2023-12-10 18:26:58,513 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] CUDA available: True GPU 0: GeForce RTX 3090 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.2, V11.2.67 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 PyTorch: 1.9.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.0.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.1 OpenCV: 4.6.0 MMCV: 1.6.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.2 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-10 18:26:58,813 - pyskl - INFO - Config: modality = 'b' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xview/b_1' 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='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_3', num_classes=60, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_val')) optimizer = dict( type='SGD', lr=0.025, 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']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-10 18:26:58,814 - pyskl - INFO - Set random seed to 714544586, deterministic: False 2023-12-10 18:27:03,797 - pyskl - INFO - 37646 videos remain after valid thresholding 2023-12-10 18:27:14,191 - pyskl - INFO - 18932 videos remain after valid thresholding 2023-12-10 18:27:14,195 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1 2023-12-10 18:27:14,196 - 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 -------------------- 2023-12-10 18:27:14,196 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-10 18:27:14,196 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1 by HardDiskBackend. 2023-12-10 18:28:22,057 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 18:30:27, time: 0.679, data_time: 0.194, memory: 6499, top1_acc: 0.0381, top5_acc: 0.1656, loss_cls: 6.6512, loss: 6.6512 2023-12-10 18:29:09,509 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 8:29:32, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.0619, top5_acc: 0.2719, loss_cls: 6.3430, loss: 6.3430 2023-12-10 18:29:56,930 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 5:08:05, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.0712, top5_acc: 0.3100, loss_cls: 6.6890, loss: 6.6890 2023-12-10 18:30:44,358 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 2 days, 3:27:04, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.0869, top5_acc: 0.3294, loss_cls: 6.0272, loss: 6.0272 2023-12-10 18:31:31,742 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 2 days, 2:25:38, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.0894, top5_acc: 0.3663, loss_cls: 6.1297, loss: 6.1297 2023-12-10 18:32:19,149 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 2 days, 1:44:38, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1212, top5_acc: 0.3862, loss_cls: 6.8276, loss: 6.8276 2023-12-10 18:33:06,520 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 2 days, 1:14:49, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1138, top5_acc: 0.4125, loss_cls: 6.9773, loss: 6.9773 2023-12-10 18:33:53,949 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 2 days, 0:52:41, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1338, top5_acc: 0.4519, loss_cls: 6.4839, loss: 6.4839 2023-12-10 18:34:41,410 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 2 days, 0:35:30, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.1425, top5_acc: 0.4769, loss_cls: 6.1212, loss: 6.1212 2023-12-10 18:35:28,817 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 2 days, 0:21:17, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1212, top5_acc: 0.4419, loss_cls: 6.0407, loss: 6.0407 2023-12-10 18:36:16,200 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 2 days, 0:09:23, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1487, top5_acc: 0.4975, loss_cls: 5.7152, loss: 5.7152 2023-12-10 18:37:03,574 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 23:59:17, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1725, top5_acc: 0.5381, loss_cls: 5.5175, loss: 5.5175 2023-12-10 18:37:50,992 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 23:50:49, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1719, top5_acc: 0.4938, loss_cls: 5.4833, loss: 5.4833 2023-12-10 18:38:38,432 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 23:43:33, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.1700, top5_acc: 0.5212, loss_cls: 5.4037, loss: 5.4037 2023-12-10 18:39:25,844 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 23:37:01, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.2006, top5_acc: 0.5925, loss_cls: 5.2630, loss: 5.2630 2023-12-10 18:40:13,274 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 23:31:16, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.2200, top5_acc: 0.5800, loss_cls: 5.2324, loss: 5.2324 2023-12-10 18:41:00,762 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 23:26:19, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.2200, top5_acc: 0.6175, loss_cls: 5.1224, loss: 5.1224 2023-12-10 18:41:48,169 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 23:21:34, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.2338, top5_acc: 0.6162, loss_cls: 5.0930, loss: 5.0930 2023-12-10 18:42:35,533 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 23:17:05, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.2612, top5_acc: 0.6625, loss_cls: 5.0056, loss: 5.0056 2023-12-10 18:43:06,495 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 22:25:01, time: 0.310, data_time: 0.000, memory: 6499, top1_acc: 0.2612, top5_acc: 0.6637, loss_cls: 4.9409, loss: 4.9409 2023-12-10 18:43:56,423 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 22:30:40, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.2756, top5_acc: 0.6956, loss_cls: 4.8742, loss: 4.8742 2023-12-10 18:44:47,235 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 22:38:04, time: 0.508, data_time: 0.000, memory: 6499, top1_acc: 0.2969, top5_acc: 0.6944, loss_cls: 4.8588, loss: 4.8588 2023-12-10 18:45:37,924 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 22:44:27, time: 0.507, data_time: 0.000, memory: 6499, top1_acc: 0.2787, top5_acc: 0.7050, loss_cls: 4.8651, loss: 4.8651 2023-12-10 18:45:51,064 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-10 18:48:38,829 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 18:48:38,907 - pyskl - INFO - top1_acc 0.3112 top5_acc 0.7562 2023-12-10 18:48:39,049 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-10 18:48:39,049 - pyskl - INFO - Best top1_acc is 0.3112 at 1 epoch. 