6.1008, loss: 6.1008 2024-01-02 13:39:49,868 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 0:26:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4156, top5_acc: 0.6792, loss_cls: 6.0933, loss: 6.0933 2024-01-02 13:40:49,182 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 0:25:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4188, top5_acc: 0.6711, loss_cls: 6.0973, loss: 6.0973 2024-01-02 13:41:48,945 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 0:24:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4061, top5_acc: 0.6745, loss_cls: 6.0905, loss: 6.0905 2024-01-02 13:42:48,991 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 0:23:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6822, loss_cls: 6.0886, loss: 6.0886 2024-01-02 13:43:48,227 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 0:22:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6700, loss_cls: 6.0936, loss: 6.0936 2024-01-02 13:44:47,533 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 0:21:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4152, top5_acc: 0.6734, loss_cls: 6.0895, loss: 6.0895 2024-01-02 13:45:46,927 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 0:20:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4012, top5_acc: 0.6709, loss_cls: 6.1167, loss: 6.1167 2024-01-02 13:46:46,070 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 0:19:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4155, top5_acc: 0.6725, loss_cls: 6.1067, loss: 6.1067 2024-01-02 13:47:45,297 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 0:17:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4131, top5_acc: 0.6767, loss_cls: 6.0999, loss: 6.0999 2024-01-02 13:48:44,142 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 0:16:51, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4152, top5_acc: 0.6736, loss_cls: 6.1010, loss: 6.1010 2024-01-02 13:49:42,960 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 0:15:45, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6616, loss_cls: 6.1422, loss: 6.1422 2024-01-02 13:50:41,921 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 0:14:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6761, loss_cls: 6.1073, loss: 6.1073 2024-01-02 13:51:41,089 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 0:13:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4142, top5_acc: 0.6680, loss_cls: 6.0865, loss: 6.0865 2024-01-02 13:52:40,052 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 0:12:26, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4111, top5_acc: 0.6725, loss_cls: 6.0960, loss: 6.0960 2024-01-02 13:53:39,010 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 0:11:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4097, top5_acc: 0.6666, loss_cls: 6.1297, loss: 6.1297 2024-01-02 13:54:37,889 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 0:10:13, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6666, loss_cls: 6.0964, loss: 6.0964 2024-01-02 13:55:36,707 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 0:09:07, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6783, loss_cls: 6.0734, loss: 6.0734 2024-01-02 13:56:35,621 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 0:08:00, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4062, top5_acc: 0.6698, loss_cls: 6.1427, loss: 6.1427 2024-01-02 13:57:34,864 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 0:06:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6737, loss_cls: 6.0759, loss: 6.0759 2024-01-02 13:58:34,151 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 0:05:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6714, loss_cls: 6.1009, loss: 6.1009 2024-01-02 13:59:33,219 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 0:04:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4103, top5_acc: 0.6734, loss_cls: 6.1003, loss: 6.1003 2024-01-02 14:00:02,687 - pyskl - INFO - Saving checkpoint at 113 epochs 2024-01-02 14:01:58,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 14:01:59,707 - pyskl - INFO - top1_acc 0.3463 top5_acc 0.5962 2024-01-02 14:01:59,707 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 14:01:59,738 - pyskl - INFO - mean_acc 0.3462 2024-01-02 14:01:59,746 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3463, top5_acc: 0.5962, mean_class_accuracy: 0.3462 2024-01-02 14:05:15,875 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 0:05:02, time: 1.961, data_time: 1.365, memory: 16177, top1_acc: 0.4339, top5_acc: 0.6884, loss_cls: 5.9958, loss: 5.9958 2024-01-02 14:06:15,743 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 0:03:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6900, loss_cls: 6.0144, loss: 6.0144 2024-01-02 14:07:16,490 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 0:02:52, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6920, loss_cls: 6.0113, loss: 6.0113 2024-01-02 14:08:16,935 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 0:01:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4289, top5_acc: 0.6736, loss_cls: 6.0812, loss: 6.0812 2024-01-02 14:09:16,792 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 0:00:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6847, loss_cls: 6.0256, loss: 6.0256 2024-01-02 14:10:15,996 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 23:59:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4116, top5_acc: 0.6817, loss_cls: 6.0612, loss: 6.0612 2024-01-02 14:11:15,209 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 23:58:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4188, top5_acc: 0.6816, loss_cls: 6.0565, loss: 6.0565 2024-01-02 14:12:14,338 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 23:57:23, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4267, top5_acc: 0.6833, loss_cls: 6.0358, loss: 6.0358 2024-01-02 14:13:13,575 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 23:56:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4245, top5_acc: 0.6764, loss_cls: 6.0511, loss: 6.0511 2024-01-02 14:14:12,540 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 23:55:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6805, loss_cls: 6.0493, loss: 6.0493 2024-01-02 14:15:11,618 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 23:54:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6753, loss_cls: 6.0902, loss: 6.0902 2024-01-02 14:16:10,592 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 23:52:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6780, loss_cls: 6.0812, loss: 6.0812 2024-01-02 14:17:09,669 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 23:51:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4381, top5_acc: 0.6941, loss_cls: 5.9753, loss: 5.9753 2024-01-02 14:18:09,016 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 23:50:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6830, loss_cls: 6.0658, loss: 6.0658 2024-01-02 14:19:08,182 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 23:49:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4278, top5_acc: 0.6791, loss_cls: 6.0658, loss: 6.0658 2024-01-02 14:20:07,300 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 23:48:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4288, top5_acc: 0.6772, loss_cls: 6.0330, loss: 6.0330 2024-01-02 14:21:06,792 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 23:47:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6794, loss_cls: 6.0721, loss: 6.0721 2024-01-02 14:22:05,801 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 23:46:21, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6666, loss_cls: 6.1101, loss: 6.1101 2024-01-02 14:23:05,810 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 23:45:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4037, top5_acc: 0.6723, loss_cls: 6.1221, loss: 6.1221 2024-01-02 14:24:05,408 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 23:44:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6845, loss_cls: 6.0403, loss: 6.0403 2024-01-02 14:25:04,897 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 23:43:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6787, loss_cls: 6.0516, loss: 6.0516 2024-01-02 14:26:03,917 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 23:41:59, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6780, loss_cls: 6.0463, loss: 6.0463 2024-01-02 14:27:03,443 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 23:40:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4238, top5_acc: 0.6877, loss_cls: 6.0497, loss: 6.0497 2024-01-02 14:28:02,785 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 23:39:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6739, loss_cls: 6.1002, loss: 6.1002 2024-01-02 14:29:02,102 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 23:38:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6705, loss_cls: 6.0873, loss: 6.0873 2024-01-02 14:30:01,386 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 23:37:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6787, loss_cls: 6.0882, loss: 6.0882 2024-01-02 14:31:01,014 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 23:36:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4105, top5_acc: 0.6734, loss_cls: 6.1050, loss: 6.1050 2024-01-02 14:32:00,242 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 23:35:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6739, loss_cls: 6.0829, loss: 6.0829 2024-01-02 14:32:59,412 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 23:34:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6737, loss_cls: 6.0978, loss: 6.0978 2024-01-02 14:33:58,724 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 23:33:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6720, loss_cls: 6.0881, loss: 6.0881 2024-01-02 14:34:58,166 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 23:32:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4122, top5_acc: 0.6720, loss_cls: 6.1171, loss: 6.1171 2024-01-02 14:35:57,339 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 23:31:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6756, loss_cls: 6.1121, loss: 6.1121 2024-01-02 14:36:56,542 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 23:29:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4008, top5_acc: 0.6594, loss_cls: 6.1491, loss: 6.1491 2024-01-02 14:37:56,062 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 23:28:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4161, top5_acc: 0.6744, loss_cls: 6.0852, loss: 6.0852 2024-01-02 14:38:55,385 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 23:27:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6664, loss_cls: 6.1110, loss: 6.1110 2024-01-02 14:39:54,432 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 23:26:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4139, top5_acc: 0.6711, loss_cls: 6.0959, loss: 6.0959 2024-01-02 14:40:53,619 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 23:25:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6722, loss_cls: 6.1063, loss: 6.1063 2024-01-02 14:41:23,219 - pyskl - INFO - Saving checkpoint at 114 epochs 2024-01-02 14:43:22,939 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 14:43:23,984 - pyskl - INFO - top1_acc 0.3518 top5_acc 0.6119 2024-01-02 14:43:23,985 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 14:43:24,033 - pyskl - INFO - mean_acc 0.3516 2024-01-02 14:43:24,039 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_111.pth was removed 2024-01-02 14:43:24,335 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2024-01-02 14:43:24,335 - pyskl - INFO - Best top1_acc is 0.3518 at 114 epoch. 2024-01-02 14:43:24,343 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3518, top5_acc: 0.6119, mean_class_accuracy: 0.3516 2024-01-02 14:46:47,470 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 23:25:52, time: 2.031, data_time: 1.439, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6933, loss_cls: 5.9914, loss: 5.9914 2024-01-02 14:47:47,419 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 23:24:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4406, top5_acc: 0.6858, loss_cls: 5.9879, loss: 5.9879 2024-01-02 14:48:47,396 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 23:23:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4256, top5_acc: 0.6855, loss_cls: 5.9997, loss: 5.9997 2024-01-02 14:49:47,491 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 23:22:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4281, top5_acc: 0.6791, loss_cls: 6.0332, loss: 6.0332 2024-01-02 14:50:47,861 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 23:21:32, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.4272, top5_acc: 0.6894, loss_cls: 6.0140, loss: 6.0140 2024-01-02 14:51:48,301 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 23:20:27, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6781, loss_cls: 6.0467, loss: 6.0467 2024-01-02 14:52:47,919 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 23:19:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4256, top5_acc: 0.6872, loss_cls: 6.0240, loss: 6.0240 2024-01-02 14:53:47,450 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 23:18:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6816, loss_cls: 6.0525, loss: 6.0525 2024-01-02 14:54:46,466 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 23:17:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6878, loss_cls: 5.9996, loss: 5.9996 2024-01-02 14:55:45,546 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 23:16:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6864, loss_cls: 6.0310, loss: 6.0310 2024-01-02 14:56:44,807 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 23:14:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6900, loss_cls: 6.0263, loss: 6.0263 2024-01-02 14:57:44,273 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 23:13:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6769, loss_cls: 6.0531, loss: 6.0531 2024-01-02 14:58:43,758 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 23:12:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4264, top5_acc: 0.6850, loss_cls: 6.0281, loss: 6.0281 2024-01-02 14:59:42,854 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 23:11:41, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6661, loss_cls: 6.1083, loss: 6.1083 2024-01-02 15:00:42,029 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 23:10:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4292, top5_acc: 0.6853, loss_cls: 6.0148, loss: 6.0148 2024-01-02 15:01:41,125 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 23:09:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4189, top5_acc: 0.6759, loss_cls: 6.0661, loss: 6.0661 2024-01-02 15:02:40,585 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 23:08:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4241, top5_acc: 0.6800, loss_cls: 6.0459, loss: 6.0459 2024-01-02 15:03:39,813 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 23:07:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6780, loss_cls: 6.0495, loss: 6.0495 2024-01-02 15:04:38,968 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 23:06:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4263, top5_acc: 0.6792, loss_cls: 6.0411, loss: 6.0411 2024-01-02 15:05:38,481 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 23:05:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.6891, loss_cls: 6.0047, loss: 6.0047 2024-01-02 15:06:38,292 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 23:04:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4225, top5_acc: 0.6839, loss_cls: 6.0510, loss: 6.0510 2024-01-02 15:07:37,884 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 23:02:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4322, top5_acc: 0.6831, loss_cls: 6.0341, loss: 6.0341 2024-01-02 15:08:37,128 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 23:01:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6777, loss_cls: 6.1050, loss: 6.1050 2024-01-02 15:09:36,760 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 23:00:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4175, top5_acc: 0.6837, loss_cls: 6.0665, loss: 6.0665 2024-01-02 15:10:35,801 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 22:59:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4175, top5_acc: 0.6833, loss_cls: 6.0597, loss: 6.0597 2024-01-02 15:11:34,958 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 22:58:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4225, top5_acc: 0.6884, loss_cls: 6.0475, loss: 6.0475 2024-01-02 15:12:34,053 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 22:57:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4203, top5_acc: 0.6828, loss_cls: 6.0600, loss: 6.0600 2024-01-02 15:13:33,491 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 22:56:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4191, top5_acc: 0.6811, loss_cls: 6.0584, loss: 6.0584 2024-01-02 15:14:32,701 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 22:55:16, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6731, loss_cls: 6.1016, loss: 6.1016 2024-01-02 15:15:31,927 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 22:54:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4198, top5_acc: 0.6731, loss_cls: 6.0587, loss: 6.0587 2024-01-02 15:16:31,113 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 22:53:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4170, top5_acc: 0.6767, loss_cls: 6.0713, loss: 6.0713 2024-01-02 15:17:30,892 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 22:51:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4217, top5_acc: 0.6814, loss_cls: 6.0333, loss: 6.0333 2024-01-02 15:18:30,570 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 22:50:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4170, top5_acc: 0.6770, loss_cls: 6.0714, loss: 6.0714 2024-01-02 15:19:30,541 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 22:49:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6787, loss_cls: 6.0611, loss: 6.0611 2024-01-02 15:20:30,012 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 22:48:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4200, top5_acc: 0.6752, loss_cls: 6.0862, loss: 6.0862 2024-01-02 15:21:29,235 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 22:47:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6722, loss_cls: 6.0979, loss: 6.0979 2024-01-02 15:22:28,542 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 22:46:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4189, top5_acc: 0.6875, loss_cls: 6.0430, loss: 6.0430 2024-01-02 15:22:58,266 - pyskl - INFO - Saving checkpoint at 115 epochs 2024-01-02 15:24:58,877 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 15:24:59,676 - pyskl - INFO - top1_acc 0.3582 top5_acc 0.6126 2024-01-02 15:24:59,676 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 15:24:59,715 - pyskl - INFO - mean_acc 0.3580 2024-01-02 15:24:59,719 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_114.pth was removed 2024-01-02 15:25:00,090 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. 2024-01-02 15:25:00,091 - pyskl - INFO - Best top1_acc is 0.3582 at 115 epoch. 2024-01-02 15:25:00,109 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3582, top5_acc: 0.6126, mean_class_accuracy: 0.3580 2024-01-02 15:28:18,972 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 22:46:43, time: 1.989, data_time: 1.394, memory: 16177, top1_acc: 0.4419, top5_acc: 0.7006, loss_cls: 5.9361, loss: 5.9361 2024-01-02 15:29:18,572 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 22:45:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4367, top5_acc: 0.6913, loss_cls: 5.9644, loss: 5.9644 2024-01-02 15:30:18,546 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 22:44:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.6956, loss_cls: 5.9549, loss: 5.9549 2024-01-02 15:31:18,557 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 22:43:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4247, top5_acc: 0.6842, loss_cls: 6.0412, loss: 6.0412 2024-01-02 15:32:19,193 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 22:42:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4320, top5_acc: 0.6870, loss_cls: 6.0126, loss: 6.0126 2024-01-02 15:33:18,704 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 22:41:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4203, top5_acc: 0.6886, loss_cls: 6.0433, loss: 6.0433 2024-01-02 15:34:18,078 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 22:40:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6813, loss_cls: 6.0403, loss: 6.0403 2024-01-02 15:35:17,441 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 22:39:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4238, top5_acc: 0.6747, loss_cls: 6.0646, loss: 6.0646 2024-01-02 15:36:16,258 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 22:38:00, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4277, top5_acc: 0.6892, loss_cls: 6.0139, loss: 6.0139 2024-01-02 15:37:15,058 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 22:36:54, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4348, top5_acc: 0.6939, loss_cls: 5.9828, loss: 5.9828 2024-01-02 15:38:13,879 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 22:35:48, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6892, loss_cls: 6.0129, loss: 6.0129 2024-01-02 15:39:13,212 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 22:34:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6827, loss_cls: 6.0285, loss: 6.0285 2024-01-02 15:40:13,138 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 22:33:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4309, top5_acc: 0.6792, loss_cls: 6.0317, loss: 6.0317 2024-01-02 15:41:12,666 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 22:32:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6975, loss_cls: 5.9869, loss: 5.9869 2024-01-02 15:42:11,841 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 22:31:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6919, loss_cls: 6.0177, loss: 6.0177 2024-01-02 15:43:10,915 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 22:30:21, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4300, top5_acc: 0.6950, loss_cls: 6.0084, loss: 6.0084 2024-01-02 15:44:09,945 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 22:29:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6923, loss_cls: 6.0143, loss: 6.0143 2024-01-02 15:45:09,148 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 22:28:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4294, top5_acc: 0.6877, loss_cls: 6.0201, loss: 6.0201 2024-01-02 15:46:08,241 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 22:27:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6847, loss_cls: 6.0255, loss: 6.0255 2024-01-02 15:47:07,517 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 22:25:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6837, loss_cls: 6.0190, loss: 6.0190 2024-01-02 15:48:07,579 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 22:24:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6742, loss_cls: 6.0743, loss: 6.0743 2024-01-02 15:49:07,717 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 22:23:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4275, top5_acc: 0.6833, loss_cls: 6.0415, loss: 6.0415 2024-01-02 15:50:07,065 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 22:22:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4284, top5_acc: 0.6894, loss_cls: 5.9974, loss: 5.9974 2024-01-02 15:51:06,069 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 22:21:37, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4239, top5_acc: 0.6803, loss_cls: 6.0570, loss: 6.0570 2024-01-02 15:52:05,307 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 22:20:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4205, top5_acc: 0.6792, loss_cls: 6.0544, loss: 6.0544 2024-01-02 15:53:04,419 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 22:19:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6794, loss_cls: 6.0508, loss: 6.0508 2024-01-02 15:54:03,551 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 22:18:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4230, top5_acc: 0.6886, loss_cls: 6.0625, loss: 6.0625 2024-01-02 15:55:02,983 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 22:17:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4264, top5_acc: 0.6905, loss_cls: 6.0435, loss: 6.0435 2024-01-02 15:56:02,330 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 22:16:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4236, top5_acc: 0.6780, loss_cls: 6.0326, loss: 6.0326 2024-01-02 15:57:01,754 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 22:15:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6806, loss_cls: 6.0638, loss: 6.0638 2024-01-02 15:58:01,153 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 22:13:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4277, top5_acc: 0.6786, loss_cls: 6.0620, loss: 6.0620 2024-01-02 15:59:00,472 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 22:12:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6844, loss_cls: 6.0461, loss: 6.0461 2024-01-02 15:59:59,924 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 22:11:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4261, top5_acc: 0.6809, loss_cls: 6.0268, loss: 6.0268 2024-01-02 16:00:59,279 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 22:10:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6772, loss_cls: 6.0635, loss: 6.0635 2024-01-02 16:01:58,410 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 22:09:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4141, top5_acc: 0.6834, loss_cls: 6.0301, loss: 6.0301 2024-01-02 16:02:57,551 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 22:08:31, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6806, loss_cls: 6.0565, loss: 6.0565 2024-01-02 16:03:57,183 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 22:07:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6902, loss_cls: 5.9969, loss: 5.9969 2024-01-02 16:04:27,191 - pyskl - INFO - Saving checkpoint at 116 epochs 2024-01-02 16:06:27,073 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 16:06:27,877 - pyskl - INFO - top1_acc 0.3597 top5_acc 0.6140 2024-01-02 16:06:27,877 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 16:06:27,909 - pyskl - INFO - mean_acc 0.3594 2024-01-02 16:06:27,914 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_115.pth was removed 2024-01-02 16:06:28,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. 2024-01-02 16:06:28,149 - pyskl - INFO - Best top1_acc is 0.3597 at 116 epoch. 2024-01-02 16:06:28,156 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3597, top5_acc: 0.6140, mean_class_accuracy: 0.3594 2024-01-02 16:09:47,584 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 22:07:32, time: 1.994, data_time: 1.405, memory: 16177, top1_acc: 0.4328, top5_acc: 0.7013, loss_cls: 5.9773, loss: 5.9773 2024-01-02 16:10:47,283 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 22:06:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4341, top5_acc: 0.6947, loss_cls: 5.9680, loss: 5.9680 2024-01-02 16:11:47,483 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 22:05:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4452, top5_acc: 0.6973, loss_cls: 5.9509, loss: 5.9509 2024-01-02 16:12:47,460 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 22:04:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4437, top5_acc: 0.6961, loss_cls: 5.9715, loss: 5.9715 2024-01-02 16:13:48,741 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 22:03:13, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.6953, loss_cls: 5.9417, loss: 5.9417 2024-01-02 16:14:48,706 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 22:02:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4370, top5_acc: 0.6958, loss_cls: 5.9634, loss: 5.9634 2024-01-02 16:15:48,537 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 22:01:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.6963, loss_cls: 5.9538, loss: 5.9538 2024-01-02 16:16:47,937 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 21:59:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4250, top5_acc: 0.6913, loss_cls: 6.0133, loss: 6.0133 2024-01-02 16:17:46,955 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 21:58:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4252, top5_acc: 0.6842, loss_cls: 6.0382, loss: 6.0382 2024-01-02 16:18:46,156 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 21:57:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6920, loss_cls: 5.9836, loss: 5.9836 2024-01-02 16:19:45,344 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 21:56:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6963, loss_cls: 5.9811, loss: 5.9811 2024-01-02 16:20:44,651 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 21:55:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4325, top5_acc: 0.6983, loss_cls: 6.0042, loss: 6.0042 2024-01-02 16:21:43,953 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 21:54:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6919, loss_cls: 5.9896, loss: 5.9896 2024-01-02 16:22:43,059 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 21:53:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4325, top5_acc: 0.6905, loss_cls: 5.9901, loss: 5.9901 2024-01-02 16:23:42,207 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 21:52:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6870, loss_cls: 5.9901, loss: 5.9901 2024-01-02 16:24:41,553 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 21:51:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6770, loss_cls: 6.0577, loss: 6.0577 2024-01-02 16:25:41,540 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 21:50:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4322, top5_acc: 0.6952, loss_cls: 5.9881, loss: 5.9881 2024-01-02 16:26:41,206 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 21:49:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6886, loss_cls: 6.0028, loss: 6.0028 2024-01-02 16:27:40,458 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 21:47:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4300, top5_acc: 0.6948, loss_cls: 5.9876, loss: 5.9876 2024-01-02 16:28:40,271 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 21:46:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4330, top5_acc: 0.6814, loss_cls: 6.0204, loss: 6.0204 2024-01-02 16:29:40,161 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 21:45:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4330, top5_acc: 0.6886, loss_cls: 5.9909, loss: 5.9909 2024-01-02 16:30:40,159 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 21:44:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.6875, loss_cls: 6.0271, loss: 6.0271 2024-01-02 16:31:39,978 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 21:43:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4323, top5_acc: 0.6936, loss_cls: 5.9909, loss: 5.9909 2024-01-02 16:32:39,430 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 21:42:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6863, loss_cls: 5.9990, loss: 5.9990 2024-01-02 16:33:39,302 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 21:41:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6883, loss_cls: 6.0079, loss: 6.0079 2024-01-02 16:34:38,733 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 21:40:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6814, loss_cls: 6.0652, loss: 6.0652 2024-01-02 16:35:37,719 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 21:39:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6861, loss_cls: 6.0326, loss: 6.0326 2024-01-02 16:36:36,860 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 21:38:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4317, top5_acc: 0.6781, loss_cls: 6.0590, loss: 6.0590 2024-01-02 16:37:36,081 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 21:37:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4277, top5_acc: 0.6848, loss_cls: 6.0358, loss: 6.0358 2024-01-02 16:38:35,446 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 21:36:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4377, top5_acc: 0.6855, loss_cls: 5.9806, loss: 5.9806 2024-01-02 16:39:34,926 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 21:34:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4306, top5_acc: 0.6823, loss_cls: 6.0511, loss: 6.0511 2024-01-02 16:40:34,111 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 21:33:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6909, loss_cls: 6.0014, loss: 6.0014 2024-01-02 16:41:33,465 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 21:32:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4181, top5_acc: 0.6870, loss_cls: 6.0107, loss: 6.0107 2024-01-02 16:42:33,129 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 21:31:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4352, top5_acc: 0.6852, loss_cls: 6.0383, loss: 6.0383 2024-01-02 16:43:32,695 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 21:30:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6809, loss_cls: 6.0359, loss: 6.0359 2024-01-02 16:44:32,125 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 21:29:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4245, top5_acc: 0.6836, loss_cls: 6.0230, loss: 6.0230 2024-01-02 16:45:31,156 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 21:28:26, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4155, top5_acc: 0.6786, loss_cls: 6.0531, loss: 6.0531 2024-01-02 16:46:01,048 - pyskl - INFO - Saving checkpoint at 117 epochs 2024-01-02 16:48:02,128 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 16:48:03,192 - pyskl - INFO - top1_acc 0.3615 top5_acc 0.6184 2024-01-02 16:48:03,192 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 16:48:03,231 - pyskl - INFO - mean_acc 0.3612 2024-01-02 16:48:03,237 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_116.pth was removed 2024-01-02 16:48:03,542 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2024-01-02 16:48:03,543 - pyskl - INFO - Best top1_acc is 0.3615 at 117 epoch. 