2023-12-10 18:48:39,055 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.3112, top5_acc: 0.7562 2023-12-10 18:49:44,612 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 22:24:29, time: 0.656, data_time: 0.188, memory: 6499, top1_acc: 0.3050, top5_acc: 0.7456, loss_cls: 4.7360, loss: 4.7360 2023-12-10 18:50:31,765 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 22:22:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3219, top5_acc: 0.7488, loss_cls: 4.6714, loss: 4.6714 2023-12-10 18:51:19,006 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 22:20:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3225, top5_acc: 0.7362, loss_cls: 4.7060, loss: 4.7060 2023-12-10 18:52:06,163 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 22:19:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3538, top5_acc: 0.7619, loss_cls: 4.6371, loss: 4.6371 2023-12-10 18:52:53,337 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 22:17:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3688, top5_acc: 0.7719, loss_cls: 4.5676, loss: 4.5676 2023-12-10 18:53:40,490 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 22:15:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3738, top5_acc: 0.8125, loss_cls: 4.4847, loss: 4.4847 2023-12-10 18:54:27,682 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 22:14:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3881, top5_acc: 0.7800, loss_cls: 4.5252, loss: 4.5252 2023-12-10 18:55:14,846 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 22:12:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.3769, top5_acc: 0.7850, loss_cls: 4.5050, loss: 4.5050 2023-12-10 18:56:02,021 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 22:11:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4125, top5_acc: 0.8063, loss_cls: 4.4077, loss: 4.4077 2023-12-10 18:56:49,149 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 22:09:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.4219, top5_acc: 0.8237, loss_cls: 4.3428, loss: 4.3428 2023-12-10 18:57:36,312 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 22:08:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4219, top5_acc: 0.8287, loss_cls: 4.3207, loss: 4.3207 2023-12-10 18:58:23,447 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 22:06:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.4431, top5_acc: 0.8244, loss_cls: 4.3192, loss: 4.3192 2023-12-10 18:59:10,627 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 22:05:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4462, top5_acc: 0.8462, loss_cls: 4.2354, loss: 4.2354 2023-12-10 18:59:57,831 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 22:04:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4431, top5_acc: 0.8344, loss_cls: 4.2523, loss: 4.2523 2023-12-10 19:00:45,051 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 22:02:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4662, top5_acc: 0.8588, loss_cls: 4.2001, loss: 4.2001 2023-12-10 19:01:32,256 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 22:01:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4637, top5_acc: 0.8363, loss_cls: 4.1200, loss: 4.1200 2023-12-10 19:02:19,404 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 22:00:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.4537, top5_acc: 0.8406, loss_cls: 4.0318, loss: 4.0318 2023-12-10 19:03:06,549 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 21:59:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.4981, top5_acc: 0.8488, loss_cls: 3.8324, loss: 3.8324 2023-12-10 19:03:53,719 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 21:58:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.4644, top5_acc: 0.8375, loss_cls: 3.8656, loss: 3.8656 2023-12-10 19:04:23,640 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 21:33:49, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.4888, top5_acc: 0.8631, loss_cls: 3.6911, loss: 3.6911 2023-12-10 19:05:13,677 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 21:36:56, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.4831, top5_acc: 0.8544, loss_cls: 3.6199, loss: 3.6199 2023-12-10 19:06:03,447 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 21:39:31, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.5150, top5_acc: 0.8669, loss_cls: 3.4132, loss: 3.4132 2023-12-10 19:06:53,068 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 21:41:47, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.5169, top5_acc: 0.8600, loss_cls: 3.3808, loss: 3.3808 2023-12-10 19:07:05,858 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-10 19:09:54,034 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 19:09:54,114 - pyskl - INFO - top1_acc 0.5291 top5_acc 0.8999 2023-12-10 19:09:54,119 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_1.pth was removed 2023-12-10 19:09:54,275 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-10 19:09:54,275 - pyskl - INFO - Best top1_acc is 0.5291 at 2 epoch. 