2024-01-02 16:48:03,552 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3615, top5_acc: 0.6184, mean_class_accuracy: 0.3612 2024-01-02 16:51:24,652 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 21:28:27, time: 2.011, data_time: 1.418, memory: 16177, top1_acc: 0.4478, top5_acc: 0.7033, loss_cls: 5.9141, loss: 5.9141 2024-01-02 16:52:24,811 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 21:27:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.7103, loss_cls: 5.9131, loss: 5.9131 2024-01-02 16:53:24,460 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 21:26:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.7003, loss_cls: 5.9453, loss: 5.9453 2024-01-02 16:54:23,938 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 21:25:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6978, loss_cls: 5.9657, loss: 5.9657 2024-01-02 16:55:23,767 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 21:24:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4381, top5_acc: 0.6966, loss_cls: 5.9298, loss: 5.9298 2024-01-02 16:56:23,174 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 21:23:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4383, top5_acc: 0.6969, loss_cls: 5.9736, loss: 5.9736 2024-01-02 16:57:22,802 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 21:21:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4373, top5_acc: 0.6937, loss_cls: 5.9788, loss: 5.9788 2024-01-02 16:58:21,959 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 21:20:52, time: 0.592, data_time: 0.001, memory: 16177, top1_acc: 0.4395, top5_acc: 0.6919, loss_cls: 5.9697, loss: 5.9697 2024-01-02 16:59:20,722 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 21:19:46, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6970, loss_cls: 5.9587, loss: 5.9587 2024-01-02 17:00:19,627 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 21:18:40, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4288, top5_acc: 0.6833, loss_cls: 6.0162, loss: 6.0162 2024-01-02 17:01:18,985 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 21:17:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.6973, loss_cls: 5.9728, loss: 5.9728 2024-01-02 17:02:17,881 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 21:16:29, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4383, top5_acc: 0.7083, loss_cls: 5.9306, loss: 5.9306 2024-01-02 17:03:16,681 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 21:15:24, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6930, loss_cls: 5.9673, loss: 5.9673 2024-01-02 17:04:15,695 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 21:14:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6895, loss_cls: 5.9831, loss: 5.9831 2024-01-02 17:05:14,494 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 21:13:13, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6906, loss_cls: 6.0027, loss: 6.0027 2024-01-02 17:06:13,628 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 21:12:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6894, loss_cls: 5.9973, loss: 5.9973 2024-01-02 17:07:12,579 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 21:11:02, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4341, top5_acc: 0.6911, loss_cls: 6.0014, loss: 6.0014 2024-01-02 17:08:11,649 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 21:09:56, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4331, top5_acc: 0.6887, loss_cls: 6.0147, loss: 6.0147 2024-01-02 17:09:10,624 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 21:08:51, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4269, top5_acc: 0.6861, loss_cls: 6.0384, loss: 6.0384 2024-01-02 17:10:09,636 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 21:07:45, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4256, top5_acc: 0.6909, loss_cls: 6.0200, loss: 6.0200 2024-01-02 17:11:08,803 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 21:06:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4311, top5_acc: 0.7016, loss_cls: 5.9910, loss: 5.9910 2024-01-02 17:12:08,395 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 21:05:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4339, top5_acc: 0.6952, loss_cls: 5.9942, loss: 5.9942 2024-01-02 17:13:08,524 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 21:04:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6933, loss_cls: 5.9826, loss: 5.9826 2024-01-02 17:14:07,850 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 21:03:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6963, loss_cls: 5.9879, loss: 5.9879 2024-01-02 17:15:07,143 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 21:02:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4294, top5_acc: 0.6884, loss_cls: 6.0017, loss: 6.0017 2024-01-02 17:16:06,274 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 21:01:15, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4381, top5_acc: 0.6952, loss_cls: 5.9952, loss: 5.9952 2024-01-02 17:17:05,232 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 21:00:09, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6873, loss_cls: 6.0159, loss: 6.0159 2024-01-02 17:18:04,166 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 20:59:04, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6886, loss_cls: 6.0041, loss: 6.0041 2024-01-02 17:19:03,304 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 20:57:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6931, loss_cls: 5.9986, loss: 5.9986 2024-01-02 17:20:02,355 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 20:56:53, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.6969, loss_cls: 5.9751, loss: 5.9751 2024-01-02 17:21:01,310 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 20:55:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4431, top5_acc: 0.6939, loss_cls: 5.9664, loss: 5.9664 2024-01-02 17:22:00,509 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 20:54:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4297, top5_acc: 0.6820, loss_cls: 6.0382, loss: 6.0382 2024-01-02 17:22:59,533 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 20:53:37, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.6964, loss_cls: 5.9550, loss: 5.9550 2024-01-02 17:23:58,514 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 20:52:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.7059, loss_cls: 5.9532, loss: 5.9532 2024-01-02 17:24:57,687 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 20:51:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4284, top5_acc: 0.6847, loss_cls: 6.0245, loss: 6.0245 2024-01-02 17:25:56,611 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 20:50:21, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4252, top5_acc: 0.6827, loss_cls: 6.0311, loss: 6.0311 2024-01-02 17:26:56,133 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 20:49:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4227, top5_acc: 0.6894, loss_cls: 6.0314, loss: 6.0314 2024-01-02 17:27:25,893 - pyskl - INFO - Saving checkpoint at 118 epochs 2024-01-02 17:29:25,458 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 17:29:26,507 - pyskl - INFO - top1_acc 0.3697 top5_acc 0.6303 2024-01-02 17:29:26,507 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 17:29:26,549 - pyskl - INFO - mean_acc 0.3694 2024-01-02 17:29:26,555 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_117.pth was removed 2024-01-02 17:29:26,843 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2024-01-02 17:29:26,843 - pyskl - INFO - Best top1_acc is 0.3697 at 118 epoch. 2024-01-02 17:29:26,851 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3697, top5_acc: 0.6303, mean_class_accuracy: 0.3694 2024-01-02 17:32:46,207 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 20:49:12, time: 1.993, data_time: 1.402, memory: 16177, top1_acc: 0.4420, top5_acc: 0.6958, loss_cls: 5.9509, loss: 5.9509 2024-01-02 17:33:45,715 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 20:48:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4447, top5_acc: 0.7016, loss_cls: 5.9295, loss: 5.9295 2024-01-02 17:34:45,558 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 20:47:02, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.4516, top5_acc: 0.7064, loss_cls: 5.8958, loss: 5.8958 2024-01-02 17:35:45,458 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 20:45:57, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.4428, top5_acc: 0.7063, loss_cls: 5.9391, loss: 5.9391 2024-01-02 17:36:45,455 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 20:44:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.7059, loss_cls: 5.9253, loss: 5.9253 2024-01-02 17:37:45,259 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 20:43:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6917, loss_cls: 5.9638, loss: 5.9638 2024-01-02 17:38:44,788 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 20:42:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7106, loss_cls: 5.9134, loss: 5.9134 2024-01-02 17:39:43,855 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 20:41:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4416, top5_acc: 0.7070, loss_cls: 5.9337, loss: 5.9337 2024-01-02 17:40:43,146 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 20:40:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7033, loss_cls: 5.9167, loss: 5.9167 2024-01-02 17:41:42,099 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 20:39:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4358, top5_acc: 0.6973, loss_cls: 5.9595, loss: 5.9595 2024-01-02 17:42:41,555 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 20:38:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.6981, loss_cls: 5.9652, loss: 5.9652 2024-01-02 17:43:41,584 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 20:37:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.6944, loss_cls: 5.9638, loss: 5.9638 2024-01-02 17:44:40,833 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 20:36:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6870, loss_cls: 6.0032, loss: 6.0032 2024-01-02 17:45:39,880 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 20:35:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6920, loss_cls: 5.9966, loss: 5.9966 2024-01-02 17:46:39,316 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 20:34:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4452, top5_acc: 0.7041, loss_cls: 5.9417, loss: 5.9417 2024-01-02 17:47:38,449 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 20:32:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4308, top5_acc: 0.6908, loss_cls: 5.9880, loss: 5.9880 2024-01-02 17:48:38,081 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 20:31:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4437, top5_acc: 0.7052, loss_cls: 5.9195, loss: 5.9195 2024-01-02 17:49:37,786 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 20:30:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4391, top5_acc: 0.6927, loss_cls: 5.9866, loss: 5.9866 2024-01-02 17:50:37,146 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 20:29:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4444, top5_acc: 0.7067, loss_cls: 5.9380, loss: 5.9380 2024-01-02 17:51:36,351 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 20:28:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4381, top5_acc: 0.6978, loss_cls: 5.9626, loss: 5.9626 2024-01-02 17:52:35,420 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 20:27:32, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4425, top5_acc: 0.7061, loss_cls: 5.9403, loss: 5.9403 2024-01-02 17:53:34,954 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 20:26:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4366, top5_acc: 0.6950, loss_cls: 5.9702, loss: 5.9702 2024-01-02 17:54:34,599 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 20:25:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6902, loss_cls: 5.9865, loss: 5.9865 2024-01-02 17:55:34,594 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 20:24:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6864, loss_cls: 6.0001, loss: 6.0001 2024-01-02 17:56:33,634 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 20:23:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6992, loss_cls: 5.9534, loss: 5.9534 2024-01-02 17:57:32,731 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 20:22:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4448, top5_acc: 0.6994, loss_cls: 5.9210, loss: 5.9210 2024-01-02 17:58:31,920 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 20:21:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6953, loss_cls: 5.9817, loss: 5.9817 2024-01-02 17:59:31,057 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 20:19:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4325, top5_acc: 0.6908, loss_cls: 5.9832, loss: 5.9832 2024-01-02 18:00:30,258 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 20:18:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6922, loss_cls: 5.9790, loss: 5.9790 2024-01-02 18:01:29,411 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 20:17:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4325, top5_acc: 0.6887, loss_cls: 5.9824, loss: 5.9824 2024-01-02 18:02:28,372 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 20:16:42, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6858, loss_cls: 6.0216, loss: 6.0216 2024-01-02 18:03:28,355 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 20:15:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6905, loss_cls: 5.9969, loss: 5.9969 2024-01-02 18:04:27,964 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 20:14:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6916, loss_cls: 5.9921, loss: 5.9921 2024-01-02 18:05:27,249 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 20:13:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6942, loss_cls: 5.9783, loss: 5.9783 2024-01-02 18:06:26,833 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 20:12:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6900, loss_cls: 5.9955, loss: 5.9955 2024-01-02 18:07:26,356 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 20:11:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4370, top5_acc: 0.6884, loss_cls: 5.9805, loss: 5.9805 2024-01-02 18:08:25,667 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 20:10:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4473, top5_acc: 0.7008, loss_cls: 5.9175, loss: 5.9175 2024-01-02 18:08:56,401 - pyskl - INFO - Saving checkpoint at 119 epochs 2024-01-02 18:10:57,778 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 18:10:58,815 - pyskl - INFO - top1_acc 0.3569 top5_acc 0.6160 2024-01-02 18:10:58,815 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 18:10:58,852 - pyskl - INFO - mean_acc 0.3567 2024-01-02 18:10:58,860 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3569, top5_acc: 0.6160, mean_class_accuracy: 0.3567 2024-01-02 18:14:22,834 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 20:10:07, time: 2.040, data_time: 1.448, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7166, loss_cls: 5.8817, loss: 5.8817 2024-01-02 18:15:22,285 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 20:09:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4581, top5_acc: 0.7156, loss_cls: 5.8624, loss: 5.8624 2024-01-02 18:16:22,709 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 20:07:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4581, top5_acc: 0.7134, loss_cls: 5.8813, loss: 5.8813 2024-01-02 18:17:22,813 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 20:06:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.7083, loss_cls: 5.9252, loss: 5.9252 2024-01-02 18:18:23,057 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 20:05:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.7053, loss_cls: 5.9280, loss: 5.9280 2024-01-02 18:19:22,823 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 20:04:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4442, top5_acc: 0.7006, loss_cls: 5.9488, loss: 5.9488 2024-01-02 18:20:22,424 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 20:03:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4412, top5_acc: 0.7011, loss_cls: 5.9345, loss: 5.9345 2024-01-02 18:21:21,772 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 20:02:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4406, top5_acc: 0.7105, loss_cls: 5.9142, loss: 5.9142 2024-01-02 18:22:21,180 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 20:01:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4522, top5_acc: 0.7056, loss_cls: 5.9147, loss: 5.9147 2024-01-02 18:23:20,102 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 20:00:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4364, top5_acc: 0.7006, loss_cls: 5.9491, loss: 5.9491 2024-01-02 18:24:19,335 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 19:59:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6981, loss_cls: 5.9432, loss: 5.9432 2024-01-02 18:25:18,717 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 19:58:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.7045, loss_cls: 5.9434, loss: 5.9434 2024-01-02 18:26:17,753 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 19:57:09, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6903, loss_cls: 5.9733, loss: 5.9733 2024-01-02 18:27:17,144 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 19:56:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6916, loss_cls: 5.9595, loss: 5.9595 2024-01-02 18:28:16,853 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 19:55:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4403, top5_acc: 0.6959, loss_cls: 5.9381, loss: 5.9381 2024-01-02 18:29:16,128 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 19:53:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.6980, loss_cls: 5.9438, loss: 5.9438 2024-01-02 18:30:15,296 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 19:52:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4472, top5_acc: 0.7008, loss_cls: 5.9175, loss: 5.9175 2024-01-02 18:31:15,007 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 19:51:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.7055, loss_cls: 5.9330, loss: 5.9330 2024-01-02 18:32:14,854 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 19:50:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4366, top5_acc: 0.6955, loss_cls: 5.9581, loss: 5.9581 2024-01-02 18:33:14,358 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 19:49:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4373, top5_acc: 0.6958, loss_cls: 5.9819, loss: 5.9819 2024-01-02 18:34:13,511 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 19:48:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.6986, loss_cls: 5.9363, loss: 5.9363 2024-01-02 18:35:12,569 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 19:47:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4495, top5_acc: 0.7058, loss_cls: 5.9196, loss: 5.9196 2024-01-02 18:36:12,899 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 19:46:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6887, loss_cls: 6.0101, loss: 6.0101 2024-01-02 18:37:13,652 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 19:45:18, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4491, top5_acc: 0.6969, loss_cls: 5.9448, loss: 5.9448 2024-01-02 18:38:13,481 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 19:44:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.6977, loss_cls: 5.9431, loss: 5.9431 2024-01-02 18:39:13,014 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 19:43:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6969, loss_cls: 5.9637, loss: 5.9637 2024-01-02 18:40:12,645 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 19:42:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4402, top5_acc: 0.7039, loss_cls: 5.9273, loss: 5.9273 2024-01-02 18:41:12,287 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 19:40:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4428, top5_acc: 0.6983, loss_cls: 5.9279, loss: 5.9279 2024-01-02 18:42:11,442 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 19:39:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4439, top5_acc: 0.7056, loss_cls: 5.9318, loss: 5.9318 2024-01-02 18:43:10,563 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 19:38:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4394, top5_acc: 0.6945, loss_cls: 5.9709, loss: 5.9709 2024-01-02 18:44:09,619 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 19:37:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.7006, loss_cls: 5.9576, loss: 5.9576 2024-01-02 18:45:08,886 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 19:36:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7067, loss_cls: 5.9002, loss: 5.9002 2024-01-02 18:46:07,965 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 19:35:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.6995, loss_cls: 5.9432, loss: 5.9432 2024-01-02 18:47:07,087 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 19:34:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4447, top5_acc: 0.7009, loss_cls: 5.9360, loss: 5.9360 2024-01-02 18:48:06,696 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 19:33:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4391, top5_acc: 0.6908, loss_cls: 5.9748, loss: 5.9748 2024-01-02 18:49:06,608 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 19:32:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4444, top5_acc: 0.7019, loss_cls: 5.9507, loss: 5.9507 2024-01-02 18:50:06,441 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 19:31:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4430, top5_acc: 0.7081, loss_cls: 5.9326, loss: 5.9326 2024-01-02 18:50:35,913 - pyskl - INFO - Saving checkpoint at 120 epochs 2024-01-02 18:52:41,764 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 18:52:42,800 - pyskl - INFO - top1_acc 0.3779 top5_acc 0.6341 2024-01-02 18:52:42,800 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 18:52:42,836 - pyskl - INFO - mean_acc 0.3775 2024-01-02 18:52:42,842 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_118.pth was removed 2024-01-02 18:52:43,132 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2024-01-02 18:52:43,133 - pyskl - INFO - Best top1_acc is 0.3779 at 120 epoch. 2024-01-02 18:52:43,141 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3779, top5_acc: 0.6341, mean_class_accuracy: 0.3775 2024-01-02 18:56:06,847 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 19:31:05, time: 2.037, data_time: 1.446, memory: 16177, top1_acc: 0.4616, top5_acc: 0.7161, loss_cls: 5.8527, loss: 5.8527 2024-01-02 18:57:06,522 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 19:30:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4548, top5_acc: 0.7239, loss_cls: 5.8384, loss: 5.8384 2024-01-02 18:58:06,928 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 19:28:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4652, top5_acc: 0.7188, loss_cls: 5.8232, loss: 5.8232 2024-01-02 18:59:06,535 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 19:27:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4569, top5_acc: 0.7095, loss_cls: 5.8930, loss: 5.8930 2024-01-02 19:00:06,309 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 19:26:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4598, top5_acc: 0.7273, loss_cls: 5.8431, loss: 5.8431 2024-01-02 19:01:06,405 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 19:25:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4628, top5_acc: 0.7097, loss_cls: 5.8859, loss: 5.8859 2024-01-02 19:02:05,799 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 19:24:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7173, loss_cls: 5.8773, loss: 5.8773 2024-01-02 19:03:05,039 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 19:23:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4472, top5_acc: 0.7000, loss_cls: 5.9379, loss: 5.9379 2024-01-02 19:04:04,443 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 19:22:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4498, top5_acc: 0.7148, loss_cls: 5.8916, loss: 5.8916 2024-01-02 19:05:03,408 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 19:21:23, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4514, top5_acc: 0.7105, loss_cls: 5.8871, loss: 5.8871 2024-01-02 19:06:02,653 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 19:20:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4534, top5_acc: 0.7056, loss_cls: 5.9171, loss: 5.9171 2024-01-02 19:07:02,100 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 19:19:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4619, top5_acc: 0.7131, loss_cls: 5.8714, loss: 5.8714 2024-01-02 19:08:01,454 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 19:18:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4458, top5_acc: 0.6986, loss_cls: 5.9294, loss: 5.9294 2024-01-02 19:09:00,685 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 19:17:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4561, top5_acc: 0.7084, loss_cls: 5.8939, loss: 5.8939 2024-01-02 19:09:59,752 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 19:15:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4327, top5_acc: 0.6947, loss_cls: 5.9653, loss: 5.9653 2024-01-02 19:10:58,986 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 19:14:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4541, top5_acc: 0.6966, loss_cls: 5.9221, loss: 5.9221 2024-01-02 19:11:57,977 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 19:13:49, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6997, loss_cls: 5.9630, loss: 5.9630 2024-01-02 19:12:57,049 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 19:12:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4420, top5_acc: 0.6911, loss_cls: 5.9713, loss: 5.9713 2024-01-02 19:13:56,203 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 19:11:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.7000, loss_cls: 5.9140, loss: 5.9140 2024-01-02 19:14:55,145 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 19:10:34, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7025, loss_cls: 5.9247, loss: 5.9247 2024-01-02 19:15:54,273 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 19:09:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.7091, loss_cls: 5.9200, loss: 5.9200 2024-01-02 19:16:53,430 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 19:08:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4417, top5_acc: 0.7055, loss_cls: 5.9122, loss: 5.9122 2024-01-02 19:17:52,569 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 19:07:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.7025, loss_cls: 5.9538, loss: 5.9538 2024-01-02 19:18:52,260 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 19:06:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.7039, loss_cls: 5.9421, loss: 5.9421 2024-01-02 19:19:52,008 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 19:05:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4487, top5_acc: 0.7030, loss_cls: 5.9150, loss: 5.9150 2024-01-02 19:20:50,829 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 19:04:05, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4425, top5_acc: 0.6947, loss_cls: 5.9667, loss: 5.9667 2024-01-02 19:21:49,943 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 19:03:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4370, top5_acc: 0.6973, loss_cls: 5.9314, loss: 5.9314 2024-01-02 19:22:49,088 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 19:01:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4455, top5_acc: 0.7033, loss_cls: 5.9399, loss: 5.9399 2024-01-02 19:23:48,353 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 19:00:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4458, top5_acc: 0.7017, loss_cls: 5.9339, loss: 5.9339 2024-01-02 19:24:47,802 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 18:59:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4434, top5_acc: 0.6987, loss_cls: 5.9298, loss: 5.9298 2024-01-02 19:25:47,142 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 18:58:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.7022, loss_cls: 5.9312, loss: 5.9312 2024-01-02 19:26:46,381 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 18:57:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4459, top5_acc: 0.7005, loss_cls: 5.9587, loss: 5.9587 2024-01-02 19:27:46,297 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 18:56:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7030, loss_cls: 5.9161, loss: 5.9161 2024-01-02 19:28:45,335 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 18:55:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4525, top5_acc: 0.7037, loss_cls: 5.9158, loss: 5.9158 2024-01-02 19:29:45,063 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 18:54:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4430, top5_acc: 0.6939, loss_cls: 5.9654, loss: 5.9654 2024-01-02 19:30:44,495 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 18:53:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4472, top5_acc: 0.7020, loss_cls: 5.9218, loss: 5.9218 2024-01-02 19:31:43,261 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 18:52:13, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4498, top5_acc: 0.7037, loss_cls: 5.9457, loss: 5.9457 2024-01-02 19:32:12,734 - pyskl - INFO - Saving checkpoint at 121 epochs 2024-01-02 19:34:10,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 19:34:11,851 - pyskl - INFO - top1_acc 0.3819 top5_acc 0.6347 2024-01-02 19:34:11,851 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 19:34:11,889 - pyskl - INFO - mean_acc 0.3815 2024-01-02 19:34:11,895 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_120.pth was removed 2024-01-02 19:34:12,191 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2024-01-02 19:34:12,191 - pyskl - INFO - Best top1_acc is 0.3819 at 121 epoch. 2024-01-02 19:34:12,199 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3819, top5_acc: 0.6347, mean_class_accuracy: 0.3815 2024-01-02 19:37:34,386 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 18:51:57, time: 2.022, data_time: 1.429, memory: 16177, top1_acc: 0.4611, top5_acc: 0.7209, loss_cls: 5.8133, loss: 5.8133 2024-01-02 19:38:33,794 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 18:50:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4694, top5_acc: 0.7234, loss_cls: 5.7934, loss: 5.7934 2024-01-02 19:39:33,464 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 18:49:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4600, top5_acc: 0.7172, loss_cls: 5.8438, loss: 5.8438 2024-01-02 19:40:33,151 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 18:48:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4525, top5_acc: 0.7059, loss_cls: 5.8723, loss: 5.8723 2024-01-02 19:41:32,500 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 18:47:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4559, top5_acc: 0.7203, loss_cls: 5.8633, loss: 5.8633 2024-01-02 19:42:33,173 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 18:46:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7158, loss_cls: 5.8957, loss: 5.8957 2024-01-02 19:43:32,878 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 18:45:30, time: 0.597, data_time: 0.001, memory: 16177, top1_acc: 0.4611, top5_acc: 0.7153, loss_cls: 5.8526, loss: 5.8526 2024-01-02 19:44:32,074 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 18:44:25, time: 0.592, data_time: 0.001, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7183, loss_cls: 5.8450, loss: 5.8450 2024-01-02 19:45:31,034 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 18:43:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7063, loss_cls: 5.8943, loss: 5.8943 2024-01-02 19:46:29,656 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 18:42:15, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4575, top5_acc: 0.7105, loss_cls: 5.8736, loss: 5.8736 2024-01-02 19:47:28,461 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 18:41:10, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4592, top5_acc: 0.7155, loss_cls: 5.8728, loss: 5.8728 2024-01-02 19:48:27,438 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 18:40:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4556, top5_acc: 0.7106, loss_cls: 5.8743, loss: 5.8743 2024-01-02 19:49:26,161 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 18:39:00, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4489, top5_acc: 0.7011, loss_cls: 5.9182, loss: 5.9182 2024-01-02 19:50:25,063 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 18:37:55, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4427, top5_acc: 0.6977, loss_cls: 5.9388, loss: 5.9388 2024-01-02 19:51:23,957 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 18:36:50, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4512, top5_acc: 0.7116, loss_cls: 5.8751, loss: 5.8751 2024-01-02 19:52:23,060 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 18:35:45, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7114, loss_cls: 5.8882, loss: 5.8882 2024-01-02 19:53:22,156 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 18:34:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4528, top5_acc: 0.7028, loss_cls: 5.8864, loss: 5.8864 2024-01-02 19:54:21,378 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 18:33:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4633, top5_acc: 0.7116, loss_cls: 5.8520, loss: 5.8520 2024-01-02 19:55:20,542 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 18:32:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7106, loss_cls: 5.8710, loss: 5.8710 2024-01-02 19:56:19,758 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 18:31:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7034, loss_cls: 5.9059, loss: 5.9059 2024-01-02 19:57:18,927 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 18:30:21, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4497, top5_acc: 0.7084, loss_cls: 5.8984, loss: 5.8984 2024-01-02 19:58:18,163 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 18:29:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4439, top5_acc: 0.7078, loss_cls: 5.9456, loss: 5.9456 2024-01-02 19:59:17,544 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 18:28:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7000, loss_cls: 5.9043, loss: 5.9043 2024-01-02 20:00:16,945 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 18:27:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4517, top5_acc: 0.7042, loss_cls: 5.9066, loss: 5.9066 2024-01-02 20:01:16,781 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 18:26:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.7020, loss_cls: 5.9567, loss: 5.9567 2024-01-02 20:02:16,052 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 18:24:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7044, loss_cls: 5.9209, loss: 5.9209 2024-01-02 20:03:14,861 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 18:23:54, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4481, top5_acc: 0.7047, loss_cls: 5.9405, loss: 5.9405 2024-01-02 20:04:14,382 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 18:22:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.7027, loss_cls: 5.9133, loss: 5.9133 2024-01-02 20:05:13,336 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 18:21:44, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4566, top5_acc: 0.7145, loss_cls: 5.8964, loss: 5.8964 2024-01-02 20:06:12,336 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 18:20:40, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7002, loss_cls: 5.9222, loss: 5.9222 2024-01-02 20:07:11,564 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 18:19:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7056, loss_cls: 5.9146, loss: 5.9146 2024-01-02 20:08:11,109 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 18:18:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4459, top5_acc: 0.7025, loss_cls: 5.9156, loss: 5.9156 2024-01-02 20:09:10,210 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 18:17:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.6927, loss_cls: 5.9621, loss: 5.9621 2024-01-02 20:10:09,339 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 18:16:21, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4512, top5_acc: 0.7045, loss_cls: 5.9017, loss: 5.9017 2024-01-02 20:11:08,402 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 18:15:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4494, top5_acc: 0.7097, loss_cls: 5.8790, loss: 5.8790 2024-01-02 20:12:07,442 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 18:14:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.7058, loss_cls: 5.9098, loss: 5.9098 2024-01-02 20:13:06,692 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 18:13:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4512, top5_acc: 0.7123, loss_cls: 5.8957, loss: 5.8957 2024-01-02 20:13:36,398 - pyskl - INFO - Saving checkpoint at 122 epochs 2024-01-02 20:15:35,226 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 20:15:36,021 - pyskl - INFO - top1_acc 0.3816 top5_acc 0.6334 2024-01-02 20:15:36,021 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 20:15:36,052 - pyskl - INFO - mean_acc 0.3812 2024-01-02 20:15:36,060 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3816, top5_acc: 0.6334, mean_class_accuracy: 0.3812 2024-01-02 20:18:50,118 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 18:12:41, time: 1.940, data_time: 1.353, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7280, loss_cls: 5.8065, loss: 5.8065 2024-01-02 20:19:49,979 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 18:11:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4530, top5_acc: 0.7211, loss_cls: 5.8509, loss: 5.8509 2024-01-02 20:20:50,157 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 18:10:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4644, top5_acc: 0.7216, loss_cls: 5.8162, loss: 5.8162 2024-01-02 20:21:50,236 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 18:09:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4711, top5_acc: 0.7348, loss_cls: 5.7958, loss: 5.7958 2024-01-02 20:22:50,066 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 18:08:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4602, top5_acc: 0.7150, loss_cls: 5.8699, loss: 5.8699 2024-01-02 20:23:50,557 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 18:07:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4575, top5_acc: 0.7083, loss_cls: 5.8797, loss: 5.8797 2024-01-02 20:24:50,120 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 18:06:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4600, top5_acc: 0.7166, loss_cls: 5.8479, loss: 5.8479 2024-01-02 20:25:49,361 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 18:05:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4675, top5_acc: 0.7220, loss_cls: 5.8200, loss: 5.8200 2024-01-02 20:26:49,043 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 18:04:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7103, loss_cls: 5.8696, loss: 5.8696 2024-01-02 20:27:49,304 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 18:03:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4558, top5_acc: 0.7167, loss_cls: 5.8624, loss: 5.8624 2024-01-02 20:28:48,317 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 18:01:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7216, loss_cls: 5.8318, loss: 5.8318 2024-01-02 20:29:47,568 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 18:00:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7128, loss_cls: 5.8728, loss: 5.8728 2024-01-02 20:30:46,673 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 17:59:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7198, loss_cls: 5.8366, loss: 5.8366 2024-01-02 20:31:45,832 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 17:58:44, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4534, top5_acc: 0.7053, loss_cls: 5.8973, loss: 5.8973 2024-01-02 20:32:44,906 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 17:57:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4500, top5_acc: 0.7072, loss_cls: 5.8957, loss: 5.8957 2024-01-02 20:33:43,944 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 17:56:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4478, top5_acc: 0.7184, loss_cls: 5.8724, loss: 5.8724 2024-01-02 20:34:43,201 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 17:55:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7184, loss_cls: 5.8615, loss: 5.8615 2024-01-02 20:35:42,366 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 17:54:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7105, loss_cls: 5.8698, loss: 5.8698 2024-01-02 20:36:41,440 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 17:53:21, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4580, top5_acc: 0.7228, loss_cls: 5.8360, loss: 5.8360 2024-01-02 20:37:40,592 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 17:52:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7064, loss_cls: 5.9065, loss: 5.9065 2024-01-02 20:38:39,619 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 17:51:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4602, top5_acc: 0.7209, loss_cls: 5.8652, loss: 5.8652 2024-01-02 20:39:38,558 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 17:50:07, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7139, loss_cls: 5.8967, loss: 5.8967 2024-01-02 20:40:37,698 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 17:49:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4561, top5_acc: 0.7153, loss_cls: 5.8576, loss: 5.8576 2024-01-02 20:41:36,764 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 17:47:58, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4672, top5_acc: 0.7163, loss_cls: 5.8499, loss: 5.8499 2024-01-02 20:42:36,491 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 17:46:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4595, top5_acc: 0.7097, loss_cls: 5.8750, loss: 5.8750 2024-01-02 20:43:36,409 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 17:45:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4592, top5_acc: 0.7091, loss_cls: 5.8738, loss: 5.8738 2024-01-02 20:44:35,518 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 17:44:45, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4617, top5_acc: 0.7153, loss_cls: 5.8641, loss: 5.8641 2024-01-02 20:45:34,640 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 17:43:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7197, loss_cls: 5.8561, loss: 5.8561 2024-01-02 20:46:33,852 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 17:42:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7113, loss_cls: 5.8908, loss: 5.8908 2024-01-02 20:47:32,885 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 17:41:31, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7097, loss_cls: 5.9066, loss: 5.9066 2024-01-02 20:48:32,120 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 17:40:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4556, top5_acc: 0.7086, loss_cls: 5.8747, loss: 5.8747 2024-01-02 20:49:31,074 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 17:39:22, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.7009, loss_cls: 5.9049, loss: 5.9049 2024-01-02 20:50:29,936 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 17:38:17, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4583, top5_acc: 0.7180, loss_cls: 5.8617, loss: 5.8617 2024-01-02 20:51:29,131 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 17:37:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4556, top5_acc: 0.7077, loss_cls: 5.8958, loss: 5.8958 2024-01-02 20:52:28,323 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 17:36:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4556, top5_acc: 0.7095, loss_cls: 5.8910, loss: 5.8910 2024-01-02 20:53:27,586 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 17:35:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4650, top5_acc: 0.7163, loss_cls: 5.8473, loss: 5.8473 2024-01-02 20:54:26,682 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 17:33:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4597, top5_acc: 0.7114, loss_cls: 5.8767, loss: 5.8767 2024-01-02 20:54:57,026 - pyskl - INFO - Saving checkpoint at 123 epochs 2024-01-02 20:56:57,273 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 20:56:58,263 - pyskl - INFO - top1_acc 0.3827 top5_acc 0.6383 2024-01-02 20:56:58,264 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 20:56:58,295 - pyskl - INFO - mean_acc 0.3824 2024-01-02 20:56:58,300 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_121.pth was removed 2024-01-02 20:56:58,537 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2024-01-02 20:56:58,537 - pyskl - INFO - Best top1_acc is 0.3827 at 123 epoch. 2024-01-02 20:56:58,544 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3827, top5_acc: 0.6383, mean_class_accuracy: 0.3824 2024-01-02 21:00:14,647 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 17:33:31, time: 1.961, data_time: 1.375, memory: 16177, top1_acc: 0.4742, top5_acc: 0.7328, loss_cls: 5.7823, loss: 5.7823 2024-01-02 21:01:14,107 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 17:32:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4767, top5_acc: 0.7323, loss_cls: 5.7443, loss: 5.7443 2024-01-02 21:02:13,873 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 17:31:22, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.4706, top5_acc: 0.7331, loss_cls: 5.7713, loss: 5.7713 2024-01-02 21:03:13,868 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 17:30:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4630, top5_acc: 0.7147, loss_cls: 5.8364, loss: 5.8364 2024-01-02 21:04:13,899 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 17:29:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4689, top5_acc: 0.7195, loss_cls: 5.7924, loss: 5.7924 2024-01-02 21:05:13,564 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 17:28:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4583, top5_acc: 0.7305, loss_cls: 5.8087, loss: 5.8087 2024-01-02 21:06:13,526 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 17:27:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7298, loss_cls: 5.7803, loss: 5.7803 2024-01-02 21:07:12,882 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 17:26:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4758, top5_acc: 0.7309, loss_cls: 5.7855, loss: 5.7855 2024-01-02 21:08:11,787 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 17:24:57, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4691, top5_acc: 0.7223, loss_cls: 5.8127, loss: 5.8127 2024-01-02 21:09:10,947 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 17:23:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4614, top5_acc: 0.7148, loss_cls: 5.8421, loss: 5.8421 2024-01-02 21:10:09,954 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 17:22:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4566, top5_acc: 0.7159, loss_cls: 5.8696, loss: 5.8696 2024-01-02 21:11:09,169 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 17:21:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4645, top5_acc: 0.7192, loss_cls: 5.8408, loss: 5.8408 2024-01-02 21:12:08,403 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 17:20:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4561, top5_acc: 0.7131, loss_cls: 5.8812, loss: 5.8812 2024-01-02 21:13:07,576 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 17:19:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4522, top5_acc: 0.7211, loss_cls: 5.8600, loss: 5.8600 2024-01-02 21:14:07,007 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 17:18:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7256, loss_cls: 5.7977, loss: 5.7977 2024-01-02 21:15:06,421 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 17:17:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4698, top5_acc: 0.7183, loss_cls: 5.7976, loss: 5.7976 2024-01-02 21:16:05,673 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 17:16:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4791, top5_acc: 0.7216, loss_cls: 5.8220, loss: 5.8220 2024-01-02 21:17:04,700 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 17:15:16, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4530, top5_acc: 0.7166, loss_cls: 5.8656, loss: 5.8656 2024-01-02 21:18:03,948 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 17:14:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4591, top5_acc: 0.7137, loss_cls: 5.8701, loss: 5.8701 2024-01-02 21:19:03,226 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 17:13:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4655, top5_acc: 0.7172, loss_cls: 5.8126, loss: 5.8126 2024-01-02 21:20:02,405 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 17:12:03, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4617, top5_acc: 0.7227, loss_cls: 5.8225, loss: 5.8225 2024-01-02 21:21:01,732 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 17:10:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4633, top5_acc: 0.7163, loss_cls: 5.8382, loss: 5.8382 2024-01-02 21:22:01,006 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 17:09:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4605, top5_acc: 0.7195, loss_cls: 5.8467, loss: 5.8467 2024-01-02 21:23:00,333 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 17:08:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7122, loss_cls: 5.8868, loss: 5.8868 2024-01-02 21:23:59,950 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 17:07:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4595, top5_acc: 0.7102, loss_cls: 5.8571, loss: 5.8571 2024-01-02 21:24:59,463 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 17:06:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4675, top5_acc: 0.7166, loss_cls: 5.8540, loss: 5.8540 2024-01-02 21:25:59,076 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 17:05:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4539, top5_acc: 0.7153, loss_cls: 5.8648, loss: 5.8648 2024-01-02 21:26:58,247 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 17:04:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7092, loss_cls: 5.8919, loss: 5.8919 2024-01-02 21:27:57,390 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 17:03:28, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4653, top5_acc: 0.7222, loss_cls: 5.8312, loss: 5.8312 2024-01-02 21:28:56,496 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 17:02:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4673, top5_acc: 0.7137, loss_cls: 5.8263, loss: 5.8263 2024-01-02 21:29:55,808 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 17:01:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7134, loss_cls: 5.8624, loss: 5.8624 2024-01-02 21:30:55,427 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 17:00:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7147, loss_cls: 5.8368, loss: 5.8368 2024-01-02 21:31:54,823 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 16:59:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4586, top5_acc: 0.7116, loss_cls: 5.9158, loss: 5.9158 2024-01-02 21:32:54,049 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 16:58:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4652, top5_acc: 0.7156, loss_cls: 5.8420, loss: 5.8420 2024-01-02 21:33:53,098 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 16:57:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4525, top5_acc: 0.7113, loss_cls: 5.8746, loss: 5.8746 2024-01-02 21:34:52,384 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 16:55:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7061, loss_cls: 5.8829, loss: 5.8829 2024-01-02 21:35:51,547 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 16:54:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7108, loss_cls: 5.8606, loss: 5.8606 2024-01-02 21:36:21,101 - pyskl - INFO - Saving checkpoint at 124 epochs 2024-01-02 21:38:20,234 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 21:38:21,074 - pyskl - INFO - top1_acc 0.3898 top5_acc 0.6432 2024-01-02 21:38:21,074 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 21:38:21,106 - pyskl - INFO - mean_acc 0.3896 2024-01-02 21:38:21,111 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_123.pth was removed 2024-01-02 21:38:21,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2024-01-02 21:38:21,344 - pyskl - INFO - Best top1_acc is 0.3898 at 124 epoch. 2024-01-02 21:38:21,350 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3898, top5_acc: 0.6432, mean_class_accuracy: 0.3896 2024-01-02 21:41:38,841 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 16:54:22, time: 1.975, data_time: 1.389, memory: 16177, top1_acc: 0.4836, top5_acc: 0.7345, loss_cls: 5.7394, loss: 5.7394 2024-01-02 21:42:38,249 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 16:53:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4777, top5_acc: 0.7338, loss_cls: 5.7710, loss: 5.7710 2024-01-02 21:43:38,147 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 16:52:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4769, top5_acc: 0.7272, loss_cls: 5.7874, loss: 5.7874 2024-01-02 21:44:37,807 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 16:51:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4636, top5_acc: 0.7255, loss_cls: 5.8070, loss: 5.8070 2024-01-02 21:45:37,265 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 16:50:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4802, top5_acc: 0.7303, loss_cls: 5.7561, loss: 5.7561 2024-01-02 21:46:37,140 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 16:49:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4769, top5_acc: 0.7264, loss_cls: 5.7911, loss: 5.7911 2024-01-02 21:47:36,713 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 16:47:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4791, top5_acc: 0.7302, loss_cls: 5.7708, loss: 5.7708 2024-01-02 21:48:36,081 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 16:46:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4655, top5_acc: 0.7103, loss_cls: 5.8366, loss: 5.8366 2024-01-02 21:49:35,377 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 16:45:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4755, top5_acc: 0.7312, loss_cls: 5.7741, loss: 5.7741 2024-01-02 21:50:34,613 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 16:44:44, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7306, loss_cls: 5.7949, loss: 5.7949 2024-01-02 21:51:33,415 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 16:43:40, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4647, top5_acc: 0.7214, loss_cls: 5.8277, loss: 5.8277 2024-01-02 21:52:32,209 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 16:42:35, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7228, loss_cls: 5.8319, loss: 5.8319 2024-01-02 21:53:30,922 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 16:41:30, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7266, loss_cls: 5.8165, loss: 5.8165 2024-01-02 21:54:30,258 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 16:40:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4670, top5_acc: 0.7198, loss_cls: 5.8158, loss: 5.8158 2024-01-02 21:55:28,812 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 16:39:21, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4669, top5_acc: 0.7214, loss_cls: 5.8112, loss: 5.8112 2024-01-02 21:56:27,212 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 16:38:16, time: 0.584, data_time: 0.000, memory: 16177, top1_acc: 0.4622, top5_acc: 0.7244, loss_cls: 5.8241, loss: 5.8241 2024-01-02 21:57:25,817 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 16:37:12, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4667, top5_acc: 0.7191, loss_cls: 5.8152, loss: 5.8152 2024-01-02 21:58:24,571 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 16:36:07, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4520, top5_acc: 0.7130, loss_cls: 5.8786, loss: 5.8786 2024-01-02 21:59:23,471 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 16:35:03, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4655, top5_acc: 0.7222, loss_cls: 5.8346, loss: 5.8346 2024-01-02 22:00:22,483 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 16:33:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4773, top5_acc: 0.7320, loss_cls: 5.7656, loss: 5.7656 2024-01-02 22:01:21,446 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 16:32:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4666, top5_acc: 0.7198, loss_cls: 5.8263, loss: 5.8263 2024-01-02 22:02:20,565 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 16:31:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4622, top5_acc: 0.7134, loss_cls: 5.8386, loss: 5.8386 2024-01-02 22:03:19,289 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 16:30:45, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7289, loss_cls: 5.7927, loss: 5.7927 2024-01-02 22:04:18,476 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 16:29:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4620, top5_acc: 0.7131, loss_cls: 5.8490, loss: 5.8490 2024-01-02 22:05:17,384 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 16:28:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4658, top5_acc: 0.7211, loss_cls: 5.8198, loss: 5.8198 2024-01-02 22:06:17,175 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 16:27:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7184, loss_cls: 5.8364, loss: 5.8364 2024-01-02 22:07:16,687 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 16:26:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4673, top5_acc: 0.7161, loss_cls: 5.8328, loss: 5.8328 2024-01-02 22:08:15,781 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 16:25:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4652, top5_acc: 0.7159, loss_cls: 5.8391, loss: 5.8391 2024-01-02 22:09:14,572 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 16:24:19, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4673, top5_acc: 0.7244, loss_cls: 5.7975, loss: 5.7975 2024-01-02 22:10:13,584 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 16:23:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4653, top5_acc: 0.7137, loss_cls: 5.8431, loss: 5.8431 2024-01-02 22:11:12,460 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 16:22:10, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7209, loss_cls: 5.8290, loss: 5.8290 2024-01-02 22:12:11,123 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 16:21:06, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4630, top5_acc: 0.7200, loss_cls: 5.8395, loss: 5.8395 2024-01-02 22:13:10,270 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 16:20:01, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4683, top5_acc: 0.7253, loss_cls: 5.8028, loss: 5.8028 2024-01-02 22:14:09,488 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 16:18:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4741, top5_acc: 0.7222, loss_cls: 5.8146, loss: 5.8146 2024-01-02 22:15:08,410 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 16:17:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7303, loss_cls: 5.8039, loss: 5.8039 2024-01-02 22:16:07,591 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 16:16:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4731, top5_acc: 0.7275, loss_cls: 5.8004, loss: 5.8004 2024-01-02 22:17:06,550 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 16:15:44, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4623, top5_acc: 0.7144, loss_cls: 5.8485, loss: 5.8485 2024-01-02 22:17:36,484 - pyskl - INFO - Saving checkpoint at 125 epochs 2024-01-02 22:19:33,286 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 22:19:34,369 - pyskl - INFO - top1_acc 0.3803 top5_acc 0.6388 2024-01-02 22:19:34,369 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 22:19:34,406 - pyskl - INFO - mean_acc 0.3801 2024-01-02 22:19:34,414 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.3803, top5_acc: 0.6388, mean_class_accuracy: 0.3801 2024-01-02 22:22:49,835 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 16:15:08, time: 1.954, data_time: 1.363, memory: 16177, top1_acc: 0.4847, top5_acc: 0.7308, loss_cls: 5.7610, loss: 5.7610 2024-01-02 22:23:49,310 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 16:14:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4892, top5_acc: 0.7389, loss_cls: 5.7251, loss: 5.7251 2024-01-02 22:24:49,395 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 16:13:00, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.4853, top5_acc: 0.7405, loss_cls: 5.7299, loss: 5.7299 2024-01-02 22:25:49,481 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 16:11:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4666, top5_acc: 0.7214, loss_cls: 5.8328, loss: 5.8328 2024-01-02 22:26:49,535 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 16:10:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4755, top5_acc: 0.7331, loss_cls: 5.7825, loss: 5.7825 2024-01-02 22:27:49,728 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 16:09:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4830, top5_acc: 0.7405, loss_cls: 5.7263, loss: 5.7263 2024-01-02 22:28:49,349 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 16:08:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4775, top5_acc: 0.7386, loss_cls: 5.7394, loss: 5.7394 2024-01-02 22:29:49,005 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 16:07:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4725, top5_acc: 0.7322, loss_cls: 5.7835, loss: 5.7835 2024-01-02 22:30:48,049 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 16:06:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7322, loss_cls: 5.7546, loss: 5.7546 2024-01-02 22:31:47,273 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 16:05:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4833, top5_acc: 0.7345, loss_cls: 5.7345, loss: 5.7345 2024-01-02 22:32:47,120 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 16:04:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4750, top5_acc: 0.7331, loss_cls: 5.7634, loss: 5.7634 2024-01-02 22:33:46,108 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 16:03:24, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4752, top5_acc: 0.7327, loss_cls: 5.7760, loss: 5.7760 2024-01-02 22:34:45,359 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 16:02:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4744, top5_acc: 0.7345, loss_cls: 5.7774, loss: 5.7774 2024-01-02 22:35:44,672 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 16:01:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4817, top5_acc: 0.7323, loss_cls: 5.7426, loss: 5.7426 2024-01-02 22:36:43,800 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 16:00:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4745, top5_acc: 0.7267, loss_cls: 5.7702, loss: 5.7702 2024-01-02 22:37:42,876 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 15:59:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4697, top5_acc: 0.7261, loss_cls: 5.8069, loss: 5.8069 2024-01-02 22:38:41,891 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 15:58:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4763, top5_acc: 0.7303, loss_cls: 5.7782, loss: 5.7782 2024-01-02 22:39:41,176 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 15:56:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4659, top5_acc: 0.7303, loss_cls: 5.8174, loss: 5.8174 2024-01-02 22:40:40,388 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 15:55:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4786, top5_acc: 0.7300, loss_cls: 5.7689, loss: 5.7689 2024-01-02 22:41:39,863 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 15:54:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4659, top5_acc: 0.7264, loss_cls: 5.7977, loss: 5.7977 2024-01-02 22:42:39,026 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 15:53:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4672, top5_acc: 0.7233, loss_cls: 5.8185, loss: 5.8185 2024-01-02 22:43:38,372 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 15:52:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4708, top5_acc: 0.7241, loss_cls: 5.8009, loss: 5.8009 2024-01-02 22:44:37,977 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 15:51:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4750, top5_acc: 0.7305, loss_cls: 5.7873, loss: 5.7873 2024-01-02 22:45:37,010 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 15:50:33, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4711, top5_acc: 0.7228, loss_cls: 5.7955, loss: 5.7955 2024-01-02 22:46:36,245 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 15:49:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4637, top5_acc: 0.7202, loss_cls: 5.8168, loss: 5.8168 2024-01-02 22:47:35,622 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 15:48:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4714, top5_acc: 0.7245, loss_cls: 5.7743, loss: 5.7743 2024-01-02 22:48:35,528 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 15:47:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4819, top5_acc: 0.7231, loss_cls: 5.7842, loss: 5.7842 2024-01-02 22:49:35,603 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 15:46:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4816, top5_acc: 0.7236, loss_cls: 5.7877, loss: 5.7877 2024-01-02 22:50:34,820 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 15:45:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4650, top5_acc: 0.7217, loss_cls: 5.8418, loss: 5.8418 2024-01-02 22:51:34,121 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 15:44:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7250, loss_cls: 5.8045, loss: 5.8045 2024-01-02 22:52:33,329 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 15:43:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7327, loss_cls: 5.7682, loss: 5.7682 2024-01-02 22:53:32,171 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 15:42:01, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7159, loss_cls: 5.8213, loss: 5.8213 2024-01-02 22:54:31,243 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 15:40:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4653, top5_acc: 0.7217, loss_cls: 5.8116, loss: 5.8116 2024-01-02 22:55:30,277 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 15:39:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4748, top5_acc: 0.7225, loss_cls: 5.8155, loss: 5.8155 2024-01-02 22:56:29,230 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 15:38:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4580, top5_acc: 0.7147, loss_cls: 5.8503, loss: 5.8503 2024-01-02 22:57:28,312 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 15:37:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4650, top5_acc: 0.7220, loss_cls: 5.8272, loss: 5.8272 2024-01-02 22:58:27,572 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 15:36:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7202, loss_cls: 5.8138, loss: 5.8138 2024-01-02 22:58:57,076 - pyskl - INFO - Saving checkpoint at 126 epochs 2024-01-02 23:00:53,245 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 23:00:54,322 - pyskl - INFO - top1_acc 0.4011 top5_acc 0.6538 2024-01-02 23:00:54,322 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 23:00:54,352 - pyskl - INFO - mean_acc 0.4008 2024-01-02 23:00:54,357 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_124.pth was removed 2024-01-02 23:00:54,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2024-01-02 23:00:54,589 - pyskl - INFO - Best top1_acc is 0.4011 at 126 epoch. 2024-01-02 23:00:54,600 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.4011, top5_acc: 0.6538, mean_class_accuracy: 0.4008 2024-01-02 23:04:08,160 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 15:36:00, time: 1.936, data_time: 1.347, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7486, loss_cls: 5.6770, loss: 5.6770 2024-01-02 23:05:07,351 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 15:34:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4902, top5_acc: 0.7333, loss_cls: 5.7054, loss: 5.7054 2024-01-02 23:06:06,778 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 15:33:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4938, top5_acc: 0.7375, loss_cls: 5.7280, loss: 5.7280 2024-01-02 23:07:06,149 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 15:32:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7411, loss_cls: 5.7122, loss: 5.7122 2024-01-02 23:08:05,831 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 15:31:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4809, top5_acc: 0.7461, loss_cls: 5.7205, loss: 5.7205 2024-01-02 23:09:05,231 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 15:30:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4742, top5_acc: 0.7345, loss_cls: 5.7741, loss: 5.7741 2024-01-02 23:10:04,629 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 15:29:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4892, top5_acc: 0.7394, loss_cls: 5.7315, loss: 5.7315 2024-01-02 23:11:04,501 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 15:28:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4856, top5_acc: 0.7348, loss_cls: 5.7510, loss: 5.7510 2024-01-02 23:12:03,681 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 15:27:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4895, top5_acc: 0.7373, loss_cls: 5.7548, loss: 5.7548 2024-01-02 23:13:02,458 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 15:26:23, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4898, top5_acc: 0.7381, loss_cls: 5.7230, loss: 5.7230 2024-01-02 23:14:01,706 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 15:25:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7441, loss_cls: 5.7140, loss: 5.7140 2024-01-02 23:15:00,423 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 15:24:14, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4800, top5_acc: 0.7358, loss_cls: 5.7317, loss: 5.7317 2024-01-02 23:15:59,397 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 15:23:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4780, top5_acc: 0.7352, loss_cls: 5.7719, loss: 5.7719 2024-01-02 23:16:58,251 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 15:22:06, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4783, top5_acc: 0.7281, loss_cls: 5.7693, loss: 5.7693 2024-01-02 23:17:57,399 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 15:21:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4739, top5_acc: 0.7242, loss_cls: 5.7783, loss: 5.7783 2024-01-02 23:18:56,373 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 15:19:57, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7334, loss_cls: 5.7314, loss: 5.7314 2024-01-02 23:19:55,449 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 15:18:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4777, top5_acc: 0.7256, loss_cls: 5.7723, loss: 5.7723 2024-01-02 23:20:54,419 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 15:17:49, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7373, loss_cls: 5.7345, loss: 5.7345 2024-01-02 23:21:53,662 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 15:16:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4809, top5_acc: 0.7325, loss_cls: 5.7555, loss: 5.7555 2024-01-02 23:22:52,484 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 15:15:41, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4781, top5_acc: 0.7277, loss_cls: 5.7600, loss: 5.7600 2024-01-02 23:23:51,574 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 15:14:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4802, top5_acc: 0.7359, loss_cls: 5.7485, loss: 5.7485 2024-01-02 23:24:50,488 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 15:13:32, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7302, loss_cls: 5.7955, loss: 5.7955 2024-01-02 23:25:49,410 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 15:12:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4741, top5_acc: 0.7305, loss_cls: 5.7799, loss: 5.7799 2024-01-02 23:26:48,335 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 15:11:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4761, top5_acc: 0.7283, loss_cls: 5.7755, loss: 5.7755 2024-01-02 23:27:47,360 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 15:10:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7238, loss_cls: 5.7911, loss: 5.7911 2024-01-02 23:28:46,270 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 15:09:15, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 5.8441, loss: 5.8441 2024-01-02 23:29:45,261 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 15:08:11, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4803, top5_acc: 0.7347, loss_cls: 5.7775, loss: 5.7775 2024-01-02 23:30:45,631 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 15:07:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4756, top5_acc: 0.7314, loss_cls: 5.7775, loss: 5.7775 2024-01-02 23:31:44,873 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 15:06:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4788, top5_acc: 0.7242, loss_cls: 5.8007, loss: 5.8007 2024-01-02 23:32:44,264 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 15:05:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7311, loss_cls: 5.7503, loss: 5.7503 2024-01-02 23:33:43,782 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 15:03:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4877, top5_acc: 0.7359, loss_cls: 5.7396, loss: 5.7396 2024-01-02 23:34:42,952 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 15:02:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4666, top5_acc: 0.7253, loss_cls: 5.8114, loss: 5.8114 2024-01-02 23:35:41,905 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 15:01:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4822, top5_acc: 0.7308, loss_cls: 5.7679, loss: 5.7679 2024-01-02 23:36:40,814 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 15:00:43, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4731, top5_acc: 0.7336, loss_cls: 5.7861, loss: 5.7861 2024-01-02 23:37:39,825 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 14:59:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7258, loss_cls: 5.7702, loss: 5.7702 2024-01-02 23:38:38,866 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 14:58:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7270, loss_cls: 5.8038, loss: 5.8038 2024-01-02 23:39:37,735 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 14:57:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7292, loss_cls: 5.7675, loss: 5.7675 2024-01-02 23:40:07,488 - pyskl - INFO - Saving checkpoint at 127 epochs 2024-01-02 23:42:05,105 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-02 23:42:06,147 - pyskl - INFO - top1_acc 0.4081 top5_acc 0.6565 2024-01-02 23:42:06,147 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-02 23:42:06,184 - pyskl - INFO - mean_acc 0.4079 2024-01-02 23:42:06,190 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_126.pth was removed 2024-01-02 23:42:06,481 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2024-01-02 23:42:06,481 - pyskl - INFO - Best top1_acc is 0.4081 at 127 epoch. 