2023-12-10 19:09:54,281 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5291, top5_acc: 0.8999 2023-12-10 19:10:59,009 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 21:31:28, time: 0.647, data_time: 0.184, memory: 6499, top1_acc: 0.5212, top5_acc: 0.8706, loss_cls: 3.1831, loss: 3.1831 2023-12-10 19:11:45,375 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 21:29:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5131, top5_acc: 0.8688, loss_cls: 3.1530, loss: 3.1530 2023-12-10 19:12:31,719 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 21:28:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5150, top5_acc: 0.8694, loss_cls: 3.1213, loss: 3.1213 2023-12-10 19:13:18,016 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 21:26:36, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5288, top5_acc: 0.8706, loss_cls: 3.0646, loss: 3.0646 2023-12-10 19:14:04,376 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 21:25:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5044, top5_acc: 0.8575, loss_cls: 3.0931, loss: 3.0931 2023-12-10 19:14:50,770 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 21:23:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5337, top5_acc: 0.8781, loss_cls: 2.8835, loss: 2.8835 2023-12-10 19:15:37,094 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 21:22:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5269, top5_acc: 0.8850, loss_cls: 2.8947, loss: 2.8947 2023-12-10 19:16:23,466 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 21:20:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5531, top5_acc: 0.8800, loss_cls: 2.8025, loss: 2.8025 2023-12-10 19:17:09,886 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 21:19:17, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5381, top5_acc: 0.8925, loss_cls: 2.7489, loss: 2.7489 2023-12-10 19:17:56,219 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 21:17:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5644, top5_acc: 0.8944, loss_cls: 2.7133, loss: 2.7133 2023-12-10 19:18:42,615 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 21:16:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5463, top5_acc: 0.8888, loss_cls: 2.7463, loss: 2.7463 2023-12-10 19:19:28,982 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 21:15:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5550, top5_acc: 0.8912, loss_cls: 2.6616, loss: 2.6616 2023-12-10 19:20:15,425 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 21:13:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5506, top5_acc: 0.9000, loss_cls: 2.6030, loss: 2.6030 2023-12-10 19:21:01,785 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 21:12:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5725, top5_acc: 0.8912, loss_cls: 2.5420, loss: 2.5420 2023-12-10 19:21:48,159 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 21:11:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5406, top5_acc: 0.8906, loss_cls: 2.5852, loss: 2.5852 2023-12-10 19:22:34,502 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 21:09:57, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5444, top5_acc: 0.9038, loss_cls: 2.5479, loss: 2.5479 2023-12-10 19:23:20,807 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 21:08:38, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5844, top5_acc: 0.9119, loss_cls: 2.4209, loss: 2.4209 2023-12-10 19:24:07,210 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 21:07:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5769, top5_acc: 0.9012, loss_cls: 2.4371, loss: 2.4371 2023-12-10 19:24:53,626 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 21:06:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5925, top5_acc: 0.8988, loss_cls: 2.3904, loss: 2.3904 2023-12-10 19:25:23,391 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 20:50:42, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 0.5700, top5_acc: 0.9019, loss_cls: 2.4025, loss: 2.4025 2023-12-10 19:26:13,349 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 20:52:45, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.5856, top5_acc: 0.8969, loss_cls: 2.3771, loss: 2.3771 2023-12-10 19:27:03,151 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 20:54:35, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.5700, top5_acc: 0.9006, loss_cls: 2.4088, loss: 2.4088 2023-12-10 19:27:52,474 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 20:55:56, time: 0.493, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.9075, loss_cls: 2.3126, loss: 2.3126 2023-12-10 19:28:05,330 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-10 19:30:53,552 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 19:30:53,631 - pyskl - INFO - top1_acc 0.6734 top5_acc 0.9502 2023-12-10 19:30:53,635 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_2.pth was removed 2023-12-10 19:30:53,763 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-10 19:30:53,764 - pyskl - INFO - Best top1_acc is 0.6734 at 3 epoch. 2023-12-10 19:30:53,768 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6734, top5_acc: 0.9502 2023-12-10 19:31:59,317 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 20:49:55, time: 0.655, data_time: 0.192, memory: 6499, top1_acc: 0.6025, top5_acc: 0.9206, loss_cls: 2.2283, loss: 2.2283 2023-12-10 19:32:45,591 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 20:48:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.5837, top5_acc: 0.9113, loss_cls: 2.2899, loss: 2.2899 2023-12-10 19:33:31,938 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 20:47:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6131, top5_acc: 0.9163, loss_cls: 2.1999, loss: 2.1999 2023-12-10 19:34:18,274 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 20:46:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6138, top5_acc: 0.9069, loss_cls: 2.2568, loss: 2.2568 2023-12-10 19:35:04,767 