2024-01-02 23:42:06,492 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.4081, top5_acc: 0.6565, mean_class_accuracy: 0.4079 2024-01-02 23:45:25,309 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 14:56:50, time: 1.988, data_time: 1.398, memory: 16177, top1_acc: 0.5044, top5_acc: 0.7477, loss_cls: 5.6598, loss: 5.6598 2024-01-02 23:46:24,411 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 14:55:46, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7531, loss_cls: 5.6706, loss: 5.6706 2024-01-02 23:47:24,442 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 14:54:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4995, top5_acc: 0.7506, loss_cls: 5.6637, loss: 5.6637 2024-01-02 23:48:24,051 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 14:53:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4958, top5_acc: 0.7505, loss_cls: 5.6750, loss: 5.6750 2024-01-02 23:49:24,477 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 14:52:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7403, loss_cls: 5.7319, loss: 5.7319 2024-01-02 23:50:24,657 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 14:51:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4945, top5_acc: 0.7466, loss_cls: 5.6939, loss: 5.6939 2024-01-02 23:51:24,584 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 14:50:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4903, top5_acc: 0.7505, loss_cls: 5.6813, loss: 5.6813 2024-01-02 23:52:24,436 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 14:49:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4809, top5_acc: 0.7356, loss_cls: 5.7222, loss: 5.7222 2024-01-02 23:53:23,601 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 14:48:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4903, top5_acc: 0.7420, loss_cls: 5.6973, loss: 5.6973 2024-01-02 23:54:23,267 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 14:47:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4852, top5_acc: 0.7402, loss_cls: 5.6971, loss: 5.6971 2024-01-02 23:55:22,415 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 14:46:12, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4889, top5_acc: 0.7397, loss_cls: 5.7149, loss: 5.7149 2024-01-02 23:56:21,671 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 14:45:08, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4822, top5_acc: 0.7314, loss_cls: 5.7565, loss: 5.7565 2024-01-02 23:57:20,614 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 14:44:04, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4883, top5_acc: 0.7330, loss_cls: 5.7482, loss: 5.7482 2024-01-02 23:58:19,789 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 14:43:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4889, top5_acc: 0.7356, loss_cls: 5.7441, loss: 5.7441 2024-01-02 23:59:18,855 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 14:41:56, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4905, top5_acc: 0.7438, loss_cls: 5.6961, loss: 5.6961 2024-01-03 00:00:17,957 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 14:40:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7306, loss_cls: 5.7624, loss: 5.7624 2024-01-03 00:01:17,163 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 14:39:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4870, top5_acc: 0.7295, loss_cls: 5.7648, loss: 5.7648 2024-01-03 00:02:16,333 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 14:38:44, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7417, loss_cls: 5.7215, loss: 5.7215 2024-01-03 00:03:15,831 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 14:37:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4895, top5_acc: 0.7388, loss_cls: 5.7072, loss: 5.7072 2024-01-03 00:04:14,759 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 14:36:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7345, loss_cls: 5.7230, loss: 5.7230 2024-01-03 00:05:13,880 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 14:35:32, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4834, top5_acc: 0.7366, loss_cls: 5.7284, loss: 5.7284 2024-01-03 00:06:12,877 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 14:34:28, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4741, top5_acc: 0.7298, loss_cls: 5.7434, loss: 5.7434 2024-01-03 00:07:12,041 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 14:33:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4764, top5_acc: 0.7305, loss_cls: 5.7724, loss: 5.7724 2024-01-03 00:08:11,014 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 14:32:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4886, top5_acc: 0.7398, loss_cls: 5.7435, loss: 5.7435 2024-01-03 00:09:10,035 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 14:31:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7300, loss_cls: 5.7519, loss: 5.7519 2024-01-03 00:10:09,327 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 14:30:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7450, loss_cls: 5.7330, loss: 5.7330 2024-01-03 00:11:08,687 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 14:29:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4783, top5_acc: 0.7288, loss_cls: 5.7689, loss: 5.7689 2024-01-03 00:12:08,898 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 14:28:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4848, top5_acc: 0.7397, loss_cls: 5.7270, loss: 5.7270 2024-01-03 00:13:08,768 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 14:27:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4838, top5_acc: 0.7394, loss_cls: 5.7466, loss: 5.7466 2024-01-03 00:14:08,536 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 14:25:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4711, top5_acc: 0.7312, loss_cls: 5.7478, loss: 5.7478 2024-01-03 00:15:07,665 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 14:24:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4717, top5_acc: 0.7334, loss_cls: 5.7642, loss: 5.7642 2024-01-03 00:16:06,938 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 14:23:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4827, top5_acc: 0.7322, loss_cls: 5.7537, loss: 5.7537 2024-01-03 00:17:05,764 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 14:22:45, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7325, loss_cls: 5.7482, loss: 5.7482 2024-01-03 00:18:04,709 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 14:21:41, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4819, top5_acc: 0.7347, loss_cls: 5.7465, loss: 5.7465 2024-01-03 00:19:03,802 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 14:20:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4903, top5_acc: 0.7419, loss_cls: 5.7039, loss: 5.7039 2024-01-03 00:20:02,859 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 14:19:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4703, top5_acc: 0.7327, loss_cls: 5.7782, loss: 5.7782 2024-01-03 00:21:01,938 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 14:18:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4836, top5_acc: 0.7370, loss_cls: 5.7340, loss: 5.7340 2024-01-03 00:21:31,622 - pyskl - INFO - Saving checkpoint at 128 epochs 2024-01-03 00:23:25,304 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 00:23:26,155 - pyskl - INFO - top1_acc 0.4025 top5_acc 0.6547 2024-01-03 00:23:26,155 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 00:23:26,185 - pyskl - INFO - mean_acc 0.4023 2024-01-03 00:23:26,193 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.4025, top5_acc: 0.6547, mean_class_accuracy: 0.4023 2024-01-03 00:26:41,443 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 14:17:43, time: 1.952, data_time: 1.365, memory: 16177, top1_acc: 0.5002, top5_acc: 0.7483, loss_cls: 5.6681, loss: 5.6681 2024-01-03 00:27:40,229 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 14:16:39, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4941, top5_acc: 0.7473, loss_cls: 5.6841, loss: 5.6841 2024-01-03 00:28:39,638 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 14:15:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5166, top5_acc: 0.7630, loss_cls: 5.5818, loss: 5.5818 2024-01-03 00:29:39,215 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 14:14:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5011, top5_acc: 0.7614, loss_cls: 5.6257, loss: 5.6257 2024-01-03 00:30:38,614 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 14:13:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5041, top5_acc: 0.7508, loss_cls: 5.6471, loss: 5.6471 2024-01-03 00:31:38,132 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 14:12:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7517, loss_cls: 5.6632, loss: 5.6632 2024-01-03 00:32:37,492 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 14:11:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7505, loss_cls: 5.6634, loss: 5.6634 2024-01-03 00:33:37,391 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 14:10:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4975, top5_acc: 0.7433, loss_cls: 5.6641, loss: 5.6641 2024-01-03 00:34:36,935 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 14:09:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4995, top5_acc: 0.7455, loss_cls: 5.6750, loss: 5.6750 2024-01-03 00:35:35,815 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 14:08:08, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7430, loss_cls: 5.7161, loss: 5.7161 2024-01-03 00:36:34,938 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 14:07:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4959, top5_acc: 0.7383, loss_cls: 5.6971, loss: 5.6971 2024-01-03 00:37:34,099 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 14:06:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4881, top5_acc: 0.7395, loss_cls: 5.7195, loss: 5.7195 2024-01-03 00:38:32,940 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 14:04:56, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4983, top5_acc: 0.7491, loss_cls: 5.6568, loss: 5.6568 2024-01-03 00:39:31,675 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 14:03:52, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4995, top5_acc: 0.7542, loss_cls: 5.6443, loss: 5.6443 2024-01-03 00:40:30,242 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 14:02:48, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7528, loss_cls: 5.6455, loss: 5.6455 2024-01-03 00:41:28,981 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 14:01:44, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4886, top5_acc: 0.7369, loss_cls: 5.7215, loss: 5.7215 2024-01-03 00:42:27,930 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 14:00:40, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4791, top5_acc: 0.7395, loss_cls: 5.7539, loss: 5.7539 2024-01-03 00:43:26,886 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 13:59:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4913, top5_acc: 0.7400, loss_cls: 5.6985, loss: 5.6985 2024-01-03 00:44:25,853 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 13:58:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5023, top5_acc: 0.7434, loss_cls: 5.6728, loss: 5.6728 2024-01-03 00:45:24,732 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 13:57:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4847, top5_acc: 0.7414, loss_cls: 5.7019, loss: 5.7019 2024-01-03 00:46:23,598 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 13:56:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4809, top5_acc: 0.7372, loss_cls: 5.7190, loss: 5.7190 2024-01-03 00:47:22,459 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 13:55:20, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4952, top5_acc: 0.7412, loss_cls: 5.6967, loss: 5.6967 2024-01-03 00:48:21,325 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 13:54:16, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4845, top5_acc: 0.7433, loss_cls: 5.7230, loss: 5.7230 2024-01-03 00:49:19,924 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 13:53:12, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4891, top5_acc: 0.7362, loss_cls: 5.7257, loss: 5.7257 2024-01-03 00:50:18,551 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 13:52:08, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4895, top5_acc: 0.7378, loss_cls: 5.7179, loss: 5.7179 2024-01-03 00:51:17,276 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 13:51:04, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4867, top5_acc: 0.7295, loss_cls: 5.7597, loss: 5.7597 2024-01-03 00:52:15,893 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 13:50:00, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4778, top5_acc: 0.7356, loss_cls: 5.7689, loss: 5.7689 2024-01-03 00:53:14,612 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 13:48:56, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4919, top5_acc: 0.7388, loss_cls: 5.6943, loss: 5.6943 2024-01-03 00:54:13,934 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 13:47:52, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4811, top5_acc: 0.7425, loss_cls: 5.7240, loss: 5.7240 2024-01-03 00:55:13,329 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 13:46:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4923, top5_acc: 0.7528, loss_cls: 5.6730, loss: 5.6730 2024-01-03 00:56:12,416 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 13:45:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7431, loss_cls: 5.7350, loss: 5.7350 2024-01-03 00:57:11,648 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 13:44:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4820, top5_acc: 0.7400, loss_cls: 5.7239, loss: 5.7239 2024-01-03 00:58:10,675 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 13:43:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7459, loss_cls: 5.6867, loss: 5.6867 2024-01-03 00:59:09,399 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 13:42:32, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4902, top5_acc: 0.7433, loss_cls: 5.7083, loss: 5.7083 2024-01-03 01:00:08,109 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 13:41:28, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4830, top5_acc: 0.7361, loss_cls: 5.7499, loss: 5.7499 2024-01-03 01:01:06,891 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 13:40:24, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4802, top5_acc: 0.7366, loss_cls: 5.7567, loss: 5.7567 2024-01-03 01:02:05,513 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 13:39:20, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4869, top5_acc: 0.7411, loss_cls: 5.7395, loss: 5.7395 2024-01-03 01:02:35,212 - pyskl - INFO - Saving checkpoint at 129 epochs 2024-01-03 01:04:30,247 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 01:04:31,100 - pyskl - INFO - top1_acc 0.4094 top5_acc 0.6621 2024-01-03 01:04:31,100 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 01:04:31,137 - pyskl - INFO - mean_acc 0.4093 2024-01-03 01:04:31,143 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_127.pth was removed 2024-01-03 01:04:31,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2024-01-03 01:04:31,378 - pyskl - INFO - Best top1_acc is 0.4094 at 129 epoch. 2024-01-03 01:04:31,390 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.4094, top5_acc: 0.6621, mean_class_accuracy: 0.4093 2024-01-03 01:07:45,806 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 13:38:32, time: 1.944, data_time: 1.356, memory: 16177, top1_acc: 0.5170, top5_acc: 0.7536, loss_cls: 5.5939, loss: 5.5939 2024-01-03 01:08:44,390 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 13:37:27, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5136, top5_acc: 0.7641, loss_cls: 5.5716, loss: 5.5716 2024-01-03 01:09:43,920 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 13:36:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4978, top5_acc: 0.7494, loss_cls: 5.6585, loss: 5.6585 2024-01-03 01:10:43,764 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 13:35:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7505, loss_cls: 5.6361, loss: 5.6361 2024-01-03 01:11:43,191 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 13:34:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5002, top5_acc: 0.7578, loss_cls: 5.6305, loss: 5.6305 2024-01-03 01:12:43,151 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 13:33:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7538, loss_cls: 5.6564, loss: 5.6564 2024-01-03 01:13:42,610 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 13:32:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5000, top5_acc: 0.7445, loss_cls: 5.6839, loss: 5.6839 2024-01-03 01:14:41,649 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 13:31:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7561, loss_cls: 5.6261, loss: 5.6261 2024-01-03 01:15:41,251 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 13:30:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4914, top5_acc: 0.7495, loss_cls: 5.6739, loss: 5.6739 2024-01-03 01:16:40,270 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 13:28:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5039, top5_acc: 0.7566, loss_cls: 5.6276, loss: 5.6276 2024-01-03 01:17:39,212 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 13:27:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7511, loss_cls: 5.6631, loss: 5.6631 2024-01-03 01:18:38,198 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 13:26:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7470, loss_cls: 5.6469, loss: 5.6469 2024-01-03 01:19:37,125 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 13:25:46, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4961, top5_acc: 0.7461, loss_cls: 5.6634, loss: 5.6634 2024-01-03 01:20:36,166 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 13:24:42, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5067, top5_acc: 0.7591, loss_cls: 5.6408, loss: 5.6408 2024-01-03 01:21:35,089 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 13:23:38, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4998, top5_acc: 0.7572, loss_cls: 5.6178, loss: 5.6178 2024-01-03 01:22:33,919 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 13:22:34, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5017, top5_acc: 0.7531, loss_cls: 5.6570, loss: 5.6570 2024-01-03 01:23:32,904 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 13:21:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5022, top5_acc: 0.7600, loss_cls: 5.6146, loss: 5.6146 2024-01-03 01:24:31,736 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 13:20:26, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4948, top5_acc: 0.7456, loss_cls: 5.6978, loss: 5.6978 2024-01-03 01:25:30,423 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 13:19:22, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4969, top5_acc: 0.7473, loss_cls: 5.6636, loss: 5.6636 2024-01-03 01:26:29,295 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 13:18:18, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4989, top5_acc: 0.7512, loss_cls: 5.6705, loss: 5.6705 2024-01-03 01:27:28,324 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 13:17:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4963, top5_acc: 0.7506, loss_cls: 5.6636, loss: 5.6636 2024-01-03 01:28:27,297 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 13:16:11, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4825, top5_acc: 0.7428, loss_cls: 5.7095, loss: 5.7095 2024-01-03 01:29:26,004 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 13:15:07, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4895, top5_acc: 0.7403, loss_cls: 5.7132, loss: 5.7132 2024-01-03 01:30:24,765 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 13:14:03, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7480, loss_cls: 5.6629, loss: 5.6629 2024-01-03 01:31:23,566 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 13:12:59, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7398, loss_cls: 5.7313, loss: 5.7313 2024-01-03 01:32:22,256 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 13:11:55, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4916, top5_acc: 0.7461, loss_cls: 5.6988, loss: 5.6988 2024-01-03 01:33:20,866 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 13:10:51, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.4966, top5_acc: 0.7411, loss_cls: 5.6939, loss: 5.6939 2024-01-03 01:34:19,707 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 13:09:47, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4856, top5_acc: 0.7452, loss_cls: 5.6948, loss: 5.6948 2024-01-03 01:35:19,289 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 13:08:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5009, top5_acc: 0.7423, loss_cls: 5.6449, loss: 5.6449 2024-01-03 01:36:18,926 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 13:07:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7431, loss_cls: 5.7045, loss: 5.7045 2024-01-03 01:37:17,928 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 13:06:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4944, top5_acc: 0.7430, loss_cls: 5.6877, loss: 5.6877 2024-01-03 01:38:17,095 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 13:05:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4898, top5_acc: 0.7441, loss_cls: 5.6935, loss: 5.6935 2024-01-03 01:39:16,557 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 13:04:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7338, loss_cls: 5.7240, loss: 5.7240 2024-01-03 01:40:15,564 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 13:03:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4913, top5_acc: 0.7427, loss_cls: 5.7032, loss: 5.7032 2024-01-03 01:41:14,416 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 13:02:21, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4978, top5_acc: 0.7469, loss_cls: 5.6764, loss: 5.6764 2024-01-03 01:42:13,186 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 13:01:17, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4919, top5_acc: 0.7484, loss_cls: 5.6923, loss: 5.6923 2024-01-03 01:43:12,049 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 13:00:13, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5036, top5_acc: 0.7547, loss_cls: 5.6430, loss: 5.6430 2024-01-03 01:43:42,248 - pyskl - INFO - Saving checkpoint at 130 epochs 2024-01-03 01:45:35,617 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 01:45:36,491 - pyskl - INFO - top1_acc 0.4011 top5_acc 0.6601 2024-01-03 01:45:36,491 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 01:45:36,522 - pyskl - INFO - mean_acc 0.4010 2024-01-03 01:45:36,529 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.4011, top5_acc: 0.6601, mean_class_accuracy: 0.4010 2024-01-03 01:48:52,516 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 12:59:22, time: 1.960, data_time: 1.369, memory: 16177, top1_acc: 0.5131, top5_acc: 0.7636, loss_cls: 5.5963, loss: 5.5963 2024-01-03 01:49:51,192 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 12:58:18, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5178, top5_acc: 0.7588, loss_cls: 5.5904, loss: 5.5904 2024-01-03 01:50:50,475 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 12:57:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5094, top5_acc: 0.7553, loss_cls: 5.6266, loss: 5.6266 2024-01-03 01:51:49,526 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 12:56:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5088, top5_acc: 0.7634, loss_cls: 5.5947, loss: 5.5947 2024-01-03 01:52:48,995 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 12:55:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5147, top5_acc: 0.7627, loss_cls: 5.5973, loss: 5.5973 2024-01-03 01:53:48,658 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 12:54:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7656, loss_cls: 5.5669, loss: 5.5669 2024-01-03 01:54:48,299 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 12:53:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5094, top5_acc: 0.7594, loss_cls: 5.6097, loss: 5.6097 2024-01-03 01:55:47,720 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 12:51:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7559, loss_cls: 5.6315, loss: 5.6315 2024-01-03 01:56:47,480 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 12:50:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4916, top5_acc: 0.7539, loss_cls: 5.6400, loss: 5.6400 2024-01-03 01:57:46,544 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 12:49:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5095, top5_acc: 0.7622, loss_cls: 5.6091, loss: 5.6091 2024-01-03 01:58:45,708 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 12:48:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5172, top5_acc: 0.7650, loss_cls: 5.5779, loss: 5.5779 2024-01-03 01:59:44,653 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 12:47:42, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4950, top5_acc: 0.7539, loss_cls: 5.6416, loss: 5.6416 2024-01-03 02:00:43,627 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 12:46:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5048, top5_acc: 0.7592, loss_cls: 5.6271, loss: 5.6271 2024-01-03 02:01:42,295 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 12:45:34, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5030, top5_acc: 0.7527, loss_cls: 5.6373, loss: 5.6373 2024-01-03 02:02:40,919 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 12:44:30, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5122, top5_acc: 0.7534, loss_cls: 5.6369, loss: 5.6369 2024-01-03 02:03:40,065 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 12:43:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5056, top5_acc: 0.7552, loss_cls: 5.6279, loss: 5.6279 2024-01-03 02:04:38,771 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 12:42:22, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5058, top5_acc: 0.7469, loss_cls: 5.6583, loss: 5.6583 2024-01-03 02:05:37,552 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 12:41:19, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5025, top5_acc: 0.7591, loss_cls: 5.6328, loss: 5.6328 2024-01-03 02:06:36,243 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 12:40:15, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5077, top5_acc: 0.7556, loss_cls: 5.6143, loss: 5.6143 2024-01-03 02:07:34,789 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 12:39:11, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5039, top5_acc: 0.7566, loss_cls: 5.6204, loss: 5.6204 2024-01-03 02:08:33,743 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 12:38:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5022, top5_acc: 0.7541, loss_cls: 5.6478, loss: 5.6478 2024-01-03 02:09:32,739 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 12:37:03, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4981, top5_acc: 0.7431, loss_cls: 5.6880, loss: 5.6880 2024-01-03 02:10:31,368 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 12:35:59, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5014, top5_acc: 0.7462, loss_cls: 5.6682, loss: 5.6682 2024-01-03 02:11:29,958 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 12:34:55, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7545, loss_cls: 5.6431, loss: 5.6431 2024-01-03 02:12:28,909 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 12:33:52, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4942, top5_acc: 0.7498, loss_cls: 5.6833, loss: 5.6833 2024-01-03 02:13:27,704 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 12:32:48, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4963, top5_acc: 0.7488, loss_cls: 5.6549, loss: 5.6549 2024-01-03 02:14:26,613 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 12:31:44, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5111, top5_acc: 0.7562, loss_cls: 5.6079, loss: 5.6079 2024-01-03 02:15:25,215 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 12:30:40, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5008, top5_acc: 0.7552, loss_cls: 5.6409, loss: 5.6409 2024-01-03 02:16:24,065 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 12:29:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5045, top5_acc: 0.7480, loss_cls: 5.6398, loss: 5.6398 2024-01-03 02:17:23,592 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 12:28:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5012, top5_acc: 0.7436, loss_cls: 5.6689, loss: 5.6689 2024-01-03 02:18:22,887 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 12:27:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5089, top5_acc: 0.7683, loss_cls: 5.6086, loss: 5.6086 2024-01-03 02:19:21,809 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 12:26:26, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4945, top5_acc: 0.7536, loss_cls: 5.6598, loss: 5.6598 2024-01-03 02:20:20,941 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 12:25:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5056, top5_acc: 0.7584, loss_cls: 5.6392, loss: 5.6392 2024-01-03 02:21:20,063 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 12:24:18, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5034, top5_acc: 0.7528, loss_cls: 5.6470, loss: 5.6470 2024-01-03 02:22:18,657 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 12:23:15, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5031, top5_acc: 0.7520, loss_cls: 5.6380, loss: 5.6380 2024-01-03 02:23:17,324 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 12:22:11, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5008, top5_acc: 0.7550, loss_cls: 5.6618, loss: 5.6618 2024-01-03 02:24:16,008 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 12:21:07, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5139, top5_acc: 0.7536, loss_cls: 5.6482, loss: 5.6482 2024-01-03 02:24:45,423 - pyskl - INFO - Saving checkpoint at 131 epochs 2024-01-03 02:26:40,564 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 02:26:41,374 - pyskl - INFO - top1_acc 0.4185 top5_acc 0.6672 2024-01-03 02:26:41,374 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 02:26:41,406 - pyskl - INFO - mean_acc 0.4183 2024-01-03 02:26:41,411 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_129.pth was removed 2024-01-03 02:26:41,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2024-01-03 02:26:41,661 - pyskl - INFO - Best top1_acc is 0.4185 at 131 epoch. 2024-01-03 02:26:41,668 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.4185, top5_acc: 0.6672, mean_class_accuracy: 0.4183 2024-01-03 02:29:59,146 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 12:20:14, time: 1.975, data_time: 1.387, memory: 16177, top1_acc: 0.5177, top5_acc: 0.7694, loss_cls: 5.5596, loss: 5.5596 2024-01-03 02:30:57,553 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 12:19:10, time: 0.584, data_time: 0.000, memory: 16177, top1_acc: 0.5286, top5_acc: 0.7694, loss_cls: 5.5507, loss: 5.5507 2024-01-03 02:31:56,991 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 12:18:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5175, top5_acc: 0.7678, loss_cls: 5.5630, loss: 5.5630 2024-01-03 02:32:56,734 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 12:17:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5134, top5_acc: 0.7559, loss_cls: 5.5682, loss: 5.5682 2024-01-03 02:33:56,059 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 12:15:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5200, top5_acc: 0.7781, loss_cls: 5.5436, loss: 5.5436 2024-01-03 02:34:55,663 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 12:14:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5192, top5_acc: 0.7659, loss_cls: 5.5578, loss: 5.5578 2024-01-03 02:35:55,462 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 12:13:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7648, loss_cls: 5.5873, loss: 5.5873 2024-01-03 02:36:54,668 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 12:12:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5181, top5_acc: 0.7650, loss_cls: 5.5643, loss: 5.5643 2024-01-03 02:37:54,351 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 12:11:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5156, top5_acc: 0.7595, loss_cls: 5.5938, loss: 5.5938 2024-01-03 02:38:54,027 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 12:10:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5141, top5_acc: 0.7627, loss_cls: 5.5909, loss: 5.5909 2024-01-03 02:39:53,171 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 12:09:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5138, top5_acc: 0.7623, loss_cls: 5.5990, loss: 5.5990 2024-01-03 02:40:52,077 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 12:08:34, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5089, top5_acc: 0.7578, loss_cls: 5.6107, loss: 5.6107 2024-01-03 02:41:50,968 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 12:07:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5202, top5_acc: 0.7622, loss_cls: 5.5815, loss: 5.5815 2024-01-03 02:42:49,951 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 12:06:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5098, top5_acc: 0.7705, loss_cls: 5.5680, loss: 5.5680 2024-01-03 02:43:48,867 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 12:05:23, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5116, top5_acc: 0.7644, loss_cls: 5.5661, loss: 5.5661 2024-01-03 02:44:47,272 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 12:04:19, time: 0.584, data_time: 0.000, memory: 16177, top1_acc: 0.5153, top5_acc: 0.7539, loss_cls: 5.6058, loss: 5.6058 2024-01-03 02:45:46,156 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 12:03:16, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5041, top5_acc: 0.7533, loss_cls: 5.6387, loss: 5.6387 2024-01-03 02:46:45,010 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 12:02:12, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5089, top5_acc: 0.7525, loss_cls: 5.6161, loss: 5.6161 2024-01-03 02:47:43,634 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 12:01:08, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5136, top5_acc: 0.7628, loss_cls: 5.5798, loss: 5.5798 2024-01-03 02:48:42,441 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 12:00:04, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5042, top5_acc: 0.7531, loss_cls: 5.6412, loss: 5.6412 2024-01-03 02:49:41,134 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 11:59:01, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7466, loss_cls: 5.6533, loss: 5.6533 2024-01-03 02:50:40,008 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 11:57:57, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5169, top5_acc: 0.7581, loss_cls: 5.5997, loss: 5.5997 2024-01-03 02:51:39,075 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 11:56:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5047, top5_acc: 0.7520, loss_cls: 5.6533, loss: 5.6533 2024-01-03 02:52:37,795 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 11:55:50, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5147, top5_acc: 0.7653, loss_cls: 5.5793, loss: 5.5793 2024-01-03 02:53:36,553 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 11:54:46, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5094, top5_acc: 0.7589, loss_cls: 5.6274, loss: 5.6274 2024-01-03 02:54:35,419 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 11:53:42, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5044, top5_acc: 0.7517, loss_cls: 5.6491, loss: 5.6491 2024-01-03 02:55:33,998 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 11:52:39, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5183, top5_acc: 0.7703, loss_cls: 5.5771, loss: 5.5771 2024-01-03 02:56:32,624 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 11:51:35, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5080, top5_acc: 0.7609, loss_cls: 5.6077, loss: 5.6077 2024-01-03 02:57:31,279 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 11:50:31, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7534, loss_cls: 5.6446, loss: 5.6446 2024-01-03 02:58:30,357 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 11:49:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5181, top5_acc: 0.7594, loss_cls: 5.5916, loss: 5.5916 2024-01-03 02:59:29,843 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 11:48:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5077, top5_acc: 0.7547, loss_cls: 5.6170, loss: 5.6170 2024-01-03 03:00:28,752 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 11:47:20, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5100, top5_acc: 0.7564, loss_cls: 5.6294, loss: 5.6294 2024-01-03 03:01:27,817 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 11:46:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4944, top5_acc: 0.7473, loss_cls: 5.6680, loss: 5.6680 2024-01-03 03:02:26,843 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 11:45:13, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5084, top5_acc: 0.7558, loss_cls: 5.6094, loss: 5.6094 2024-01-03 03:03:25,937 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 11:44:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5180, top5_acc: 0.7673, loss_cls: 5.5883, loss: 5.5883 2024-01-03 03:04:24,749 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 11:43:06, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5144, top5_acc: 0.7561, loss_cls: 5.6388, loss: 5.6388 2024-01-03 03:05:23,356 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 11:42:02, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5128, top5_acc: 0.7611, loss_cls: 5.5889, loss: 5.5889 2024-01-03 03:05:53,007 - pyskl - INFO - Saving checkpoint at 132 epochs 2024-01-03 03:07:45,745 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 03:07:46,521 - pyskl - INFO - top1_acc 0.4220 top5_acc 0.6718 2024-01-03 03:07:46,521 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 03:07:46,554 - pyskl - INFO - mean_acc 0.4218 2024-01-03 03:07:46,559 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_131.pth was removed 2024-01-03 03:07:46,793 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2024-01-03 03:07:46,794 - pyskl - INFO - Best top1_acc is 0.4220 at 132 epoch. 2024-01-03 03:07:46,801 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.4220, top5_acc: 0.6718, mean_class_accuracy: 0.4218 2024-01-03 03:11:01,320 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 11:41:06, time: 1.945, data_time: 1.358, memory: 16177, top1_acc: 0.5334, top5_acc: 0.7756, loss_cls: 5.5285, loss: 5.5285 2024-01-03 03:11:59,805 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 11:40:02, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5328, top5_acc: 0.7803, loss_cls: 5.5210, loss: 5.5210 2024-01-03 03:12:58,793 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 11:38:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5286, top5_acc: 0.7786, loss_cls: 5.5004, loss: 5.5004 2024-01-03 03:13:58,435 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 11:37:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5209, top5_acc: 0.7664, loss_cls: 5.5348, loss: 5.5348 2024-01-03 03:14:57,591 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 11:36:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5220, top5_acc: 0.7720, loss_cls: 5.5384, loss: 5.5384 2024-01-03 03:15:57,390 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 11:35:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5183, top5_acc: 0.7697, loss_cls: 5.5664, loss: 5.5664 2024-01-03 03:16:57,411 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 11:34:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5139, top5_acc: 0.7647, loss_cls: 5.5722, loss: 5.5722 2024-01-03 03:17:57,153 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 11:33:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5220, top5_acc: 0.7719, loss_cls: 5.5416, loss: 5.5416 2024-01-03 03:18:56,719 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 11:32:38, time: 0.596, data_time: 0.001, memory: 16177, top1_acc: 0.5219, top5_acc: 0.7703, loss_cls: 5.5375, loss: 5.5375 2024-01-03 03:19:56,391 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 11:31:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5267, top5_acc: 0.7650, loss_cls: 5.5570, loss: 5.5570 2024-01-03 03:20:55,813 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 11:30:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5147, top5_acc: 0.7692, loss_cls: 5.5487, loss: 5.5487 2024-01-03 03:21:54,952 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 11:29:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5178, top5_acc: 0.7620, loss_cls: 5.5854, loss: 5.5854 2024-01-03 03:22:54,312 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 11:28:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5166, top5_acc: 0.7695, loss_cls: 5.5679, loss: 5.5679 2024-01-03 03:23:52,967 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 11:27:20, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5252, top5_acc: 0.7725, loss_cls: 5.5452, loss: 5.5452 2024-01-03 03:24:51,653 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 11:26:17, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5156, top5_acc: 0.7688, loss_cls: 5.5671, loss: 5.5671 2024-01-03 03:25:50,394 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 11:25:13, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5145, top5_acc: 0.7633, loss_cls: 5.5711, loss: 5.5711 2024-01-03 03:26:49,363 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 11:24:09, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5186, top5_acc: 0.7670, loss_cls: 5.5658, loss: 5.5658 2024-01-03 03:27:48,147 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 11:23:06, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5202, top5_acc: 0.7720, loss_cls: 5.5566, loss: 5.5566 2024-01-03 03:28:47,248 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 11:22:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7639, loss_cls: 5.5841, loss: 5.5841 2024-01-03 03:29:46,380 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 11:20:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5038, top5_acc: 0.7653, loss_cls: 5.6067, loss: 5.6067 2024-01-03 03:30:45,219 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 11:19:55, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5292, top5_acc: 0.7733, loss_cls: 5.5347, loss: 5.5347 2024-01-03 03:31:43,800 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 11:18:51, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7623, loss_cls: 5.5455, loss: 5.5455 2024-01-03 03:32:42,530 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 11:17:48, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5209, top5_acc: 0.7720, loss_cls: 5.5378, loss: 5.5378 2024-01-03 03:33:41,228 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 11:16:44, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5184, top5_acc: 0.7698, loss_cls: 5.5755, loss: 5.5755 2024-01-03 03:34:40,228 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 11:15:41, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5106, top5_acc: 0.7638, loss_cls: 5.5949, loss: 5.5949 2024-01-03 03:35:39,052 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 11:14:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5175, top5_acc: 0.7756, loss_cls: 5.5515, loss: 5.5515 2024-01-03 03:36:37,691 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 11:13:33, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5031, top5_acc: 0.7539, loss_cls: 5.6318, loss: 5.6318 2024-01-03 03:37:36,367 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 11:12:30, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5133, top5_acc: 0.7533, loss_cls: 5.6174, loss: 5.6174 2024-01-03 03:38:35,254 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 11:11:26, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5164, top5_acc: 0.7686, loss_cls: 5.5770, loss: 5.5770 2024-01-03 03:39:33,967 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 11:10:23, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5245, top5_acc: 0.7645, loss_cls: 5.5523, loss: 5.5523 2024-01-03 03:40:33,389 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 11:09:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5112, top5_acc: 0.7617, loss_cls: 5.6031, loss: 5.6031 2024-01-03 03:41:32,869 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 11:08:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5306, top5_acc: 0.7702, loss_cls: 5.5380, loss: 5.5380 2024-01-03 03:42:31,537 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 11:07:12, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5073, top5_acc: 0.7516, loss_cls: 5.6325, loss: 5.6325 2024-01-03 03:43:30,858 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 11:06:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5139, top5_acc: 0.7634, loss_cls: 5.5792, loss: 5.5792 2024-01-03 03:44:29,653 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 11:05:05, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5084, top5_acc: 0.7614, loss_cls: 5.5977, loss: 5.5977 2024-01-03 03:45:28,460 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 11:04:02, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5206, top5_acc: 0.7602, loss_cls: 5.5700, loss: 5.5700 2024-01-03 03:46:27,139 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 11:02:58, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5250, top5_acc: 0.7684, loss_cls: 5.5584, loss: 5.5584 2024-01-03 03:46:56,891 - pyskl - INFO - Saving checkpoint at 133 epochs 2024-01-03 03:48:50,549 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 03:48:51,456 - pyskl - INFO - top1_acc 0.4162 top5_acc 0.6694 2024-01-03 03:48:51,456 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 03:48:51,495 - pyskl - INFO - mean_acc 0.4159 2024-01-03 03:48:51,503 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.4162, top5_acc: 0.6694, mean_class_accuracy: 0.4159 2024-01-03 03:52:10,914 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 11:02:00, time: 1.994, data_time: 1.404, memory: 16177, top1_acc: 0.5430, top5_acc: 0.7873, loss_cls: 5.4625, loss: 5.4625 2024-01-03 03:53:09,451 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 11:00:57, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5367, top5_acc: 0.7803, loss_cls: 5.4894, loss: 5.4894 2024-01-03 03:54:08,343 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 10:59:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5369, top5_acc: 0.7886, loss_cls: 5.4704, loss: 5.4704 2024-01-03 03:55:07,749 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 10:58:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5336, top5_acc: 0.7745, loss_cls: 5.5008, loss: 5.5008 2024-01-03 03:56:06,771 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 10:57:46, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5364, top5_acc: 0.7805, loss_cls: 5.4818, loss: 5.4818 2024-01-03 03:57:06,319 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 10:56:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5316, top5_acc: 0.7822, loss_cls: 5.4857, loss: 5.4857 2024-01-03 03:58:06,153 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 10:55:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5337, top5_acc: 0.7812, loss_cls: 5.5083, loss: 5.5083 2024-01-03 03:59:06,031 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 10:54:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5298, top5_acc: 0.7694, loss_cls: 5.5417, loss: 5.5417 2024-01-03 04:00:05,269 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 10:53:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5250, top5_acc: 0.7753, loss_cls: 5.5196, loss: 5.5196 2024-01-03 04:01:04,944 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 10:52:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5253, top5_acc: 0.7739, loss_cls: 5.5323, loss: 5.5323 2024-01-03 04:02:04,218 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 10:51:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5250, top5_acc: 0.7761, loss_cls: 5.5400, loss: 5.5400 2024-01-03 04:03:03,035 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 10:50:23, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5142, top5_acc: 0.7658, loss_cls: 5.5621, loss: 5.5621 2024-01-03 04:04:01,948 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 10:49:19, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5319, top5_acc: 0.7786, loss_cls: 5.5141, loss: 5.5141 2024-01-03 04:05:00,700 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 10:48:16, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5309, top5_acc: 0.7753, loss_cls: 5.5155, loss: 5.5155 2024-01-03 04:05:59,096 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 10:47:12, time: 0.584, data_time: 0.000, memory: 16177, top1_acc: 0.5348, top5_acc: 0.7748, loss_cls: 5.5065, loss: 5.5065 2024-01-03 04:06:57,779 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 10:46:08, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5305, top5_acc: 0.7752, loss_cls: 5.5217, loss: 5.5217 2024-01-03 04:07:56,534 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 10:45:05, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5217, top5_acc: 0.7697, loss_cls: 5.5430, loss: 5.5430 2024-01-03 04:08:55,388 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 10:44:01, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5192, top5_acc: 0.7730, loss_cls: 5.5264, loss: 5.5264 2024-01-03 04:09:54,079 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 10:42:58, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5308, top5_acc: 0.7770, loss_cls: 5.5034, loss: 5.5034 2024-01-03 04:10:52,587 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 10:41:54, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5106, top5_acc: 0.7597, loss_cls: 5.5920, loss: 5.5920 2024-01-03 04:11:51,420 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 10:40:51, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5225, top5_acc: 0.7788, loss_cls: 5.5469, loss: 5.5469 2024-01-03 04:12:50,339 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 10:39:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5092, top5_acc: 0.7553, loss_cls: 5.6161, loss: 5.6161 2024-01-03 04:13:49,206 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 10:38:44, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5183, top5_acc: 0.7608, loss_cls: 5.5899, loss: 5.5899 2024-01-03 04:14:48,083 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 10:37:40, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5184, top5_acc: 0.7728, loss_cls: 5.5374, loss: 5.5374 2024-01-03 04:15:46,851 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 10:36:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5353, top5_acc: 0.7748, loss_cls: 5.5140, loss: 5.5140 2024-01-03 04:16:45,429 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 10:35:33, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5286, top5_acc: 0.7719, loss_cls: 5.5300, loss: 5.5300 2024-01-03 04:17:44,142 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 10:34:30, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5281, top5_acc: 0.7681, loss_cls: 5.5412, loss: 5.5412 2024-01-03 04:18:42,594 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 10:33:26, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5300, top5_acc: 0.7689, loss_cls: 5.5356, loss: 5.5356 2024-01-03 04:19:41,310 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 10:32:22, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5378, top5_acc: 0.7730, loss_cls: 5.4914, loss: 5.4914 2024-01-03 04:20:39,949 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 10:31:19, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5317, top5_acc: 0.7761, loss_cls: 5.5217, loss: 5.5217 2024-01-03 04:21:39,057 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 10:30:16, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7748, loss_cls: 5.5152, loss: 5.5152 2024-01-03 04:22:38,106 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 10:29:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5239, top5_acc: 0.7673, loss_cls: 5.5373, loss: 5.5373 2024-01-03 04:23:37,271 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 10:28:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5198, top5_acc: 0.7653, loss_cls: 5.5493, loss: 5.5493 2024-01-03 04:24:36,093 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 10:27:05, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5308, top5_acc: 0.7684, loss_cls: 5.5384, loss: 5.5384 2024-01-03 04:25:35,081 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 10:26:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5238, top5_acc: 0.7702, loss_cls: 5.5620, loss: 5.5620 2024-01-03 04:26:33,813 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 10:24:58, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5241, top5_acc: 0.7750, loss_cls: 5.5302, loss: 5.5302 2024-01-03 04:27:32,250 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 10:23:55, time: 0.584, data_time: 0.000, memory: 16177, top1_acc: 0.5173, top5_acc: 0.7612, loss_cls: 5.5884, loss: 5.5884 2024-01-03 04:28:01,485 - pyskl - INFO - Saving checkpoint at 134 epochs 2024-01-03 04:29:57,300 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 04:29:58,183 - pyskl - INFO - top1_acc 0.4277 top5_acc 0.6748 2024-01-03 04:29:58,183 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 04:29:58,228 - pyskl - INFO - mean_acc 0.4275 2024-01-03 04:29:58,234 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_132.pth was removed 2024-01-03 04:29:58,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2024-01-03 04:29:58,557 - pyskl - INFO - Best top1_acc is 0.4277 at 134 epoch. 2024-01-03 04:29:58,569 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.4277, top5_acc: 0.6748, mean_class_accuracy: 0.4275 2024-01-03 04:33:20,006 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 10:22:55, time: 2.014, data_time: 1.427, memory: 16177, top1_acc: 0.5477, top5_acc: 0.7798, loss_cls: 5.4460, loss: 5.4460 2024-01-03 04:34:18,813 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 10:21:52, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5481, top5_acc: 0.7803, loss_cls: 5.4377, loss: 5.4377 2024-01-03 04:35:17,558 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 10:20:48, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5375, top5_acc: 0.7831, loss_cls: 5.4552, loss: 5.4552 2024-01-03 04:36:17,037 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 10:19:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5439, top5_acc: 0.7872, loss_cls: 5.4158, loss: 5.4158 2024-01-03 04:37:16,287 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 10:18:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5478, top5_acc: 0.7781, loss_cls: 5.4470, loss: 5.4470 2024-01-03 04:38:15,402 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 10:17:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7772, loss_cls: 5.5249, loss: 5.5249 2024-01-03 04:39:15,119 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 10:16:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5405, top5_acc: 0.7861, loss_cls: 5.4545, loss: 5.4545 2024-01-03 04:40:14,668 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 10:15:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5456, top5_acc: 0.7934, loss_cls: 5.4554, loss: 5.4554 2024-01-03 04:41:13,819 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 10:14:28, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5344, top5_acc: 0.7805, loss_cls: 5.4747, loss: 5.4747 2024-01-03 04:42:13,904 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 10:13:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5303, top5_acc: 0.7791, loss_cls: 5.5147, loss: 5.5147 2024-01-03 04:43:13,416 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 10:12:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5297, top5_acc: 0.7747, loss_cls: 5.5059, loss: 5.5059 2024-01-03 04:44:12,435 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 10:11:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5280, top5_acc: 0.7770, loss_cls: 5.5165, loss: 5.5165 2024-01-03 04:45:11,521 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 10:10:15, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5470, top5_acc: 0.7825, loss_cls: 5.4728, loss: 5.4728 2024-01-03 04:46:10,294 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 10:09:12, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5356, top5_acc: 0.7777, loss_cls: 5.4966, loss: 5.4966 2024-01-03 04:47:09,042 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 10:08:08, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5308, top5_acc: 0.7752, loss_cls: 5.5252, loss: 5.5252 2024-01-03 04:48:07,865 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 10:07:05, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5323, top5_acc: 0.7744, loss_cls: 5.5131, loss: 5.5131 2024-01-03 04:49:06,487 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 10:06:01, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5409, top5_acc: 0.7806, loss_cls: 5.4747, loss: 5.4747 2024-01-03 04:50:05,404 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 10:04:58, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5317, top5_acc: 0.7759, loss_cls: 5.5234, loss: 5.5234 2024-01-03 04:51:04,219 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 10:03:54, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5288, top5_acc: 0.7798, loss_cls: 5.5091, loss: 5.5091 2024-01-03 04:52:03,045 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 10:02:51, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5336, top5_acc: 0.7858, loss_cls: 5.4861, loss: 5.4861 2024-01-03 04:53:02,238 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 10:01:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5302, top5_acc: 0.7795, loss_cls: 5.4870, loss: 5.4870 2024-01-03 04:54:00,976 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 10:00:44, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5352, top5_acc: 0.7802, loss_cls: 5.4849, loss: 5.4849 2024-01-03 04:54:59,535 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 9:59:41, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5278, top5_acc: 0.7831, loss_cls: 5.4915, loss: 5.4915 2024-01-03 04:55:58,312 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 9:58:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5403, top5_acc: 0.7803, loss_cls: 5.4910, loss: 5.4910 2024-01-03 04:56:57,020 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 9:57:34, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5359, top5_acc: 0.7777, loss_cls: 5.4951, loss: 5.4951 2024-01-03 04:57:55,875 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 9:56:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5344, top5_acc: 0.7805, loss_cls: 5.4837, loss: 5.4837 2024-01-03 04:58:54,395 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 9:55:27, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5445, top5_acc: 0.7809, loss_cls: 5.4680, loss: 5.4680 2024-01-03 04:59:53,330 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 9:54:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5264, top5_acc: 0.7697, loss_cls: 5.5190, loss: 5.5190 2024-01-03 05:00:52,261 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 9:53:20, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5281, top5_acc: 0.7759, loss_cls: 5.4966, loss: 5.4966 2024-01-03 05:01:50,973 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 9:52:17, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5361, top5_acc: 0.7769, loss_cls: 5.5136, loss: 5.5136 2024-01-03 05:02:49,906 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 9:51:14, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5355, top5_acc: 0.7716, loss_cls: 5.5137, loss: 5.5137 2024-01-03 05:03:49,286 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 9:50:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5192, top5_acc: 0.7727, loss_cls: 5.5469, loss: 5.5469 2024-01-03 05:04:48,711 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 9:49:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5269, top5_acc: 0.7788, loss_cls: 5.5030, loss: 5.5030 2024-01-03 05:05:47,429 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 9:48:04, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5352, top5_acc: 0.7794, loss_cls: 5.5015, loss: 5.5015 2024-01-03 05:06:46,518 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 9:47:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5363, top5_acc: 0.7764, loss_cls: 5.5017, loss: 5.5017 2024-01-03 05:07:45,313 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 9:45:57, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5288, top5_acc: 0.7736, loss_cls: 5.5121, loss: 5.5121 2024-01-03 05:08:44,118 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 9:44:54, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7809, loss_cls: 5.5188, loss: 5.5188 2024-01-03 05:09:13,816 - pyskl - INFO - Saving checkpoint at 135 epochs 2024-01-03 05:11:10,379 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 05:11:11,220 - pyskl - INFO - top1_acc 0.4274 top5_acc 0.6804 2024-01-03 05:11:11,220 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 05:11:11,259 - pyskl - INFO - mean_acc 0.4271 2024-01-03 05:11:11,270 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.4274, top5_acc: 0.6804, mean_class_accuracy: 0.4271 2024-01-03 05:14:25,357 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 9:43:50, time: 1.941, data_time: 1.352, memory: 16177, top1_acc: 0.5452, top5_acc: 0.8031, loss_cls: 5.3933, loss: 5.3933 2024-01-03 05:15:24,560 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 9:42:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5628, top5_acc: 0.7969, loss_cls: 5.3836, loss: 5.3836 2024-01-03 05:16:23,082 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 9:41:43, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5478, top5_acc: 0.7886, loss_cls: 5.4313, loss: 5.4313 2024-01-03 05:17:22,224 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 9:40:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5520, top5_acc: 0.7969, loss_cls: 5.4092, loss: 5.4092 2024-01-03 05:18:21,593 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 9:39:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5558, top5_acc: 0.7963, loss_cls: 5.4069, loss: 5.4069 2024-01-03 05:19:20,960 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 9:38:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5414, top5_acc: 0.7947, loss_cls: 5.4129, loss: 5.4129 2024-01-03 05:20:20,109 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 9:37:30, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5402, top5_acc: 0.7845, loss_cls: 5.4407, loss: 5.4407 2024-01-03 05:21:19,230 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 9:36:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5431, top5_acc: 0.7861, loss_cls: 5.4383, loss: 5.4383 2024-01-03 05:22:18,110 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 9:35:23, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5511, top5_acc: 0.7878, loss_cls: 5.4362, loss: 5.4362 2024-01-03 05:23:17,631 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 9:34:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5405, top5_acc: 0.7817, loss_cls: 5.4913, loss: 5.4913 2024-01-03 05:24:16,988 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 9:33:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5514, top5_acc: 0.7911, loss_cls: 5.4379, loss: 5.4379 2024-01-03 05:25:16,198 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 9:32:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5486, top5_acc: 0.7937, loss_cls: 5.4164, loss: 5.4164 2024-01-03 05:26:15,328 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 9:31:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5464, top5_acc: 0.7948, loss_cls: 5.4250, loss: 5.4250 2024-01-03 05:27:14,767 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 9:30:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5509, top5_acc: 0.7925, loss_cls: 5.4158, loss: 5.4158 2024-01-03 05:28:14,002 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 9:29:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7869, loss_cls: 5.4557, loss: 5.4557 2024-01-03 05:29:13,084 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 9:28:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5427, top5_acc: 0.7842, loss_cls: 5.4608, loss: 5.4608 2024-01-03 05:30:11,906 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 9:26:57, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7927, loss_cls: 5.4249, loss: 5.4249 2024-01-03 05:31:10,781 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 9:25:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5455, top5_acc: 0.7878, loss_cls: 5.4667, loss: 5.4667 2024-01-03 05:32:09,633 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 9:24:50, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5413, top5_acc: 0.7944, loss_cls: 5.4470, loss: 5.4470 2024-01-03 05:33:08,181 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 9:23:47, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5464, top5_acc: 0.7863, loss_cls: 5.4533, loss: 5.4533 2024-01-03 05:34:06,944 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 9:22:44, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5308, top5_acc: 0.7834, loss_cls: 5.4845, loss: 5.4845 2024-01-03 05:35:05,733 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 9:21:40, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7819, loss_cls: 5.4727, loss: 5.4727 2024-01-03 05:36:04,456 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 9:20:37, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5423, top5_acc: 0.7770, loss_cls: 5.4699, loss: 5.4699 2024-01-03 05:37:03,154 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 9:19:34, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7839, loss_cls: 5.4514, loss: 5.4514 2024-01-03 05:38:01,971 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 9:18:30, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5319, top5_acc: 0.7788, loss_cls: 5.4679, loss: 5.4679 2024-01-03 05:39:00,823 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 9:17:27, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5306, top5_acc: 0.7844, loss_cls: 5.4711, loss: 5.4711 2024-01-03 05:39:59,698 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 9:16:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5377, top5_acc: 0.7750, loss_cls: 5.5186, loss: 5.5186 2024-01-03 05:40:58,339 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 9:15:20, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5463, top5_acc: 0.7827, loss_cls: 5.4647, loss: 5.4647 2024-01-03 05:41:57,011 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 9:14:17, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5398, top5_acc: 0.7870, loss_cls: 5.4653, loss: 5.4653 2024-01-03 05:42:55,537 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 9:13:14, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5341, top5_acc: 0.7803, loss_cls: 5.4930, loss: 5.4930 2024-01-03 05:43:54,321 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 9:12:10, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5439, top5_acc: 0.7775, loss_cls: 5.4715, loss: 5.4715 2024-01-03 05:44:53,414 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 9:11:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5342, top5_acc: 0.7762, loss_cls: 5.5041, loss: 5.5041 2024-01-03 05:45:52,888 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 9:10:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5333, top5_acc: 0.7759, loss_cls: 5.5000, loss: 5.5000 2024-01-03 05:46:52,133 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 9:09:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5433, top5_acc: 0.7841, loss_cls: 5.4514, loss: 5.4514 2024-01-03 05:47:51,326 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 9:07:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5505, top5_acc: 0.7789, loss_cls: 5.4507, loss: 5.4507 2024-01-03 05:48:50,360 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 9:06:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5369, top5_acc: 0.7756, loss_cls: 5.4745, loss: 5.4745 2024-01-03 05:49:49,337 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 9:05:51, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5397, top5_acc: 0.7881, loss_cls: 5.4629, loss: 5.4629 2024-01-03 05:50:18,649 - pyskl - INFO - Saving checkpoint at 136 epochs 2024-01-03 05:52:09,203 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 05:52:10,014 - pyskl - INFO - top1_acc 0.4321 top5_acc 0.6789 2024-01-03 05:52:10,014 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 05:52:10,047 - pyskl - INFO - mean_acc 0.4319 2024-01-03 05:52:10,053 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_134.pth was removed 2024-01-03 05:52:10,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2024-01-03 05:52:10,319 - pyskl - INFO - Best top1_acc is 0.4321 at 136 epoch. 