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 20:45:51, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.5906, top5_acc: 0.9187, loss_cls: 2.2235, loss: 2.2235 2023-12-10 19:35:51,233 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 20:44:56, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.9144, loss_cls: 2.2163, loss: 2.2163 2023-12-10 19:36:37,581 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 20:43:56, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6238, top5_acc: 0.9244, loss_cls: 2.1806, loss: 2.1806 2023-12-10 19:37:23,875 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 20:42:53, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6056, top5_acc: 0.9056, loss_cls: 2.3007, loss: 2.3007 2023-12-10 19:38:10,282 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 20:41:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.9094, loss_cls: 2.1499, loss: 2.1499 2023-12-10 19:38:56,708 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 20:41:00, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.9050, loss_cls: 2.2353, loss: 2.2353 2023-12-10 19:39:43,058 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 20:40:01, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6100, top5_acc: 0.9256, loss_cls: 2.1586, loss: 2.1586 2023-12-10 19:40:29,451 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 20:39:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9194, loss_cls: 2.1366, loss: 2.1366 2023-12-10 19:41:15,775 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 20:38:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.9094, loss_cls: 2.1994, loss: 2.1994 2023-12-10 19:42:02,124 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 20:37:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6081, top5_acc: 0.9175, loss_cls: 2.1986, loss: 2.1986 2023-12-10 19:42:48,410 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 20:36:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6238, top5_acc: 0.9175, loss_cls: 2.1566, loss: 2.1566 2023-12-10 19:43:34,683 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 20:35:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.9225, loss_cls: 2.1120, loss: 2.1120 2023-12-10 19:44:21,238 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 20:34:17, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9175, loss_cls: 2.0840, loss: 2.0840 2023-12-10 19:45:07,726 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 20:33:25, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9250, loss_cls: 2.0742, loss: 2.0742 2023-12-10 19:45:54,005 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 20:32:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.9131, loss_cls: 2.0987, loss: 2.0987 2023-12-10 19:46:23,821 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 20:21:01, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 0.6162, top5_acc: 0.9225, loss_cls: 2.0612, loss: 2.0612 2023-12-10 19:47:13,640 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 20:22:22, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.9094, loss_cls: 2.1279, loss: 2.1279 2023-12-10 19:48:03,495 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 20:23:41, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9287, loss_cls: 1.9497, loss: 1.9497 2023-12-10 19:48:51,596 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 20:23:54, time: 0.481, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9256, loss_cls: 2.0520, loss: 2.0520 2023-12-10 19:49:04,390 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-10 19:51:51,882 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 19:51:51,964 - pyskl - INFO - top1_acc 0.6805 top5_acc 0.9499 2023-12-10 19:51:51,968 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_3.pth was removed 2023-12-10 19:51:52,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-10 19:51:52,097 - pyskl - INFO - Best top1_acc is 0.6805 at 4 epoch. 2023-12-10 19:51:52,102 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.6805, top5_acc: 0.9499 2023-12-10 19:52:56,941 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 20:18:53, time: 0.648, data_time: 0.184, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9331, loss_cls: 1.9557, loss: 1.9557 2023-12-10 19:53:43,225 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 20:18:01, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9275, loss_cls: 2.0191, loss: 2.0191 2023-12-10 19:54:29,518 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 20:17:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9337, loss_cls: 1.9789, loss: 1.9789 2023-12-10 19:55:15,783 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 20:16:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6469, top5_acc: 0.9225, loss_cls: 1.9845, loss: 1.9845 2023-12-10 19:56:02,081 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 20:15:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6431, top5_acc: 0.9319, loss_cls: 2.0108, loss: 2.0108 2023-12-10 19:56:48,486 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 20:14:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9281, loss_cls: 1.8826, loss: 1.8826 2023-12-10 19:57:34,853 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 20:13:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.9225, loss_cls: 1.9888, loss: 1.9888 2023-12-10 19:58:21,138 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 20:12:56, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9319, loss_cls: 1.9177, loss: 1.9177 2023-12-10 19:59:07,396 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 20:12:03, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9325, loss_cls: 1.9049, loss: 1.9049 2023-12-10 19:59:53,688 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 20:11:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9425, loss_cls: 1.8659, loss: 