2024-01-03 05:52:10,330 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.4321, top5_acc: 0.6789, mean_class_accuracy: 0.4319 2024-01-03 05:55:26,596 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 9:04:45, time: 1.963, data_time: 1.373, memory: 16177, top1_acc: 0.5666, top5_acc: 0.7986, loss_cls: 5.3755, loss: 5.3755 2024-01-03 05:56:25,565 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 9:03:42, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5620, top5_acc: 0.8028, loss_cls: 5.3760, loss: 5.3760 2024-01-03 05:57:24,255 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 9:02:39, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5714, top5_acc: 0.8025, loss_cls: 5.3540, loss: 5.3540 2024-01-03 05:58:23,174 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 9:01:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5567, top5_acc: 0.8044, loss_cls: 5.3948, loss: 5.3948 2024-01-03 05:59:22,556 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 9:00:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5658, top5_acc: 0.8044, loss_cls: 5.3423, loss: 5.3423 2024-01-03 06:00:21,866 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 8:59:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5630, top5_acc: 0.8030, loss_cls: 5.3578, loss: 5.3578 2024-01-03 06:01:21,468 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 8:58:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5694, top5_acc: 0.7953, loss_cls: 5.3710, loss: 5.3710 2024-01-03 06:02:20,872 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 8:57:23, time: 0.594, data_time: 0.001, memory: 16177, top1_acc: 0.5586, top5_acc: 0.7986, loss_cls: 5.3695, loss: 5.3695 2024-01-03 06:03:20,054 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 8:56:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5598, top5_acc: 0.7966, loss_cls: 5.3605, loss: 5.3605 2024-01-03 06:04:19,250 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 8:55:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5564, top5_acc: 0.7947, loss_cls: 5.3846, loss: 5.3846 2024-01-03 06:05:19,182 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 8:54:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5630, top5_acc: 0.7931, loss_cls: 5.3717, loss: 5.3717 2024-01-03 06:06:18,922 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 8:53:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5447, top5_acc: 0.7889, loss_cls: 5.4427, loss: 5.4427 2024-01-03 06:07:18,094 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 8:52:07, time: 0.592, data_time: 0.001, memory: 16177, top1_acc: 0.5602, top5_acc: 0.7900, loss_cls: 5.3988, loss: 5.3988 2024-01-03 06:08:17,178 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 8:51:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5506, top5_acc: 0.7917, loss_cls: 5.4090, loss: 5.4090 2024-01-03 06:09:16,707 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 8:50:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5708, top5_acc: 0.8008, loss_cls: 5.3593, loss: 5.3593 2024-01-03 06:10:15,377 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 8:48:58, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5508, top5_acc: 0.7983, loss_cls: 5.3914, loss: 5.3914 2024-01-03 06:11:14,047 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 8:47:54, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5598, top5_acc: 0.8016, loss_cls: 5.3766, loss: 5.3766 2024-01-03 06:12:12,752 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 8:46:51, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5506, top5_acc: 0.7877, loss_cls: 5.4349, loss: 5.4349 2024-01-03 06:13:11,756 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 8:45:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5525, top5_acc: 0.7967, loss_cls: 5.3949, loss: 5.3949 2024-01-03 06:14:10,276 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 8:44:45, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7956, loss_cls: 5.3898, loss: 5.3898 2024-01-03 06:15:09,027 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 8:43:41, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5484, top5_acc: 0.7908, loss_cls: 5.4375, loss: 5.4375 2024-01-03 06:16:07,591 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 8:42:38, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5480, top5_acc: 0.7886, loss_cls: 5.4393, loss: 5.4393 2024-01-03 06:17:06,104 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 8:41:35, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5434, top5_acc: 0.7934, loss_cls: 5.4248, loss: 5.4248 2024-01-03 06:18:04,960 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 8:40:32, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7872, loss_cls: 5.4179, loss: 5.4179 2024-01-03 06:19:03,753 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 8:39:28, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7822, loss_cls: 5.4543, loss: 5.4543 2024-01-03 06:20:02,483 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 8:38:25, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5434, top5_acc: 0.7900, loss_cls: 5.4278, loss: 5.4278 2024-01-03 06:21:00,972 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 8:37:22, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5467, top5_acc: 0.7837, loss_cls: 5.4499, loss: 5.4499 2024-01-03 06:21:59,871 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 8:36:19, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5444, top5_acc: 0.7887, loss_cls: 5.4587, loss: 5.4587 2024-01-03 06:22:58,536 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 8:35:15, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5520, top5_acc: 0.7956, loss_cls: 5.4227, loss: 5.4227 2024-01-03 06:23:57,335 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 8:34:12, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.8047, loss_cls: 5.3747, loss: 5.3747 2024-01-03 06:24:56,015 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 8:33:09, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5467, top5_acc: 0.7861, loss_cls: 5.4370, loss: 5.4370 2024-01-03 06:25:54,801 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 8:32:06, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5405, top5_acc: 0.7837, loss_cls: 5.4567, loss: 5.4567 2024-01-03 06:26:53,922 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 8:31:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5434, top5_acc: 0.7777, loss_cls: 5.4695, loss: 5.4695 2024-01-03 06:27:54,036 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 8:30:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5473, top5_acc: 0.7831, loss_cls: 5.4481, loss: 5.4481 2024-01-03 06:28:53,035 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 8:28:57, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5505, top5_acc: 0.7900, loss_cls: 5.4149, loss: 5.4149 2024-01-03 06:29:52,057 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 8:27:53, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5555, top5_acc: 0.7886, loss_cls: 5.4300, loss: 5.4300 2024-01-03 06:30:51,214 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 8:26:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5422, top5_acc: 0.7842, loss_cls: 5.4482, loss: 5.4482 2024-01-03 06:31:20,665 - pyskl - INFO - Saving checkpoint at 137 epochs 2024-01-03 06:33:12,793 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 06:33:13,581 - pyskl - INFO - top1_acc 0.4307 top5_acc 0.6846 2024-01-03 06:33:13,581 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 06:33:13,613 - pyskl - INFO - mean_acc 0.4305 2024-01-03 06:33:13,621 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.4307, top5_acc: 0.6846, mean_class_accuracy: 0.4305 2024-01-03 06:36:31,837 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 8:25:43, time: 1.982, data_time: 1.393, memory: 16177, top1_acc: 0.5800, top5_acc: 0.8044, loss_cls: 5.3184, loss: 5.3184 2024-01-03 06:37:30,430 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 8:24:39, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5697, top5_acc: 0.8064, loss_cls: 5.3099, loss: 5.3099 2024-01-03 06:38:29,274 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 8:23:36, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5725, top5_acc: 0.8063, loss_cls: 5.3237, loss: 5.3237 2024-01-03 06:39:28,366 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 8:22:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5692, top5_acc: 0.8034, loss_cls: 5.3458, loss: 5.3458 2024-01-03 06:40:27,891 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 8:21:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5659, top5_acc: 0.8045, loss_cls: 5.3530, loss: 5.3530 2024-01-03 06:41:27,203 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 8:20:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5613, top5_acc: 0.8064, loss_cls: 5.3535, loss: 5.3535 2024-01-03 06:42:26,897 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 8:19:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5714, top5_acc: 0.8030, loss_cls: 5.3266, loss: 5.3266 2024-01-03 06:43:26,427 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 8:18:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5741, top5_acc: 0.8089, loss_cls: 5.3284, loss: 5.3284 2024-01-03 06:44:25,867 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 8:17:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5608, top5_acc: 0.8006, loss_cls: 5.3666, loss: 5.3666 2024-01-03 06:45:24,744 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 8:16:15, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5759, top5_acc: 0.8102, loss_cls: 5.3261, loss: 5.3261 2024-01-03 06:46:25,000 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 8:15:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5561, top5_acc: 0.8025, loss_cls: 5.3576, loss: 5.3576 2024-01-03 06:47:24,506 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 8:14:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5573, top5_acc: 0.8067, loss_cls: 5.3576, loss: 5.3576 2024-01-03 06:48:23,802 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 8:13:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5603, top5_acc: 0.8002, loss_cls: 5.3626, loss: 5.3626 2024-01-03 06:49:22,904 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 8:12:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5622, top5_acc: 0.8022, loss_cls: 5.3460, loss: 5.3460 2024-01-03 06:50:21,763 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 8:10:59, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5534, top5_acc: 0.7972, loss_cls: 5.4076, loss: 5.4076 2024-01-03 06:51:20,575 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 8:09:56, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5597, top5_acc: 0.7983, loss_cls: 5.3733, loss: 5.3733 2024-01-03 06:52:19,445 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 8:08:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5648, top5_acc: 0.7986, loss_cls: 5.3652, loss: 5.3652 2024-01-03 06:53:18,411 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 8:07:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5509, top5_acc: 0.7947, loss_cls: 5.4020, loss: 5.4020 2024-01-03 06:54:17,329 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 8:06:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5639, top5_acc: 0.8003, loss_cls: 5.3721, loss: 5.3721 2024-01-03 06:55:16,104 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 8:05:43, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5587, top5_acc: 0.7991, loss_cls: 5.3742, loss: 5.3742 2024-01-03 06:56:14,727 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 8:04:40, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5591, top5_acc: 0.7981, loss_cls: 5.3814, loss: 5.3814 2024-01-03 06:57:13,687 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 8:03:37, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5711, top5_acc: 0.8122, loss_cls: 5.3150, loss: 5.3150 2024-01-03 06:58:12,524 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 8:02:34, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.8058, loss_cls: 5.3451, loss: 5.3451 2024-01-03 06:59:11,486 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 8:01:31, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5472, top5_acc: 0.7967, loss_cls: 5.3995, loss: 5.3995 2024-01-03 07:00:10,134 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 8:00:28, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5600, top5_acc: 0.8000, loss_cls: 5.3558, loss: 5.3558 2024-01-03 07:01:08,855 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 7:59:24, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5606, top5_acc: 0.8006, loss_cls: 5.3659, loss: 5.3659 2024-01-03 07:02:07,633 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 7:58:21, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5545, top5_acc: 0.7955, loss_cls: 5.3980, loss: 5.3980 2024-01-03 07:03:06,617 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 7:57:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5600, top5_acc: 0.8022, loss_cls: 5.3733, loss: 5.3733 2024-01-03 07:04:05,734 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 7:56:15, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5436, top5_acc: 0.7887, loss_cls: 5.4371, loss: 5.4371 2024-01-03 07:05:04,777 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 7:55:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5587, top5_acc: 0.7928, loss_cls: 5.3975, loss: 5.3975 2024-01-03 07:06:03,511 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 7:54:09, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5581, top5_acc: 0.8030, loss_cls: 5.3737, loss: 5.3737 2024-01-03 07:07:02,401 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 7:53:06, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.7919, loss_cls: 5.3781, loss: 5.3781 2024-01-03 07:08:01,242 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 7:52:03, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5591, top5_acc: 0.8053, loss_cls: 5.3706, loss: 5.3706 2024-01-03 07:09:01,292 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 7:51:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5592, top5_acc: 0.7984, loss_cls: 5.3838, loss: 5.3838 2024-01-03 07:10:01,057 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 7:49:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.7864, loss_cls: 5.3917, loss: 5.3917 2024-01-03 07:11:00,021 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 7:48:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5619, top5_acc: 0.7913, loss_cls: 5.3790, loss: 5.3790 2024-01-03 07:11:58,965 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 7:47:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5527, top5_acc: 0.7947, loss_cls: 5.4121, loss: 5.4121 2024-01-03 07:12:28,519 - pyskl - INFO - Saving checkpoint at 138 epochs 2024-01-03 07:14:24,433 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 07:14:25,217 - pyskl - INFO - top1_acc 0.4409 top5_acc 0.6886 2024-01-03 07:14:25,217 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 07:14:25,248 - pyskl - INFO - mean_acc 0.4407 2024-01-03 07:14:25,254 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_136.pth was removed 2024-01-03 07:14:25,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2024-01-03 07:14:25,493 - pyskl - INFO - Best top1_acc is 0.4409 at 138 epoch. 2024-01-03 07:14:25,500 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.4409, top5_acc: 0.6886, mean_class_accuracy: 0.4407 2024-01-03 07:17:37,325 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 7:46:40, time: 1.918, data_time: 1.333, memory: 16177, top1_acc: 0.5934, top5_acc: 0.8220, loss_cls: 5.2265, loss: 5.2265 2024-01-03 07:18:36,027 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 7:45:37, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5806, top5_acc: 0.8119, loss_cls: 5.2911, loss: 5.2911 2024-01-03 07:19:34,775 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 7:44:34, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5725, top5_acc: 0.8067, loss_cls: 5.2960, loss: 5.2960 2024-01-03 07:20:33,448 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 7:43:30, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5737, top5_acc: 0.8048, loss_cls: 5.3128, loss: 5.3128 2024-01-03 07:21:33,124 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 7:42:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5761, top5_acc: 0.8177, loss_cls: 5.2865, loss: 5.2865 2024-01-03 07:22:32,403 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 7:41:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5850, top5_acc: 0.8173, loss_cls: 5.2652, loss: 5.2652 2024-01-03 07:23:31,868 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 7:40:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5763, top5_acc: 0.8139, loss_cls: 5.2901, loss: 5.2901 2024-01-03 07:24:31,562 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 7:39:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5811, top5_acc: 0.8205, loss_cls: 5.2645, loss: 5.2645 2024-01-03 07:25:30,805 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 7:38:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5722, top5_acc: 0.8097, loss_cls: 5.3138, loss: 5.3138 2024-01-03 07:26:29,927 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 7:37:12, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5709, top5_acc: 0.8106, loss_cls: 5.3163, loss: 5.3163 2024-01-03 07:27:29,435 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 7:36:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5708, top5_acc: 0.8050, loss_cls: 5.3330, loss: 5.3330 2024-01-03 07:28:29,077 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 7:35:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5708, top5_acc: 0.8116, loss_cls: 5.3162, loss: 5.3162 2024-01-03 07:29:28,341 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 7:34:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5813, top5_acc: 0.8105, loss_cls: 5.2872, loss: 5.2872 2024-01-03 07:30:27,229 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 7:33:00, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5728, top5_acc: 0.8142, loss_cls: 5.3135, loss: 5.3135 2024-01-03 07:31:26,193 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 7:31:57, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5669, top5_acc: 0.8128, loss_cls: 5.3223, loss: 5.3223 2024-01-03 07:32:24,879 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 7:30:54, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5680, top5_acc: 0.8011, loss_cls: 5.3532, loss: 5.3532 2024-01-03 07:33:23,686 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 7:29:51, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5694, top5_acc: 0.8130, loss_cls: 5.3231, loss: 5.3231 2024-01-03 07:34:22,207 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 7:28:48, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5672, top5_acc: 0.8031, loss_cls: 5.3270, loss: 5.3270 2024-01-03 07:35:20,813 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 7:27:45, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5756, top5_acc: 0.8087, loss_cls: 5.3218, loss: 5.3218 2024-01-03 07:36:19,563 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 7:26:42, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5633, top5_acc: 0.8027, loss_cls: 5.3595, loss: 5.3595 2024-01-03 07:37:18,414 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 7:25:39, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5755, top5_acc: 0.8141, loss_cls: 5.2928, loss: 5.2928 2024-01-03 07:38:17,067 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 7:24:35, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5797, top5_acc: 0.8083, loss_cls: 5.3129, loss: 5.3129 2024-01-03 07:39:15,618 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 7:23:32, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5633, top5_acc: 0.8031, loss_cls: 5.3571, loss: 5.3571 2024-01-03 07:40:14,270 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 7:22:29, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5625, top5_acc: 0.8008, loss_cls: 5.3554, loss: 5.3554 2024-01-03 07:41:13,028 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 7:21:26, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5792, top5_acc: 0.8137, loss_cls: 5.2785, loss: 5.2785 2024-01-03 07:42:11,832 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 7:20:23, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.8075, loss_cls: 5.3348, loss: 5.3348 2024-01-03 07:43:10,687 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 7:19:20, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.8037, loss_cls: 5.3561, loss: 5.3561 2024-01-03 07:44:09,216 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 7:18:17, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5777, top5_acc: 0.8128, loss_cls: 5.3158, loss: 5.3158 2024-01-03 07:45:07,951 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 7:17:14, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5591, top5_acc: 0.8014, loss_cls: 5.3575, loss: 5.3575 2024-01-03 07:46:06,825 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 7:16:11, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5716, top5_acc: 0.8098, loss_cls: 5.3147, loss: 5.3147 2024-01-03 07:47:05,666 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 7:15:08, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5695, top5_acc: 0.8041, loss_cls: 5.3452, loss: 5.3452 2024-01-03 07:48:04,387 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 7:14:05, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5616, top5_acc: 0.7989, loss_cls: 5.3725, loss: 5.3725 2024-01-03 07:49:03,303 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 7:13:02, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5625, top5_acc: 0.7923, loss_cls: 5.3790, loss: 5.3790 2024-01-03 07:50:02,324 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 7:11:59, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5689, top5_acc: 0.8031, loss_cls: 5.3559, loss: 5.3559 2024-01-03 07:51:01,842 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 7:10:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5594, top5_acc: 0.8036, loss_cls: 5.3755, loss: 5.3755 2024-01-03 07:52:01,946 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 7:09:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5609, top5_acc: 0.7980, loss_cls: 5.3853, loss: 5.3853 2024-01-03 07:53:00,983 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 7:08:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5778, top5_acc: 0.8134, loss_cls: 5.3150, loss: 5.3150 2024-01-03 07:53:30,476 - pyskl - INFO - Saving checkpoint at 139 epochs 2024-01-03 07:55:25,581 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 07:55:26,486 - pyskl - INFO - top1_acc 0.4414 top5_acc 0.6932 2024-01-03 07:55:26,487 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 07:55:26,527 - pyskl - INFO - mean_acc 0.4411 2024-01-03 07:55:26,534 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_138.pth was removed 2024-01-03 07:55:26,786 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2024-01-03 07:55:26,787 - pyskl - INFO - Best top1_acc is 0.4414 at 139 epoch. 2024-01-03 07:55:26,797 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4414, top5_acc: 0.6932, mean_class_accuracy: 0.4411 2024-01-03 07:58:42,668 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 7:07:38, time: 1.959, data_time: 1.368, memory: 16177, top1_acc: 0.5947, top5_acc: 0.8233, loss_cls: 5.2388, loss: 5.2388 2024-01-03 07:59:41,423 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 7:06:35, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5973, top5_acc: 0.8270, loss_cls: 5.2151, loss: 5.2151 2024-01-03 08:00:40,194 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 7:05:32, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5942, top5_acc: 0.8242, loss_cls: 5.2315, loss: 5.2315 2024-01-03 08:01:39,012 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 7:04:29, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5970, top5_acc: 0.8206, loss_cls: 5.2406, loss: 5.2406 2024-01-03 08:02:38,298 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 7:03:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5927, top5_acc: 0.8216, loss_cls: 5.2497, loss: 5.2497 2024-01-03 08:03:37,775 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 7:02:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5814, top5_acc: 0.8097, loss_cls: 5.2942, loss: 5.2942 2024-01-03 08:04:37,218 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 7:01:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5780, top5_acc: 0.8161, loss_cls: 5.2906, loss: 5.2906 2024-01-03 08:05:37,138 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 7:00:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5825, top5_acc: 0.8156, loss_cls: 5.2747, loss: 5.2747 2024-01-03 08:06:36,980 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 6:59:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5858, top5_acc: 0.8180, loss_cls: 5.2608, loss: 5.2608 2024-01-03 08:07:35,813 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 6:58:11, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5816, top5_acc: 0.8205, loss_cls: 5.2683, loss: 5.2683 2024-01-03 08:08:34,702 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 6:57:08, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5883, top5_acc: 0.8205, loss_cls: 5.2598, loss: 5.2598 2024-01-03 08:09:34,252 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 6:56:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5819, top5_acc: 0.8167, loss_cls: 5.2900, loss: 5.2900 2024-01-03 08:10:33,365 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 6:55:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5809, top5_acc: 0.8194, loss_cls: 5.2776, loss: 5.2776 2024-01-03 08:11:32,073 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 6:53:59, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5759, top5_acc: 0.8011, loss_cls: 5.3142, loss: 5.3142 2024-01-03 08:12:30,665 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 6:52:56, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5834, top5_acc: 0.8083, loss_cls: 5.2821, loss: 5.2821 2024-01-03 08:13:29,555 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 6:51:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5977, top5_acc: 0.8263, loss_cls: 5.2205, loss: 5.2205 2024-01-03 08:14:28,193 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 6:50:50, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5811, top5_acc: 0.8147, loss_cls: 5.2827, loss: 5.2827 2024-01-03 08:15:26,662 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 6:49:47, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5694, top5_acc: 0.8098, loss_cls: 5.3261, loss: 5.3261 2024-01-03 08:16:25,208 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 6:48:44, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5783, top5_acc: 0.8159, loss_cls: 5.2663, loss: 5.2663 2024-01-03 08:17:23,676 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 6:47:41, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.5714, top5_acc: 0.8089, loss_cls: 5.3201, loss: 5.3201 2024-01-03 08:18:22,488 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 6:46:38, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5813, top5_acc: 0.8131, loss_cls: 5.2837, loss: 5.2837 2024-01-03 08:19:21,120 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 6:45:35, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5808, top5_acc: 0.8131, loss_cls: 5.2863, loss: 5.2863 2024-01-03 08:20:20,029 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 6:44:32, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5805, top5_acc: 0.8075, loss_cls: 5.3041, loss: 5.3041 2024-01-03 08:21:18,811 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 6:43:29, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5775, top5_acc: 0.8091, loss_cls: 5.2922, loss: 5.2922 2024-01-03 08:22:17,566 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 6:42:26, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5859, top5_acc: 0.8180, loss_cls: 5.2656, loss: 5.2656 2024-01-03 08:23:16,307 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 6:41:23, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5830, top5_acc: 0.8203, loss_cls: 5.2442, loss: 5.2442 2024-01-03 08:24:15,384 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 6:40:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5809, top5_acc: 0.8117, loss_cls: 5.3009, loss: 5.3009 2024-01-03 08:25:14,015 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 6:39:17, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5787, top5_acc: 0.8173, loss_cls: 5.2759, loss: 5.2759 2024-01-03 08:26:12,954 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 6:38:14, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5894, top5_acc: 0.8136, loss_cls: 5.2648, loss: 5.2648 2024-01-03 08:27:11,701 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 6:37:11, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5736, top5_acc: 0.8172, loss_cls: 5.2531, loss: 5.2531 2024-01-03 08:28:10,330 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 6:36:08, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5828, top5_acc: 0.8159, loss_cls: 5.2699, loss: 5.2699 2024-01-03 08:29:09,251 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 6:35:05, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5783, top5_acc: 0.8109, loss_cls: 5.2916, loss: 5.2916 2024-01-03 08:30:08,220 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 6:34:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5850, top5_acc: 0.8200, loss_cls: 5.2671, loss: 5.2671 2024-01-03 08:31:06,867 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 6:32:59, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.5741, top5_acc: 0.8169, loss_cls: 5.2881, loss: 5.2881 2024-01-03 08:32:05,909 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 6:31:56, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5709, top5_acc: 0.8087, loss_cls: 5.3140, loss: 5.3140 2024-01-03 08:33:05,698 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 6:30:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5833, top5_acc: 0.8130, loss_cls: 5.3015, loss: 5.3015 2024-01-03 08:34:04,788 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 6:29:51, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5727, top5_acc: 0.8075, loss_cls: 5.3042, loss: 5.3042 2024-01-03 08:34:34,313 - pyskl - INFO - Saving checkpoint at 140 epochs 2024-01-03 08:36:25,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 08:36:26,803 - pyskl - INFO - top1_acc 0.4454 top5_acc 0.6946 2024-01-03 08:36:26,803 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 08:36:26,850 - pyskl - INFO - mean_acc 0.4451 2024-01-03 08:36:26,860 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_139.pth was removed 2024-01-03 08:36:27,163 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2024-01-03 08:36:27,164 - pyskl - INFO - Best top1_acc is 0.4454 at 140 epoch. 2024-01-03 08:36:27,175 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.4454, top5_acc: 0.6946, mean_class_accuracy: 0.4451 2024-01-03 08:39:44,605 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 6:28:37, time: 1.974, data_time: 1.387, memory: 16177, top1_acc: 0.5931, top5_acc: 0.8322, loss_cls: 5.1942, loss: 5.1942 2024-01-03 08:40:43,373 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 6:27:34, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5997, top5_acc: 0.8230, loss_cls: 5.2070, loss: 5.2070 2024-01-03 08:41:42,415 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 6:26:31, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6061, top5_acc: 0.8328, loss_cls: 5.1753, loss: 5.1753 2024-01-03 08:42:41,449 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 6:25:28, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5931, top5_acc: 0.8283, loss_cls: 5.2028, loss: 5.2028 2024-01-03 08:43:40,631 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 6:24:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6006, top5_acc: 0.8267, loss_cls: 5.1908, loss: 5.1908 2024-01-03 08:44:40,325 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 6:23:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5933, top5_acc: 0.8242, loss_cls: 5.2230, loss: 5.2230 2024-01-03 08:45:39,846 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 6:22:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6089, top5_acc: 0.8345, loss_cls: 5.1655, loss: 5.1655 2024-01-03 08:46:39,686 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 6:21:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5927, top5_acc: 0.8309, loss_cls: 5.2166, loss: 5.2166 2024-01-03 08:47:39,284 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 6:20:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5830, top5_acc: 0.8159, loss_cls: 5.2804, loss: 5.2804 2024-01-03 08:48:38,667 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 6:19:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5998, top5_acc: 0.8258, loss_cls: 5.2078, loss: 5.2078 2024-01-03 08:49:37,962 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 6:18:08, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6002, top5_acc: 0.8233, loss_cls: 5.2171, loss: 5.2171 2024-01-03 08:50:37,552 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 6:17:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5955, top5_acc: 0.8252, loss_cls: 5.2207, loss: 5.2207 2024-01-03 08:51:37,329 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 6:16:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5833, top5_acc: 0.8177, loss_cls: 5.2583, loss: 5.2583 2024-01-03 08:52:36,529 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 6:14:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5863, top5_acc: 0.8203, loss_cls: 5.2632, loss: 5.2632 2024-01-03 08:53:35,388 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 6:13:56, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5962, top5_acc: 0.8256, loss_cls: 5.2155, loss: 5.2155 2024-01-03 08:54:34,475 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 6:12:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5953, top5_acc: 0.8273, loss_cls: 5.2051, loss: 5.2051 2024-01-03 08:55:33,438 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 6:11:50, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5906, top5_acc: 0.8161, loss_cls: 5.2527, loss: 5.2527 2024-01-03 08:56:32,510 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 6:10:47, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6005, top5_acc: 0.8245, loss_cls: 5.2139, loss: 5.2139 2024-01-03 08:57:31,541 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 6:09:45, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5927, top5_acc: 0.8247, loss_cls: 5.2278, loss: 5.2278 2024-01-03 08:58:30,370 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 6:08:42, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6012, top5_acc: 0.8169, loss_cls: 5.2494, loss: 5.2494 2024-01-03 08:59:29,164 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 6:07:39, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5905, top5_acc: 0.8180, loss_cls: 5.2456, loss: 5.2456 2024-01-03 09:00:27,974 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 6:06:36, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5923, top5_acc: 0.8197, loss_cls: 5.2479, loss: 5.2479 2024-01-03 09:01:26,747 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 6:05:33, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5933, top5_acc: 0.8231, loss_cls: 5.2204, loss: 5.2204 2024-01-03 09:02:25,587 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 6:04:30, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5908, top5_acc: 0.8184, loss_cls: 5.2552, loss: 5.2552 2024-01-03 09:03:24,542 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 6:03:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5933, top5_acc: 0.8266, loss_cls: 5.2084, loss: 5.2084 2024-01-03 09:04:23,596 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 6:02:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5863, top5_acc: 0.8214, loss_cls: 5.2247, loss: 5.2247 2024-01-03 09:05:22,350 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 6:01:21, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5803, top5_acc: 0.8180, loss_cls: 5.2533, loss: 5.2533 2024-01-03 09:06:21,183 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 6:00:18, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5922, top5_acc: 0.8191, loss_cls: 5.2542, loss: 5.2542 2024-01-03 09:07:20,162 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 5:59:16, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6012, top5_acc: 0.8228, loss_cls: 5.2179, loss: 5.2179 2024-01-03 09:08:18,969 