1.8659 2023-12-10 20:00:40,110 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 20:10:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9313, loss_cls: 1.8725, loss: 1.8725 2023-12-10 20:01:26,447 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 20:09:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9313, loss_cls: 1.8885, loss: 1.8885 2023-12-10 20:02:12,817 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 20:08:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9369, loss_cls: 1.8558, loss: 1.8558 2023-12-10 20:02:59,115 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 20:07:55, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9387, loss_cls: 1.8618, loss: 1.8618 2023-12-10 20:03:45,447 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 20:07:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9350, loss_cls: 1.8514, loss: 1.8514 2023-12-10 20:04:31,702 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 20:06:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9181, loss_cls: 1.9919, loss: 1.9919 2023-12-10 20:05:18,167 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 20:05:28, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.6388, top5_acc: 0.9350, loss_cls: 1.9482, loss: 1.9482 2023-12-10 20:06:04,561 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 20:04:40, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9263, loss_cls: 1.8697, loss: 1.8697 2023-12-10 20:06:50,818 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 20:03:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9331, loss_cls: 1.8239, loss: 1.8239 2023-12-10 20:07:20,738 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 19:54:48, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9200, loss_cls: 1.9290, loss: 1.9290 2023-12-10 20:08:10,552 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 19:55:46, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9356, loss_cls: 1.8676, loss: 1.8676 2023-12-10 20:09:00,284 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 19:56:40, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9350, loss_cls: 1.8489, loss: 1.8489 2023-12-10 20:09:48,462 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 19:56:47, time: 0.482, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9325, loss_cls: 1.9172, loss: 1.9172 2023-12-10 20:10:01,234 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-10 20:12:49,095 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 20:12:49,179 - pyskl - INFO - top1_acc 0.6787 top5_acc 0.9478 2023-12-10 20:12:49,184 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.6787, top5_acc: 0.9478 2023-12-10 20:13:54,906 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 19:53:06, time: 0.657, data_time: 0.187, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9381, loss_cls: 1.7446, loss: 1.7446 2023-12-10 20:14:42,065 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 19:52:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9325, loss_cls: 1.8633, loss: 1.8633 2023-12-10 20:15:29,218 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 19:52:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9406, loss_cls: 1.7552, loss: 1.7552 2023-12-10 20:16:16,385 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 19:51:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9513, loss_cls: 1.7747, loss: 1.7747 2023-12-10 20:17:03,463 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 19:51:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9475, loss_cls: 1.7160, loss: 1.7160 2023-12-10 20:17:50,604 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 19:51:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9369, loss_cls: 1.7933, loss: 1.7933 2023-12-10 20:18:37,707 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 19:50:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9369, loss_cls: 1.7622, loss: 1.7622 2023-12-10 20:19:24,833 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 19:50:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9400, loss_cls: 1.8212, loss: 1.8212 2023-12-10 20:20:12,017 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 19:49:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9475, loss_cls: 1.7632, loss: 1.7632 2023-12-10 20:20:59,155 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 19:49:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9250, loss_cls: 1.8347, loss: 1.8347 2023-12-10 20:21:46,259 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 19:48:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9369, loss_cls: 1.8442, loss: 1.8442 2023-12-10 20:22:33,399 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 19:48:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9356, loss_cls: 1.8573, loss: 1.8573 2023-12-10 20:23:20,507 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 19:48:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9444, loss_cls: 1.7494, loss: 1.7494 2023-12-10 20:24:07,702 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 19:47:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9400, loss_cls: 1.7184, loss: 1.7184 2023-12-10 20:24:54,875 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 19:47:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9481, loss_cls: 1.7257, loss: 1.7257 2023-12-10 20:25:42,005 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 19:46:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9350, loss_cls: 1.8823, loss: 1.8823 2023-12-10 20:26:29,119 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 19:46:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9300, loss_cls: 1.8713, loss: 1.8713 2023-12-10 20:27:16,255 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 19:45:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9375, loss_cls: 1.7216, loss: 1.7216 2023-12-10 