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 5:58:13, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5892, top5_acc: 0.8144, loss_cls: 5.2628, loss: 5.2628 2024-01-03 09:09:17,732 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 5:57:10, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5962, top5_acc: 0.8264, loss_cls: 5.2246, loss: 5.2246 2024-01-03 09:10:16,900 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 5:56:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5819, top5_acc: 0.8178, loss_cls: 5.2667, loss: 5.2667 2024-01-03 09:11:15,786 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 5:55:04, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5803, top5_acc: 0.8248, loss_cls: 5.2450, loss: 5.2450 2024-01-03 09:12:14,573 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 5:54:01, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5961, top5_acc: 0.8245, loss_cls: 5.2243, loss: 5.2243 2024-01-03 09:13:13,618 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 5:52:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5830, top5_acc: 0.8159, loss_cls: 5.2702, loss: 5.2702 2024-01-03 09:14:12,546 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 5:51:55, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5831, top5_acc: 0.8227, loss_cls: 5.2384, loss: 5.2384 2024-01-03 09:15:12,280 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 5:50:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5975, top5_acc: 0.8250, loss_cls: 5.2053, loss: 5.2053 2024-01-03 09:15:41,776 - pyskl - INFO - Saving checkpoint at 141 epochs 2024-01-03 09:17:35,815 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 09:17:36,944 - pyskl - INFO - top1_acc 0.4434 top5_acc 0.6948 2024-01-03 09:17:36,944 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 09:17:37,021 - pyskl - INFO - mean_acc 0.4432 2024-01-03 09:17:37,038 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4434, top5_acc: 0.6948, mean_class_accuracy: 0.4432 2024-01-03 09:20:58,441 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 5:49:37, time: 2.014, data_time: 1.419, memory: 16177, top1_acc: 0.6130, top5_acc: 0.8339, loss_cls: 5.1500, loss: 5.1500 2024-01-03 09:21:57,372 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 5:48:34, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6128, top5_acc: 0.8337, loss_cls: 5.1607, loss: 5.1607 2024-01-03 09:22:56,392 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 5:47:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6112, top5_acc: 0.8339, loss_cls: 5.1627, loss: 5.1627 2024-01-03 09:23:55,444 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 5:46:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8358, loss_cls: 5.1421, loss: 5.1421 2024-01-03 09:24:54,667 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 5:45:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6052, top5_acc: 0.8309, loss_cls: 5.1926, loss: 5.1926 2024-01-03 09:25:54,281 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 5:44:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6073, top5_acc: 0.8344, loss_cls: 5.1642, loss: 5.1642 2024-01-03 09:26:53,617 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 5:43:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6003, top5_acc: 0.8305, loss_cls: 5.1836, loss: 5.1836 2024-01-03 09:27:53,640 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 5:42:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6044, top5_acc: 0.8298, loss_cls: 5.1740, loss: 5.1740 2024-01-03 09:28:54,218 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 5:41:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6191, top5_acc: 0.8397, loss_cls: 5.1332, loss: 5.1332 2024-01-03 09:29:53,763 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 5:40:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8350, loss_cls: 5.1637, loss: 5.1637 2024-01-03 09:30:53,241 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 5:39:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6042, top5_acc: 0.8334, loss_cls: 5.1802, loss: 5.1802 2024-01-03 09:31:53,543 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 5:38:07, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6127, top5_acc: 0.8419, loss_cls: 5.1364, loss: 5.1364 2024-01-03 09:32:53,761 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 5:37:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6020, top5_acc: 0.8255, loss_cls: 5.2236, loss: 5.2236 2024-01-03 09:33:53,405 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 5:36:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6088, top5_acc: 0.8333, loss_cls: 5.1598, loss: 5.1598 2024-01-03 09:34:52,731 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 5:34:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5988, top5_acc: 0.8309, loss_cls: 5.1840, loss: 5.1840 2024-01-03 09:35:51,995 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 5:33:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8342, loss_cls: 5.1668, loss: 5.1668 2024-01-03 09:36:50,897 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 5:32:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6044, top5_acc: 0.8302, loss_cls: 5.1803, loss: 5.1803 2024-01-03 09:37:50,264 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 5:31:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6039, top5_acc: 0.8259, loss_cls: 5.2041, loss: 5.2041 2024-01-03 09:38:49,131 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 5:30:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6009, top5_acc: 0.8319, loss_cls: 5.1824, loss: 5.1824 2024-01-03 09:39:47,734 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 5:29:44, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.6109, top5_acc: 0.8297, loss_cls: 5.1820, loss: 5.1820 2024-01-03 09:40:46,400 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 5:28:41, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6008, top5_acc: 0.8322, loss_cls: 5.1915, loss: 5.1915 2024-01-03 09:41:45,400 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 5:27:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6108, top5_acc: 0.8280, loss_cls: 5.1824, loss: 5.1824 2024-01-03 09:42:44,220 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 5:26:36, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5984, top5_acc: 0.8333, loss_cls: 5.2069, loss: 5.2069 2024-01-03 09:43:43,275 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 5:25:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6038, top5_acc: 0.8373, loss_cls: 5.1987, loss: 5.1987 2024-01-03 09:44:42,348 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 5:24:30, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6064, top5_acc: 0.8298, loss_cls: 5.1731, loss: 5.1731 2024-01-03 09:45:41,362 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 5:23:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6080, top5_acc: 0.8277, loss_cls: 5.1913, loss: 5.1913 2024-01-03 09:46:40,380 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 5:22:24, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6023, top5_acc: 0.8264, loss_cls: 5.2066, loss: 5.2066 2024-01-03 09:47:39,126 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 5:21:21, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5961, top5_acc: 0.8287, loss_cls: 5.2189, loss: 5.2189 2024-01-03 09:48:37,959 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 5:20:19, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6050, top5_acc: 0.8348, loss_cls: 5.1665, loss: 5.1665 2024-01-03 09:49:37,138 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 5:19:16, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6123, top5_acc: 0.8345, loss_cls: 5.1666, loss: 5.1666 2024-01-03 09:50:36,010 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 5:18:13, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5992, top5_acc: 0.8350, loss_cls: 5.1829, loss: 5.1829 2024-01-03 09:51:34,777 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 5:17:10, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6055, top5_acc: 0.8300, loss_cls: 5.1806, loss: 5.1806 2024-01-03 09:52:33,837 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 5:16:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5881, top5_acc: 0.8237, loss_cls: 5.2399, loss: 5.2399 2024-01-03 09:53:32,861 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 5:15:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6019, top5_acc: 0.8289, loss_cls: 5.1885, loss: 5.1885 2024-01-03 09:54:31,590 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 5:14:02, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.5998, top5_acc: 0.8255, loss_cls: 5.2087, loss: 5.2087 2024-01-03 09:55:30,301 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 5:12:59, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6038, top5_acc: 0.8228, loss_cls: 5.2195, loss: 5.2195 2024-01-03 09:56:30,224 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 5:11:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5988, top5_acc: 0.8273, loss_cls: 5.2069, loss: 5.2069 2024-01-03 09:57:00,535 - pyskl - INFO - Saving checkpoint at 142 epochs 2024-01-03 09:58:54,515 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 09:58:55,369 - pyskl - INFO - top1_acc 0.4490 top5_acc 0.6972 2024-01-03 09:58:55,369 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 09:58:55,401 - pyskl - INFO - mean_acc 0.4487 2024-01-03 09:58:55,408 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_140.pth was removed 2024-01-03 09:58:55,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2024-01-03 09:58:55,667 - pyskl - INFO - Best top1_acc is 0.4490 at 142 epoch. 2024-01-03 09:58:55,675 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4490, top5_acc: 0.6972, mean_class_accuracy: 0.4487 2024-01-03 10:02:15,910 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 5:10:39, time: 2.002, data_time: 1.414, memory: 16177, top1_acc: 0.6297, top5_acc: 0.8450, loss_cls: 5.0979, loss: 5.0979 2024-01-03 10:03:14,815 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 5:09:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6312, top5_acc: 0.8442, loss_cls: 5.0900, loss: 5.0900 2024-01-03 10:04:13,653 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 5:08:33, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6266, top5_acc: 0.8458, loss_cls: 5.0912, loss: 5.0912 2024-01-03 10:05:13,087 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 5:07:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6269, top5_acc: 0.8367, loss_cls: 5.1137, loss: 5.1137 2024-01-03 10:06:11,872 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 5:06:28, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6311, top5_acc: 0.8538, loss_cls: 5.0560, loss: 5.0560 2024-01-03 10:07:11,241 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 5:05:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6152, top5_acc: 0.8316, loss_cls: 5.1450, loss: 5.1450 2024-01-03 10:08:10,849 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 5:04:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6138, top5_acc: 0.8403, loss_cls: 5.1447, loss: 5.1447 2024-01-03 10:09:09,965 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 5:03:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6150, top5_acc: 0.8375, loss_cls: 5.1392, loss: 5.1392 2024-01-03 10:10:09,841 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 5:02:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6253, top5_acc: 0.8453, loss_cls: 5.1037, loss: 5.1037 2024-01-03 10:11:09,663 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 5:01:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6125, top5_acc: 0.8384, loss_cls: 5.1463, loss: 5.1463 2024-01-03 10:12:08,867 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 5:00:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6195, top5_acc: 0.8409, loss_cls: 5.1165, loss: 5.1165 2024-01-03 10:13:08,498 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 4:59:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6130, top5_acc: 0.8384, loss_cls: 5.1427, loss: 5.1427 2024-01-03 10:14:08,800 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 4:58:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6245, top5_acc: 0.8472, loss_cls: 5.0982, loss: 5.0982 2024-01-03 10:15:08,822 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 4:57:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6080, top5_acc: 0.8372, loss_cls: 5.1427, loss: 5.1427 2024-01-03 10:16:12,579 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 4:56:01, time: 0.638, data_time: 0.001, memory: 16177, top1_acc: 0.6205, top5_acc: 0.8417, loss_cls: 5.1186, loss: 5.1186 2024-01-03 10:17:11,531 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 4:54:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6131, top5_acc: 0.8377, loss_cls: 5.1558, loss: 5.1558 2024-01-03 10:18:10,650 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 4:53:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6119, top5_acc: 0.8352, loss_cls: 5.1393, loss: 5.1393 2024-01-03 10:19:09,840 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 4:52:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6045, top5_acc: 0.8353, loss_cls: 5.1570, loss: 5.1570 2024-01-03 10:20:08,564 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 4:51:50, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6067, top5_acc: 0.8303, loss_cls: 5.1608, loss: 5.1608 2024-01-03 10:21:07,252 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 4:50:47, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6102, top5_acc: 0.8348, loss_cls: 5.1567, loss: 5.1567 2024-01-03 10:22:05,955 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 4:49:44, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6241, top5_acc: 0.8430, loss_cls: 5.1263, loss: 5.1263 2024-01-03 10:23:04,869 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 4:48:41, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6184, top5_acc: 0.8369, loss_cls: 5.1299, loss: 5.1299 2024-01-03 10:24:03,902 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 4:47:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6141, top5_acc: 0.8439, loss_cls: 5.1195, loss: 5.1195 2024-01-03 10:25:02,771 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 4:46:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6166, top5_acc: 0.8423, loss_cls: 5.1279, loss: 5.1279 2024-01-03 10:26:01,647 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 4:45:33, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6133, top5_acc: 0.8319, loss_cls: 5.1495, loss: 5.1495 2024-01-03 10:27:00,856 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 4:44:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6075, top5_acc: 0.8333, loss_cls: 5.1590, loss: 5.1590 2024-01-03 10:27:59,670 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 4:43:27, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6133, top5_acc: 0.8391, loss_cls: 5.1424, loss: 5.1424 2024-01-03 10:28:58,528 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 4:42:25, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6156, top5_acc: 0.8380, loss_cls: 5.1506, loss: 5.1506 2024-01-03 10:29:57,454 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 4:41:22, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6086, top5_acc: 0.8314, loss_cls: 5.1877, loss: 5.1877 2024-01-03 10:30:56,404 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 4:40:19, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6200, top5_acc: 0.8402, loss_cls: 5.1258, loss: 5.1258 2024-01-03 10:31:55,286 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 4:39:16, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6158, top5_acc: 0.8344, loss_cls: 5.1690, loss: 5.1690 2024-01-03 10:32:54,084 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 4:38:14, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6173, top5_acc: 0.8420, loss_cls: 5.1097, loss: 5.1097 2024-01-03 10:33:52,867 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 4:37:11, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6184, top5_acc: 0.8359, loss_cls: 5.1423, loss: 5.1423 2024-01-03 10:34:51,762 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 4:36:08, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6244, top5_acc: 0.8494, loss_cls: 5.0953, loss: 5.0953 2024-01-03 10:35:52,301 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 4:35:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6192, top5_acc: 0.8359, loss_cls: 5.1397, loss: 5.1397 2024-01-03 10:36:51,201 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 4:34:03, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6002, top5_acc: 0.8302, loss_cls: 5.1771, loss: 5.1771 2024-01-03 10:37:49,983 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 4:33:00, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6067, top5_acc: 0.8320, loss_cls: 5.1714, loss: 5.1714 2024-01-03 10:38:19,691 - pyskl - INFO - Saving checkpoint at 143 epochs 2024-01-03 10:40:14,416 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 10:40:15,467 - pyskl - INFO - top1_acc 0.4499 top5_acc 0.6966 2024-01-03 10:40:15,467 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 10:40:15,504 - pyskl - INFO - mean_acc 0.4497 2024-01-03 10:40:15,506 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_142.pth was removed 2024-01-03 10:40:15,806 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. 2024-01-03 10:40:15,807 - pyskl - INFO - Best top1_acc is 0.4499 at 143 epoch. 2024-01-03 10:40:15,818 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4499, top5_acc: 0.6966, mean_class_accuracy: 0.4497 2024-01-03 10:43:35,314 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 4:31:41, time: 1.995, data_time: 1.407, memory: 16177, top1_acc: 0.6259, top5_acc: 0.8533, loss_cls: 5.0608, loss: 5.0608 2024-01-03 10:44:34,344 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 4:30:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6361, top5_acc: 0.8484, loss_cls: 5.0547, loss: 5.0547 2024-01-03 10:45:33,375 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 4:29:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6255, top5_acc: 0.8531, loss_cls: 5.0581, loss: 5.0581 2024-01-03 10:46:32,657 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 4:28:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6377, top5_acc: 0.8511, loss_cls: 5.0548, loss: 5.0548 2024-01-03 10:47:31,665 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 4:27:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6322, top5_acc: 0.8464, loss_cls: 5.0824, loss: 5.0824 2024-01-03 10:48:30,935 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 4:26:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6408, top5_acc: 0.8523, loss_cls: 5.0400, loss: 5.0400 2024-01-03 10:49:30,147 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 4:25:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6272, top5_acc: 0.8417, loss_cls: 5.1014, loss: 5.1014 2024-01-03 10:50:29,495 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 4:24:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6297, top5_acc: 0.8506, loss_cls: 5.0676, loss: 5.0676 2024-01-03 10:51:29,095 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 4:23:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6409, top5_acc: 0.8473, loss_cls: 5.0464, loss: 5.0464 2024-01-03 10:52:29,093 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 4:22:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6300, top5_acc: 0.8511, loss_cls: 5.0558, loss: 5.0558 2024-01-03 10:53:28,087 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 4:21:13, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6319, top5_acc: 0.8500, loss_cls: 5.0604, loss: 5.0604 2024-01-03 10:54:27,271 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 4:20:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6322, top5_acc: 0.8453, loss_cls: 5.0622, loss: 5.0622 2024-01-03 10:55:27,247 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 4:19:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6266, top5_acc: 0.8495, loss_cls: 5.0776, loss: 5.0776 2024-01-03 10:56:27,152 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 4:18:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6266, top5_acc: 0.8472, loss_cls: 5.0858, loss: 5.0858 2024-01-03 10:57:26,134 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 4:17:03, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6228, top5_acc: 0.8387, loss_cls: 5.1012, loss: 5.1012 2024-01-03 10:58:25,124 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 4:16:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6281, top5_acc: 0.8392, loss_cls: 5.0954, loss: 5.0954 2024-01-03 10:59:24,331 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 4:14:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6200, top5_acc: 0.8398, loss_cls: 5.1299, loss: 5.1299 2024-01-03 11:00:23,129 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 4:13:55, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6261, top5_acc: 0.8433, loss_cls: 5.0939, loss: 5.0939 2024-01-03 11:01:22,011 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 4:12:52, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6256, top5_acc: 0.8438, loss_cls: 5.1066, loss: 5.1066 2024-01-03 11:02:20,994 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 4:11:49, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6264, top5_acc: 0.8497, loss_cls: 5.0776, loss: 5.0776 2024-01-03 11:03:19,978 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 4:10:46, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6262, top5_acc: 0.8577, loss_cls: 5.0448, loss: 5.0448 2024-01-03 11:04:18,974 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 4:09:44, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8414, loss_cls: 5.0981, loss: 5.0981 2024-01-03 11:05:17,713 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 4:08:41, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6186, top5_acc: 0.8408, loss_cls: 5.1023, loss: 5.1023 2024-01-03 11:06:16,289 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 4:07:38, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.6331, top5_acc: 0.8527, loss_cls: 5.0627, loss: 5.0627 2024-01-03 11:07:15,326 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 4:06:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6342, top5_acc: 0.8391, loss_cls: 5.0890, loss: 5.0890 2024-01-03 11:08:14,303 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 4:05:33, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6286, top5_acc: 0.8491, loss_cls: 5.0740, loss: 5.0740 2024-01-03 11:09:13,257 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 4:04:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6164, top5_acc: 0.8322, loss_cls: 5.1381, loss: 5.1381 2024-01-03 11:10:12,227 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 4:03:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6172, top5_acc: 0.8375, loss_cls: 5.1363, loss: 5.1363 2024-01-03 11:11:11,058 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 4:02:25, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6138, top5_acc: 0.8408, loss_cls: 5.1213, loss: 5.1213 2024-01-03 11:12:10,084 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 4:01:22, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6223, top5_acc: 0.8461, loss_cls: 5.1010, loss: 5.1010 2024-01-03 11:13:09,126 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 4:00:19, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6311, top5_acc: 0.8498, loss_cls: 5.0737, loss: 5.0737 2024-01-03 11:14:08,157 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 3:59:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6241, top5_acc: 0.8483, loss_cls: 5.0937, loss: 5.0937 2024-01-03 11:15:07,324 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 3:58:14, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6320, top5_acc: 0.8417, loss_cls: 5.0920, loss: 5.0920 2024-01-03 11:16:06,227 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 3:57:11, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6294, top5_acc: 0.8419, loss_cls: 5.0938, loss: 5.0938 2024-01-03 11:17:05,098 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 3:56:09, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6216, top5_acc: 0.8402, loss_cls: 5.1093, loss: 5.1093 2024-01-03 11:18:04,028 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 3:55:06, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6252, top5_acc: 0.8494, loss_cls: 5.0761, loss: 5.0761 2024-01-03 11:19:02,974 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 3:54:03, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6219, top5_acc: 0.8467, loss_cls: 5.1093, loss: 5.1093 2024-01-03 11:19:33,271 - pyskl - INFO - Saving checkpoint at 144 epochs 2024-01-03 11:21:29,744 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 11:21:30,553 - pyskl - INFO - top1_acc 0.4492 top5_acc 0.6985 2024-01-03 11:21:30,554 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 11:21:30,589 - pyskl - INFO - mean_acc 0.4489 2024-01-03 11:21:30,604 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4492, top5_acc: 0.6985, mean_class_accuracy: 0.4489 2024-01-03 11:24:41,998 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 3:52:41, time: 1.914, data_time: 1.326, memory: 16177, top1_acc: 0.6512, top5_acc: 0.8572, loss_cls: 5.0014, loss: 5.0014 2024-01-03 11:25:40,973 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 3:51:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6469, top5_acc: 0.8583, loss_cls: 5.0029, loss: 5.0029 2024-01-03 11:26:40,098 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 3:50:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6509, top5_acc: 0.8606, loss_cls: 4.9956, loss: 4.9956 2024-01-03 11:27:38,988 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 3:49:33, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6234, top5_acc: 0.8520, loss_cls: 5.0680, loss: 5.0680 2024-01-03 11:28:37,683 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 3:48:31, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6370, top5_acc: 0.8591, loss_cls: 5.0315, loss: 5.0315 2024-01-03 11:29:36,749 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 3:47:28, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6373, top5_acc: 0.8505, loss_cls: 5.0414, loss: 5.0414 2024-01-03 11:30:36,001 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 3:46:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6419, top5_acc: 0.8570, loss_cls: 5.0135, loss: 5.0135 2024-01-03 11:31:35,217 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 3:45:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6473, top5_acc: 0.8589, loss_cls: 5.0056, loss: 5.0056 2024-01-03 11:32:34,369 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 3:44:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6406, top5_acc: 0.8523, loss_cls: 5.0380, loss: 5.0380 2024-01-03 11:33:34,523 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 3:43:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6452, top5_acc: 0.8508, loss_cls: 5.0387, loss: 5.0387 2024-01-03 11:34:34,136 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 3:42:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6375, top5_acc: 0.8489, loss_cls: 5.0356, loss: 5.0356 2024-01-03 11:35:33,361 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 3:41:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6398, top5_acc: 0.8616, loss_cls: 5.0114, loss: 5.0114 2024-01-03 11:36:32,689 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 3:40:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6341, top5_acc: 0.8523, loss_cls: 5.0480, loss: 5.0480 2024-01-03 11:37:32,496 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 3:39:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6370, top5_acc: 0.8505, loss_cls: 5.0589, loss: 5.0589 2024-01-03 11:38:31,870 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 3:38:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6423, top5_acc: 0.8481, loss_cls: 5.0337, loss: 5.0337 2024-01-03 11:39:30,743 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 3:37:01, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6314, top5_acc: 0.8530, loss_cls: 5.0602, loss: 5.0602 2024-01-03 11:40:29,873 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 3:35:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6373, top5_acc: 0.8512, loss_cls: 5.0530, loss: 5.0530 2024-01-03 11:41:28,490 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 3:34:56, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.6316, top5_acc: 0.8512, loss_cls: 5.0642, loss: 5.0642 2024-01-03 11:42:27,386 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 3:33:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6433, top5_acc: 0.8544, loss_cls: 5.0312, loss: 5.0312 2024-01-03 11:43:26,322 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 3:32:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6442, top5_acc: 0.8534, loss_cls: 5.0063, loss: 5.0063 2024-01-03 11:44:25,017 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 3:31:48, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6422, top5_acc: 0.8606, loss_cls: 5.0115, loss: 5.0115 2024-01-03 11:45:23,871 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 3:30:45, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6264, top5_acc: 0.8541, loss_cls: 5.0530, loss: 5.0530 2024-01-03 11:46:22,740 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 3:29:43, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6267, top5_acc: 0.8473, loss_cls: 5.0622, loss: 5.0622 2024-01-03 11:47:21,803 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 3:28:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6292, top5_acc: 0.8452, loss_cls: 5.0752, loss: 5.0752 2024-01-03 11:48:20,773 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 3:27:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6430, top5_acc: 0.8539, loss_cls: 5.0341, loss: 5.0341 2024-01-03 11:49:19,732 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 3:26:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6378, top5_acc: 0.8539, loss_cls: 5.0455, loss: 5.0455 2024-01-03 11:50:18,541 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 3:25:32, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6391, top5_acc: 0.8509, loss_cls: 5.0412, loss: 5.0412 2024-01-03 11:51:17,478 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 3:24:30, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6253, top5_acc: 0.8438, loss_cls: 5.0956, loss: 5.0956 2024-01-03 11:52:16,228 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 3:23:27, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6356, top5_acc: 0.8530, loss_cls: 5.0401, loss: 5.0401 2024-01-03 11:53:15,055 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 3:22:24, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6345, top5_acc: 0.8481, loss_cls: 5.0762, loss: 5.0762 2024-01-03 11:54:14,029 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 3:21:22, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6286, top5_acc: 0.8483, loss_cls: 5.0684, loss: 5.0684 2024-01-03 11:55:12,786 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 3:20:19, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6350, top5_acc: 0.8486, loss_cls: 5.0534, loss: 5.0534 2024-01-03 11:56:11,613 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 3:19:16, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6358, top5_acc: 0.8475, loss_cls: 5.0654, loss: 5.0654 2024-01-03 11:57:10,444 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 3:18:14, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6270, top5_acc: 0.8531, loss_cls: 5.0701, loss: 5.0701 2024-01-03 11:58:09,545 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 3:17:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6339, top5_acc: 0.8517, loss_cls: 5.0622, loss: 5.0622 2024-01-03 11:59:08,617 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 3:16:09, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6327, top5_acc: 0.8508, loss_cls: 5.0350, loss: 5.0350 2024-01-03 12:00:07,356 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 3:15:06, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6378, top5_acc: 0.8534, loss_cls: 5.0376, loss: 5.0376 2024-01-03 12:00:37,271 - pyskl - INFO - Saving checkpoint at 145 epochs 2024-01-03 12:02:33,235 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 12:02:34,311 - pyskl - INFO - top1_acc 0.4521 top5_acc 0.6972 2024-01-03 12:02:34,311 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 12:02:34,353 - pyskl - INFO - mean_acc 0.4518 2024-01-03 12:02:34,355 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_143.pth was removed 2024-01-03 12:02:34,686 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. 2024-01-03 12:02:34,687 - pyskl - INFO - Best top1_acc is 0.4521 at 145 epoch. 