20:28:03,339 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 19:45:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9350, loss_cls: 1.7108, loss: 1.7108 2023-12-10 20:28:33,864 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 19:37:59, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9363, loss_cls: 1.7981, loss: 1.7981 2023-12-10 20:29:23,651 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 19:38:38, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9450, loss_cls: 1.7267, loss: 1.7267 2023-12-10 20:30:13,497 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 19:39:16, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9337, loss_cls: 1.7494, loss: 1.7494 2023-12-10 20:31:00,553 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 19:38:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9356, loss_cls: 1.8392, loss: 1.8392 2023-12-10 20:31:13,394 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-10 20:34:00,901 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 20:34:00,982 - pyskl - INFO - top1_acc 0.7353 top5_acc 0.9641 2023-12-10 20:34:00,986 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_4.pth was removed 2023-12-10 20:34:01,122 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-10 20:34:01,123 - pyskl - INFO - Best top1_acc is 0.7353 at 6 epoch. 2023-12-10 20:34:01,128 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7353, top5_acc: 0.9641 2023-12-10 20:35:06,593 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 19:35:25, time: 0.655, data_time: 0.183, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9481, loss_cls: 1.6821, loss: 1.6821 2023-12-10 20:35:53,714 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 19:34:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9419, loss_cls: 1.7319, loss: 1.7319 2023-12-10 20:36:40,825 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 19:34:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9506, loss_cls: 1.7030, loss: 1.7030 2023-12-10 20:37:27,939 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 19:34:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9587, loss_cls: 1.6529, loss: 1.6529 2023-12-10 20:38:15,087 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 19:33:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9431, loss_cls: 1.7157, loss: 1.7157 2023-12-10 20:39:02,210 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 19:33:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9419, loss_cls: 1.7448, loss: 1.7448 2023-12-10 20:39:49,358 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 19:32:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9469, loss_cls: 1.7244, loss: 1.7244 2023-12-10 20:40:36,530 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 19:32:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9444, loss_cls: 1.7158, loss: 1.7158 2023-12-10 20:41:23,671 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 19:31:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9413, loss_cls: 1.6798, loss: 1.6798 2023-12-10 20:42:10,820 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 19:31:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9456, loss_cls: 1.6760, loss: 1.6760 2023-12-10 20:42:57,969 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 19:30:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9431, loss_cls: 1.6635, loss: 1.6635 2023-12-10 20:43:45,078 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 19:30:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9431, loss_cls: 1.6536, loss: 1.6536 2023-12-10 20:44:32,247 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 19:29:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9356, loss_cls: 1.7753, loss: 1.7753 2023-12-10 20:45:19,393 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 19:29:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9463, loss_cls: 1.6643, loss: 1.6643 2023-12-10 20:46:06,552 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 19:28:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9387, loss_cls: 1.6862, loss: 1.6862 2023-12-10 20:46:53,743 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 19:28:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9337, loss_cls: 1.7034, loss: 1.7034 2023-12-10 20:47:40,873 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 19:27:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9500, loss_cls: 1.6485, loss: 1.6485 2023-12-10 20:48:27,990 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 19:27:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9487, loss_cls: 1.6289, loss: 1.6289 2023-12-10 20:49:15,104 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 19:26:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9400, loss_cls: 1.6802, loss: 1.6802 2023-12-10 20:49:46,052 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 19:20:29, time: 0.309, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9469, loss_cls: 1.6903, loss: 1.6903 2023-12-10 20:50:35,791 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 19:20:54, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9506, loss_cls: 1.6516, loss: 1.6516 2023-12-10 20:51:25,633 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 19:21:19, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9475, loss_cls: 1.6148, loss: 1.6148 2023-12-10 20:52:11,938 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 19:20:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9425, loss_cls: 1.6949, loss: 1.6949 2023-12-10 20:52:24,779 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-10 20:55:12,373 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 20:55:12,453 - pyskl - INFO - top1_acc 0.6767 top5_acc 0.9404 2023-12-10 20:55:12,458 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.6767, top5_acc: 0.9404 2023-12-10 