2024-01-03 12:02:34,700 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4521, top5_acc: 0.6972, mean_class_accuracy: 0.4518 2024-01-03 12:05:55,044 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 3:13:43, time: 2.003, data_time: 1.406, memory: 16177, top1_acc: 0.6614, top5_acc: 0.8686, loss_cls: 4.9540, loss: 4.9540 2024-01-03 12:06:54,252 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 3:12:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6517, top5_acc: 0.8600, loss_cls: 4.9957, loss: 4.9957 2024-01-03 12:07:53,699 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 3:11:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6488, top5_acc: 0.8555, loss_cls: 5.0093, loss: 5.0093 2024-01-03 12:08:52,455 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 3:10:35, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6500, top5_acc: 0.8631, loss_cls: 4.9796, loss: 4.9796 2024-01-03 12:09:51,432 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 3:09:33, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6530, top5_acc: 0.8588, loss_cls: 4.9872, loss: 4.9872 2024-01-03 12:10:50,513 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 3:08:30, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6531, top5_acc: 0.8595, loss_cls: 4.9897, loss: 4.9897 2024-01-03 12:11:50,421 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 3:07:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6353, top5_acc: 0.8505, loss_cls: 5.0453, loss: 5.0453 2024-01-03 12:12:49,943 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 3:06:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6441, top5_acc: 0.8603, loss_cls: 4.9862, loss: 4.9862 2024-01-03 12:13:49,952 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 3:05:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6358, top5_acc: 0.8527, loss_cls: 5.0301, loss: 5.0301 2024-01-03 12:14:49,975 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 3:04:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6456, top5_acc: 0.8591, loss_cls: 5.0097, loss: 5.0097 2024-01-03 12:15:49,497 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 3:03:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6462, top5_acc: 0.8534, loss_cls: 5.0239, loss: 5.0239 2024-01-03 12:16:48,731 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 3:02:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6520, top5_acc: 0.8639, loss_cls: 4.9734, loss: 4.9734 2024-01-03 12:17:47,697 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 3:01:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6538, top5_acc: 0.8664, loss_cls: 4.9646, loss: 4.9646 2024-01-03 12:18:47,253 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:00:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6411, top5_acc: 0.8548, loss_cls: 5.0113, loss: 5.0113 2024-01-03 12:19:46,921 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 2:59:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6405, top5_acc: 0.8578, loss_cls: 5.0151, loss: 5.0151 2024-01-03 12:20:46,159 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 2:58:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6505, top5_acc: 0.8567, loss_cls: 4.9992, loss: 4.9992 2024-01-03 12:21:44,984 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 2:57:02, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6469, top5_acc: 0.8541, loss_cls: 5.0181, loss: 5.0181 2024-01-03 12:22:44,286 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 2:55:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6484, top5_acc: 0.8614, loss_cls: 4.9979, loss: 4.9979 2024-01-03 12:23:43,143 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 2:54:56, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6581, top5_acc: 0.8614, loss_cls: 4.9915, loss: 4.9915 2024-01-03 12:24:42,074 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 2:53:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6377, top5_acc: 0.8520, loss_cls: 5.0388, loss: 5.0388 2024-01-03 12:25:40,872 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 2:52:51, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8539, loss_cls: 4.9898, loss: 4.9898 2024-01-03 12:26:39,916 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 2:51:49, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6484, top5_acc: 0.8567, loss_cls: 4.9979, loss: 4.9979 2024-01-03 12:27:38,615 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 2:50:46, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6523, top5_acc: 0.8648, loss_cls: 4.9698, loss: 4.9698 2024-01-03 12:28:37,622 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 2:49:43, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6428, top5_acc: 0.8539, loss_cls: 5.0193, loss: 5.0193 2024-01-03 12:29:36,897 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 2:48:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6397, top5_acc: 0.8592, loss_cls: 4.9945, loss: 4.9945 2024-01-03 12:30:35,810 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 2:47:38, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6423, top5_acc: 0.8572, loss_cls: 5.0149, loss: 5.0149 2024-01-03 12:31:34,744 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 2:46:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6508, top5_acc: 0.8614, loss_cls: 4.9918, loss: 4.9918 2024-01-03 12:32:33,706 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 2:45:33, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6444, top5_acc: 0.8628, loss_cls: 4.9906, loss: 4.9906 2024-01-03 12:33:32,527 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 2:44:31, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6483, top5_acc: 0.8567, loss_cls: 4.9904, loss: 4.9904 2024-01-03 12:34:31,425 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 2:43:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6473, top5_acc: 0.8594, loss_cls: 5.0068, loss: 5.0068 2024-01-03 12:35:30,215 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 2:42:25, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6430, top5_acc: 0.8525, loss_cls: 5.0272, loss: 5.0272 2024-01-03 12:36:29,119 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 2:41:23, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6378, top5_acc: 0.8548, loss_cls: 5.0272, loss: 5.0272 2024-01-03 12:37:28,147 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 2:40:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6461, top5_acc: 0.8600, loss_cls: 5.0174, loss: 5.0174 2024-01-03 12:38:27,128 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 2:39:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6475, top5_acc: 0.8603, loss_cls: 4.9929, loss: 4.9929 2024-01-03 12:39:26,382 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 2:38:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6377, top5_acc: 0.8592, loss_cls: 5.0013, loss: 5.0013 2024-01-03 12:40:25,227 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 2:37:13, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6475, top5_acc: 0.8588, loss_cls: 5.0071, loss: 5.0071 2024-01-03 12:41:24,377 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 2:36:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6433, top5_acc: 0.8573, loss_cls: 5.0020, loss: 5.0020 2024-01-03 12:41:53,521 - pyskl - INFO - Saving checkpoint at 146 epochs 2024-01-03 12:43:51,138 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 12:43:52,030 - pyskl - INFO - top1_acc 0.4533 top5_acc 0.6971 2024-01-03 12:43:52,031 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 12:43:52,062 - pyskl - INFO - mean_acc 0.4531 2024-01-03 12:43:52,068 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_145.pth was removed 2024-01-03 12:43:52,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. 2024-01-03 12:43:52,326 - pyskl - INFO - Best top1_acc is 0.4533 at 146 epoch. 2024-01-03 12:43:52,335 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4533, top5_acc: 0.6971, mean_class_accuracy: 0.4531 2024-01-03 12:47:08,110 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 2:34:45, time: 1.958, data_time: 1.368, memory: 16177, top1_acc: 0.6570, top5_acc: 0.8606, loss_cls: 4.9721, loss: 4.9721 2024-01-03 12:48:07,316 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 2:33:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6505, top5_acc: 0.8608, loss_cls: 4.9888, loss: 4.9888 2024-01-03 12:49:06,362 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 2:32:40, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6600, top5_acc: 0.8664, loss_cls: 4.9404, loss: 4.9404 2024-01-03 12:50:05,318 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 2:31:37, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6539, top5_acc: 0.8675, loss_cls: 4.9574, loss: 4.9574 2024-01-03 12:51:04,179 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 2:30:35, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6580, top5_acc: 0.8605, loss_cls: 4.9654, loss: 4.9654 2024-01-03 12:52:03,530 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 2:29:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6587, top5_acc: 0.8611, loss_cls: 4.9540, loss: 4.9540 2024-01-03 12:53:03,156 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 2:28:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6573, top5_acc: 0.8622, loss_cls: 4.9864, loss: 4.9864 2024-01-03 12:54:02,860 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 2:27:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6461, top5_acc: 0.8606, loss_cls: 4.9825, loss: 4.9825 2024-01-03 12:55:02,223 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 2:26:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6500, top5_acc: 0.8581, loss_cls: 4.9718, loss: 4.9718 2024-01-03 12:56:01,858 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 2:25:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6625, top5_acc: 0.8705, loss_cls: 4.9433, loss: 4.9433 2024-01-03 12:57:02,070 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 2:24:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6533, top5_acc: 0.8603, loss_cls: 4.9827, loss: 4.9827 2024-01-03 12:58:01,278 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 2:23:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6623, top5_acc: 0.8672, loss_cls: 4.9511, loss: 4.9511 2024-01-03 12:59:00,664 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 2:22:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8658, loss_cls: 4.9579, loss: 4.9579 2024-01-03 13:00:00,450 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 2:21:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6444, top5_acc: 0.8609, loss_cls: 4.9903, loss: 4.9903 2024-01-03 13:01:00,884 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 2:20:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6531, top5_acc: 0.8628, loss_cls: 4.9821, loss: 4.9821 2024-01-03 13:02:00,120 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 2:19:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 4.9652, loss: 4.9652 2024-01-03 13:02:59,490 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 2:18:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6505, top5_acc: 0.8628, loss_cls: 4.9774, loss: 4.9774 2024-01-03 13:03:58,861 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 2:17:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6528, top5_acc: 0.8592, loss_cls: 4.9746, loss: 4.9746 2024-01-03 13:04:57,619 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 2:15:59, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6469, top5_acc: 0.8567, loss_cls: 5.0125, loss: 5.0125 2024-01-03 13:05:56,343 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:14:57, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6506, top5_acc: 0.8686, loss_cls: 4.9710, loss: 4.9710 2024-01-03 13:06:55,449 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:13:54, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8620, loss_cls: 4.9895, loss: 4.9895 2024-01-03 13:07:54,667 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:12:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6580, top5_acc: 0.8609, loss_cls: 4.9604, loss: 4.9604 2024-01-03 13:08:53,410 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:11:49, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6591, top5_acc: 0.8703, loss_cls: 4.9499, loss: 4.9499 2024-01-03 13:09:52,373 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:10:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6508, top5_acc: 0.8644, loss_cls: 4.9677, loss: 4.9677 2024-01-03 13:10:51,457 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:09:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6523, top5_acc: 0.8588, loss_cls: 4.9763, loss: 4.9763 2024-01-03 13:11:50,566 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:08:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6545, top5_acc: 0.8655, loss_cls: 4.9631, loss: 4.9631 2024-01-03 13:12:49,579 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:07:39, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6497, top5_acc: 0.8630, loss_cls: 4.9787, loss: 4.9787 2024-01-03 13:13:48,695 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:06:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6569, top5_acc: 0.8689, loss_cls: 4.9651, loss: 4.9651 2024-01-03 13:14:47,676 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:05:34, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6511, top5_acc: 0.8598, loss_cls: 4.9800, loss: 4.9800 2024-01-03 13:15:47,002 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:04:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6491, top5_acc: 0.8678, loss_cls: 4.9646, loss: 4.9646 2024-01-03 13:16:45,884 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:03:29, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6644, top5_acc: 0.8678, loss_cls: 4.9428, loss: 4.9428 2024-01-03 13:17:44,851 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:02:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6625, top5_acc: 0.8606, loss_cls: 4.9502, loss: 4.9502 2024-01-03 13:18:43,991 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:01:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6548, top5_acc: 0.8669, loss_cls: 4.9607, loss: 4.9607 2024-01-03 13:19:42,771 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:00:22, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6477, top5_acc: 0.8586, loss_cls: 5.0076, loss: 5.0076 2024-01-03 13:20:42,007 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 1:59:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6425, top5_acc: 0.8550, loss_cls: 4.9982, loss: 4.9982 2024-01-03 13:21:40,952 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 1:58:17, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6550, top5_acc: 0.8681, loss_cls: 4.9795, loss: 4.9795 2024-01-03 13:22:40,070 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 1:57:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6572, top5_acc: 0.8684, loss_cls: 4.9590, loss: 4.9590 2024-01-03 13:23:09,437 - pyskl - INFO - Saving checkpoint at 147 epochs 2024-01-03 13:25:05,576 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 13:25:06,649 - pyskl - INFO - top1_acc 0.4524 top5_acc 0.7000 2024-01-03 13:25:06,650 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 13:25:06,691 - pyskl - INFO - mean_acc 0.4521 2024-01-03 13:25:06,701 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4524, top5_acc: 0.7000, mean_class_accuracy: 0.4521 2024-01-03 13:28:33,092 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 1:55:48, time: 2.064, data_time: 1.470, memory: 16177, top1_acc: 0.6730, top5_acc: 0.8744, loss_cls: 4.9053, loss: 4.9053 2024-01-03 13:29:32,361 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 1:54:46, time: 0.593, data_time: 0.001, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8675, loss_cls: 4.9467, loss: 4.9467 2024-01-03 13:30:31,494 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 1:53:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6598, top5_acc: 0.8648, loss_cls: 4.9552, loss: 4.9552 2024-01-03 13:31:30,654 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 1:52:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6558, top5_acc: 0.8719, loss_cls: 4.9463, loss: 4.9463 2024-01-03 13:32:29,525 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 1:51:38, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6614, top5_acc: 0.8719, loss_cls: 4.9372, loss: 4.9372 2024-01-03 13:33:28,564 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 1:50:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6562, top5_acc: 0.8633, loss_cls: 4.9740, loss: 4.9740 2024-01-03 13:34:28,400 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 1:49:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6647, top5_acc: 0.8723, loss_cls: 4.9326, loss: 4.9326 2024-01-03 13:35:28,290 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 1:48:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6706, top5_acc: 0.8747, loss_cls: 4.9234, loss: 4.9234 2024-01-03 13:36:27,435 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 1:47:28, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6594, top5_acc: 0.8702, loss_cls: 4.9464, loss: 4.9464 2024-01-03 13:37:27,327 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 1:46:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6584, top5_acc: 0.8692, loss_cls: 4.9377, loss: 4.9377 2024-01-03 13:38:27,527 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 1:45:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6659, top5_acc: 0.8745, loss_cls: 4.9260, loss: 4.9260 2024-01-03 13:39:27,053 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 1:44:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6583, top5_acc: 0.8647, loss_cls: 4.9405, loss: 4.9405 2024-01-03 13:40:26,133 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 1:43:18, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6650, top5_acc: 0.8728, loss_cls: 4.9275, loss: 4.9275 2024-01-03 13:41:26,136 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 1:42:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6683, top5_acc: 0.8739, loss_cls: 4.9286, loss: 4.9286 2024-01-03 13:42:26,270 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 1:41:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6525, top5_acc: 0.8630, loss_cls: 4.9611, loss: 4.9611 2024-01-03 13:43:25,401 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 1:40:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6566, top5_acc: 0.8684, loss_cls: 4.9407, loss: 4.9407 2024-01-03 13:44:24,531 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 1:39:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6670, top5_acc: 0.8672, loss_cls: 4.9496, loss: 4.9496 2024-01-03 13:45:23,739 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 1:38:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6522, top5_acc: 0.8697, loss_cls: 4.9651, loss: 4.9651 2024-01-03 13:46:22,595 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 1:37:03, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6695, top5_acc: 0.8748, loss_cls: 4.9308, loss: 4.9308 2024-01-03 13:47:21,524 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 1:36:01, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6647, top5_acc: 0.8589, loss_cls: 4.9530, loss: 4.9530 2024-01-03 13:48:20,681 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 1:34:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6666, top5_acc: 0.8667, loss_cls: 4.9260, loss: 4.9260 2024-01-03 13:49:19,600 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 1:33:56, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6613, top5_acc: 0.8694, loss_cls: 4.9240, loss: 4.9240 2024-01-03 13:50:19,566 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 1:32:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6600, top5_acc: 0.8625, loss_cls: 4.9563, loss: 4.9563 2024-01-03 13:51:19,233 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 1:31:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6522, top5_acc: 0.8644, loss_cls: 4.9725, loss: 4.9725 2024-01-03 13:52:18,265 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 1:30:49, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6661, top5_acc: 0.8691, loss_cls: 4.9314, loss: 4.9314 2024-01-03 13:53:17,471 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:29:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6528, top5_acc: 0.8658, loss_cls: 4.9646, loss: 4.9646 2024-01-03 13:54:16,452 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:28:44, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6631, top5_acc: 0.8567, loss_cls: 4.9618, loss: 4.9618 2024-01-03 13:55:15,342 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:27:41, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6527, top5_acc: 0.8652, loss_cls: 4.9770, loss: 4.9770 2024-01-03 13:56:14,473 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:26:39, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6653, top5_acc: 0.8702, loss_cls: 4.9229, loss: 4.9229 2024-01-03 13:57:13,536 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:25:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6611, top5_acc: 0.8605, loss_cls: 4.9637, loss: 4.9637 2024-01-03 13:58:12,436 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:24:34, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6528, top5_acc: 0.8631, loss_cls: 4.9705, loss: 4.9705 2024-01-03 13:59:11,449 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:23:31, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6616, top5_acc: 0.8727, loss_cls: 4.9448, loss: 4.9448 2024-01-03 14:00:10,501 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:22:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6633, top5_acc: 0.8636, loss_cls: 4.9560, loss: 4.9560 2024-01-03 14:01:09,685 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:21:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6636, top5_acc: 0.8709, loss_cls: 4.9490, loss: 4.9490 2024-01-03 14:02:08,812 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:20:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6628, top5_acc: 0.8727, loss_cls: 4.9223, loss: 4.9223 2024-01-03 14:03:07,414 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:19:21, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.6595, top5_acc: 0.8655, loss_cls: 4.9683, loss: 4.9683 2024-01-03 14:04:06,229 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:18:19, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6670, top5_acc: 0.8719, loss_cls: 4.9198, loss: 4.9198 2024-01-03 14:04:36,023 - pyskl - INFO - Saving checkpoint at 148 epochs 2024-01-03 14:06:30,420 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 14:06:31,405 - pyskl - INFO - top1_acc 0.4537 top5_acc 0.6988 2024-01-03 14:06:31,405 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 14:06:31,442 - pyskl - INFO - mean_acc 0.4534 2024-01-03 14:06:31,444 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_146.pth was removed 2024-01-03 14:06:31,731 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2024-01-03 14:06:31,732 - pyskl - INFO - Best top1_acc is 0.4537 at 148 epoch. 2024-01-03 14:06:31,740 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4537, top5_acc: 0.6988, mean_class_accuracy: 0.4534 2024-01-03 14:09:57,943 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:16:51, time: 2.062, data_time: 1.467, memory: 16177, top1_acc: 0.6700, top5_acc: 0.8716, loss_cls: 4.9213, loss: 4.9213 2024-01-03 14:10:57,114 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:15:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8681, loss_cls: 4.9484, loss: 4.9484 2024-01-03 14:11:56,246 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:14:46, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6733, top5_acc: 0.8764, loss_cls: 4.8942, loss: 4.8942 2024-01-03 14:12:55,303 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:13:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6658, top5_acc: 0.8670, loss_cls: 4.9229, loss: 4.9229 2024-01-03 14:13:54,469 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:12:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6631, top5_acc: 0.8720, loss_cls: 4.9439, loss: 4.9439 2024-01-03 14:14:53,526 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:11:39, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6680, top5_acc: 0.8712, loss_cls: 4.9318, loss: 4.9318 2024-01-03 14:15:52,851 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:10:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6584, top5_acc: 0.8717, loss_cls: 4.9365, loss: 4.9365 2024-01-03 14:16:52,724 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:09:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6673, top5_acc: 0.8664, loss_cls: 4.9357, loss: 4.9357 2024-01-03 14:17:52,290 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:08:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6608, top5_acc: 0.8670, loss_cls: 4.9467, loss: 4.9467 2024-01-03 14:18:51,478 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:07:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6764, top5_acc: 0.8736, loss_cls: 4.8971, loss: 4.8971 2024-01-03 14:19:51,739 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:06:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6659, top5_acc: 0.8652, loss_cls: 4.9358, loss: 4.9358 2024-01-03 14:20:51,116 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:05:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6633, top5_acc: 0.8630, loss_cls: 4.9469, loss: 4.9469 2024-01-03 14:21:50,040 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:04:22, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6689, top5_acc: 0.8762, loss_cls: 4.9148, loss: 4.9148 2024-01-03 14:22:49,992 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:03:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6653, top5_acc: 0.8738, loss_cls: 4.9119, loss: 4.9119 2024-01-03 14:23:50,321 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:02:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6698, top5_acc: 0.8673, loss_cls: 4.9272, loss: 4.9272 2024-01-03 14:24:50,008 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:01:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6617, top5_acc: 0.8706, loss_cls: 4.9221, loss: 4.9221 2024-01-03 14:25:48,899 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:00:12, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6587, top5_acc: 0.8672, loss_cls: 4.9341, loss: 4.9341 2024-01-03 14:26:48,282 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 0:59:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6697, top5_acc: 0.8752, loss_cls: 4.9193, loss: 4.9193 2024-01-03 14:27:47,074 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 0:58:07, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6730, top5_acc: 0.8697, loss_cls: 4.9207, loss: 4.9207 2024-01-03 14:28:45,611 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 0:57:05, time: 0.585, data_time: 0.000, memory: 16177, top1_acc: 0.6708, top5_acc: 0.8736, loss_cls: 4.9072, loss: 4.9072 2024-01-03 14:29:44,360 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 0:56:02, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6742, top5_acc: 0.8734, loss_cls: 4.9067, loss: 4.9067 2024-01-03 14:30:43,320 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 0:55:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6714, top5_acc: 0.8700, loss_cls: 4.9325, loss: 4.9325 2024-01-03 14:31:42,515 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 0:53:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6602, top5_acc: 0.8684, loss_cls: 4.9418, loss: 4.9418 2024-01-03 14:32:41,412 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 0:52:55, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6677, top5_acc: 0.8694, loss_cls: 4.9257, loss: 4.9257 2024-01-03 14:33:40,737 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 0:51:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6550, top5_acc: 0.8691, loss_cls: 4.9613, loss: 4.9613 2024-01-03 14:34:39,622 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 0:50:50, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6623, top5_acc: 0.8611, loss_cls: 4.9536, loss: 4.9536 2024-01-03 14:35:38,212 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 0:49:48, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.6645, top5_acc: 0.8728, loss_cls: 4.9198, loss: 4.9198 2024-01-03 14:36:37,195 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 0:48:45, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6631, top5_acc: 0.8705, loss_cls: 4.9432, loss: 4.9432 2024-01-03 14:37:36,700 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 0:47:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 4.9354, loss: 4.9354 2024-01-03 14:38:35,435 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 0:46:40, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6639, top5_acc: 0.8722, loss_cls: 4.9258, loss: 4.9258 2024-01-03 14:39:34,573 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 0:45:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6675, top5_acc: 0.8716, loss_cls: 4.9222, loss: 4.9222 2024-01-03 14:40:33,405 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:44:36, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6645, top5_acc: 0.8714, loss_cls: 4.9207, loss: 4.9207 2024-01-03 14:41:32,993 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:43:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6700, top5_acc: 0.8684, loss_cls: 4.9288, loss: 4.9288 2024-01-03 14:42:31,880 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:42:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6659, top5_acc: 0.8683, loss_cls: 4.9394, loss: 4.9394 2024-01-03 14:43:30,814 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:41:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6675, top5_acc: 0.8697, loss_cls: 4.9274, loss: 4.9274 2024-01-03 14:44:30,108 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:40:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6591, top5_acc: 0.8739, loss_cls: 4.9247, loss: 4.9247 2024-01-03 14:45:29,450 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:39:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6614, top5_acc: 0.8725, loss_cls: 4.9311, loss: 4.9311 2024-01-03 14:45:59,077 - pyskl - INFO - Saving checkpoint at 149 epochs 2024-01-03 14:47:53,755 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 14:47:54,619 - pyskl - INFO - top1_acc 0.4550 top5_acc 0.6993 2024-01-03 14:47:54,619 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 14:47:54,669 - pyskl - INFO - mean_acc 0.4547 2024-01-03 14:47:54,676 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_148.pth was removed 2024-01-03 14:47:54,996 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. 2024-01-03 14:47:54,996 - pyskl - INFO - Best top1_acc is 0.4550 at 149 epoch. 2024-01-03 14:47:55,011 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4550, top5_acc: 0.6993, mean_class_accuracy: 0.4547 2024-01-03 14:51:19,046 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:37:54, time: 2.040, data_time: 1.444, memory: 16177, top1_acc: 0.6737, top5_acc: 0.8756, loss_cls: 4.9041, loss: 4.9041 2024-01-03 14:52:17,882 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:36:52, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6613, top5_acc: 0.8753, loss_cls: 4.9360, loss: 4.9360 2024-01-03 14:53:17,342 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:35:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6636, top5_acc: 0.8708, loss_cls: 4.9452, loss: 4.9452 2024-01-03 14:54:16,395 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:34:47, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6711, top5_acc: 0.8741, loss_cls: 4.8935, loss: 4.8935 2024-01-03 14:55:15,321 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:33:44, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6617, top5_acc: 0.8641, loss_cls: 4.9318, loss: 4.9318 2024-01-03 14:56:14,679 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:32:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6619, top5_acc: 0.8712, loss_cls: 4.9408, loss: 4.9408 2024-01-03 14:57:14,071 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:31:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6737, top5_acc: 0.8709, loss_cls: 4.8932, loss: 4.8932 2024-01-03 14:58:13,904 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:30:37, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8655, loss_cls: 4.9353, loss: 4.9353 2024-01-03 14:59:13,041 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:29:35, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6680, top5_acc: 0.8678, loss_cls: 4.9206, loss: 4.9206 2024-01-03 15:00:12,737 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:28:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6803, top5_acc: 0.8744, loss_cls: 4.9112, loss: 4.9112 2024-01-03 15:01:13,032 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:27:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6725, top5_acc: 0.8745, loss_cls: 4.9241, loss: 4.9241 2024-01-03 15:02:12,814 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:26:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6837, top5_acc: 0.8820, loss_cls: 4.8644, loss: 4.8644 2024-01-03 15:03:12,327 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:25:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6741, top5_acc: 0.8744, loss_cls: 4.8961, loss: 4.8961 2024-01-03 15:04:11,954 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:24:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6673, top5_acc: 0.8784, loss_cls: 4.9050, loss: 4.9050 2024-01-03 15:05:11,703 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:23:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6728, top5_acc: 0.8700, loss_cls: 4.9191, loss: 4.9191 2024-01-03 15:06:11,361 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:22:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6678, top5_acc: 0.8736, loss_cls: 4.9187, loss: 4.9187 2024-01-03 15:07:10,493 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:21:16, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6672, top5_acc: 0.8648, loss_cls: 4.9236, loss: 4.9236 2024-01-03 15:08:09,963 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:20:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6683, top5_acc: 0.8677, loss_cls: 4.9369, loss: 4.9369 2024-01-03 15:09:09,144 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:19:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6611, top5_acc: 0.8647, loss_cls: 4.9540, loss: 4.9540 2024-01-03 15:10:08,353 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:18:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6603, top5_acc: 0.8688, loss_cls: 4.9560, loss: 4.9560 2024-01-03 15:11:06,947 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:17:06, time: 0.586, data_time: 0.000, memory: 16177, top1_acc: 0.6723, top5_acc: 0.8742, loss_cls: 4.9102, loss: 4.9102 2024-01-03 15:12:06,019 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:16:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6675, top5_acc: 0.8670, loss_cls: 4.9314, loss: 4.9314 2024-01-03 15:13:04,917 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:15:01, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6709, top5_acc: 0.8727, loss_cls: 4.9253, loss: 4.9253 2024-01-03 15:14:03,835 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:13:59, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6667, top5_acc: 0.8734, loss_cls: 4.9291, loss: 4.9291 2024-01-03 15:15:02,970 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:12:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8739, loss_cls: 4.9149, loss: 4.9149 2024-01-03 15:16:01,621 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:11:54, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.6647, top5_acc: 0.8730, loss_cls: 4.9277, loss: 4.9277 2024-01-03 15:17:00,568 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:10:52, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6627, top5_acc: 0.8700, loss_cls: 4.9354, loss: 4.9354 2024-01-03 15:17:59,772 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:09:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6741, top5_acc: 0.8723, loss_cls: 4.9082, loss: 4.9082 2024-01-03 15:18:58,695 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:08:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 4.9034, loss: 4.9034 2024-01-03 15:19:57,828 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:07:45, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6681, top5_acc: 0.8725, loss_cls: 4.9109, loss: 4.9109 2024-01-03 15:20:56,959 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:06:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6759, top5_acc: 0.8736, loss_cls: 4.8975, loss: 4.8975 2024-01-03 15:21:56,003 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:05:40, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6650, top5_acc: 0.8666, loss_cls: 4.9372, loss: 4.9372 2024-01-03 15:22:54,960 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:04:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6663, top5_acc: 0.8752, loss_cls: 4.9247, loss: 4.9247 2024-01-03 15:23:54,255 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:03:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6736, top5_acc: 0.8705, loss_cls: 4.9156, loss: 4.9156 2024-01-03 15:24:53,560 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:02:33, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6708, top5_acc: 0.8703, loss_cls: 4.9346, loss: 4.9346 2024-01-03 15:25:52,732 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:01:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6694, top5_acc: 0.8678, loss_cls: 4.9118, loss: 4.9118 2024-01-03 15:26:51,914 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:28, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6702, top5_acc: 0.8712, loss_cls: 4.9139, loss: 4.9139 2024-01-03 15:27:21,505 - pyskl - INFO - Saving checkpoint at 150 epochs 2024-01-03 15:29:16,038 - pyskl - INFO - Evaluating top_k_accuracy ... 2024-01-03 15:29:16,971 - pyskl - INFO - top1_acc 0.4545 top5_acc 0.6990 2024-01-03 15:29:16,971 - pyskl - INFO - Evaluating mean_class_accuracy ... 2024-01-03 15:29:17,002 - pyskl - INFO - mean_acc 0.4542 2024-01-03 15:29:17,010 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4545, top5_acc: 0.6990, mean_class_accuracy: 0.4542 2024-01-03 15:29:33,430 - pyskl - INFO - 19743 videos remain after valid thresholding 2024-01-03 15:41:04,180 - pyskl - INFO - Testing results of the last checkpoint 2024-01-03 15:41:04,180 - pyskl - INFO - top1_acc: 0.4668 2024-01-03 15:41:04,180 - pyskl - INFO - top5_acc: 0.7092 2024-01-03 15:41:04,180 - pyskl - INFO - mean_class_accuracy: 0.4665 2024-01-03 15:41:04,180 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/b_3/best_top1_acc_epoch_149.pth 2024-01-03 15:53:04,018 - pyskl - INFO - Testing results of the best checkpoint 2024-01-03 15:53:04,018 - pyskl - INFO - top1_acc: 0.4649 2024-01-03 15:53:04,018 - pyskl - INFO - top5_acc: 0.7076 2024-01-03 15:53:04,018 - pyskl - INFO - mean_class_accuracy: 0.4646