20:56:18,424 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 19:17:40, time: 0.660, data_time: 0.187, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9519, loss_cls: 1.5814, loss: 1.5814 2023-12-10 20:57:05,608 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 19:17:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9519, loss_cls: 1.5982, loss: 1.5982 2023-12-10 20:57:52,838 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 19:16:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9531, loss_cls: 1.5241, loss: 1.5241 2023-12-10 20:58:40,087 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 19:16:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 1.5561, loss: 1.5561 2023-12-10 20:59:27,325 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 19:15:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9450, loss_cls: 1.6349, loss: 1.6349 2023-12-10 21:00:14,588 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 19:15:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.5780, loss: 1.5780 2023-12-10 21:01:01,811 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 19:14:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9481, loss_cls: 1.6295, loss: 1.6295 2023-12-10 21:01:49,086 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 19:14:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9419, loss_cls: 1.6398, loss: 1.6398 2023-12-10 21:02:36,324 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 19:13:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9556, loss_cls: 1.6445, loss: 1.6445 2023-12-10 21:03:23,531 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 19:13:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9500, loss_cls: 1.6054, loss: 1.6054 2023-12-10 21:04:10,713 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 19:12:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9563, loss_cls: 1.5562, loss: 1.5562 2023-12-10 21:04:57,902 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 19:12:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 1.6702, loss: 1.6702 2023-12-10 21:05:45,099 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 19:11:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9487, loss_cls: 1.6475, loss: 1.6475 2023-12-10 21:06:32,364 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 19:11:15, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9581, loss_cls: 1.5636, loss: 1.5636 2023-12-10 21:07:19,652 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 19:10:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9506, loss_cls: 1.6191, loss: 1.6191 2023-12-10 21:08:06,895 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 19:10:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9487, loss_cls: 1.6181, loss: 1.6181 2023-12-10 21:08:54,158 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 19:09:43, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9500, loss_cls: 1.6488, loss: 1.6488 2023-12-10 21:09:41,421 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 19:09:12, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 1.5010, loss: 1.5010 2023-12-10 21:10:28,651 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 19:08:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 1.5913, loss: 1.5913 2023-12-10 21:10:59,433 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 19:03:11, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9394, loss_cls: 1.6466, loss: 1.6466 2023-12-10 21:11:49,274 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 19:03:28, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9450, loss_cls: 1.6239, loss: 1.6239 2023-12-10 21:12:39,244 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 19:03:46, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9550, loss_cls: 1.5726, loss: 1.5726 2023-12-10 21:13:25,044 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 19:02:49, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9600, loss_cls: 1.4650, loss: 1.4650 2023-12-10 21:13:37,953 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-10 21:16:26,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 21:16:26,116 - pyskl - INFO - top1_acc 0.7385 top5_acc 0.9634 2023-12-10 21:16:26,120 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_6.pth was removed 2023-12-10 21:16:26,258 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-10 21:16:26,258 - pyskl - INFO - Best top1_acc is 0.7385 at 8 epoch. 2023-12-10 21:16:26,264 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7385, top5_acc: 0.9634 2023-12-10 21:17:31,759 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 19:00:02, time: 0.655, data_time: 0.184, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9563, loss_cls: 1.5393, loss: 1.5393 2023-12-10 21:18:18,875 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 18:59:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9525, loss_cls: 1.5818, loss: 1.5818 2023-12-10 21:19:06,029 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 18:58:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.4314, loss: 1.4314 2023-12-10 21:19:53,153 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 18:58:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9406, loss_cls: 1.6256, loss: 1.6256 2023-12-10 21:20:40,330 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 18:57:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9581, loss_cls: 1.4699, loss: 1.4699 2023-12-10 21:21:27,464 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 18:57:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9631, loss_cls: 1.5031, loss: 1.5031 2023-12-10 21:22:14,580 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 18:56:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 1.5610, loss: 1.5610 2023-12-10 21:23:01,760 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 18:56:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9594, loss_cls: 1.5097, loss: 1.5097 2023-12-10 21:23:48,880 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 18:55:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9506, loss_cls: 1.5183, loss: 1.5183 2023-12-10 21:24:36,055 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 18:55:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9519, loss_cls: 1.5547, loss: 1.5547 2023-12-10 21:25:23,228 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 18:54:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9563, loss_cls: 1.5379, loss: 1.5379 2023-12-10 21:26:10,355 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 18:53:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9375, loss_cls: 1.6369, loss: 1.6369 2023-12-10 21:26:57,569 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 18:53:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9556, loss_cls: 1.5502, loss: 1.5502 2023-12-10 21:27:44,673 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 18:52:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 1.5087, loss: 1.5087 2023-12-10 21:28:31,755 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 18:52:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9594, loss_cls: 1.4329, loss: 1.4329 2023-12-10 21:29:18,894 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 18:51:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 1.6777, loss: 1.6777 2023-12-10 21:30:06,054 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 18:51:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9525, loss_cls: 1.5405, loss: 1.5405 2023-12-10 21:30:53,167 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 18:50:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9563, loss_cls: 1.5342, loss: 1.5342 2023-12-10 21:31:40,351 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 18:49:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 1.5317, loss: 1.5317 2023-12-10 21:32:11,395 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 18:45:07, time: 0.310, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9456, loss_cls: 1.6333, loss: 1.6333 2023-12-10 21:33:01,063 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 18:45:13, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9563, loss_cls: 1.5049, loss: 1.5049 2023-12-10 21:33:50,911 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 18:45:22, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9525, loss_cls: 1.4476, loss: 1.4476 2023-12-10 21:34:34,983 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 18:44:00, time: 0.441, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9569, loss_cls: 1.4850, loss: 1.4850 2023-12-10 21:34:47,811 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-10 21:37:35,377 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 21:37:35,464 - pyskl - INFO - top1_acc 0.7624 top5_acc 0.9700 2023-12-10 21:37:35,469 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_8.pth was removed 2023-12-10 21:37:35,610 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2023-12-10 21:37:35,610 - pyskl - INFO - Best top1_acc is 0.7624 at 9 epoch. 2023-12-10 21:37:35,615 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7624, top5_acc: 0.9700 2023-12-10 21:38:41,145 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 18:41:24, time: 0.655, data_time: 0.183, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9500, loss_cls: 1.5434, loss: 1.5434 2023-12-10 21:39:28,423 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 18:40:53, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9619, loss_cls: 1.4422, loss: 1.4422 2023-12-10 21:40:15,669 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 18:40:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 1.4809, loss: 1.4809 2023-12-10 21:41:02,935 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 18:39:48, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.3706, loss: 1.3706 2023-12-10 21:41:50,230 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 18:39:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9637, loss_cls: 1.4263, loss: 1.4263 2023-12-10 21:42:37,531 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 18:38:44, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9569, loss_cls: 1.5004, loss: 1.5004 2023-12-10 21:43:24,751 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 18:38:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 1.4476, loss: 1.4476 2023-12-10 21:44:12,045 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 18:37:38, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 1.5477, loss: 1.5477 2023-12-10 21:44:59,317 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 18:37:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 1.4704, loss: 1.4704 2023-12-10 21:45:46,576 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 18:36:33, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 1.5437, loss: 1.5437 2023-12-10 21:46:33,861 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 18:36:00, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9550, loss_cls: 1.4816, loss: 1.4816 2023-12-10 21:47:21,122 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 18:35:26, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9519, loss_cls: 1.5101, loss: 1.5101 2023-12-10 21:48:08,366 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 18:34:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 1.4681, loss: 1.4681 2023-12-10 21:48:55,607 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 18:34:19, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9644, loss_cls: 1.3879, loss: 1.3879 2023-12-10 21:49:42,894 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 18:33:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9631, loss_cls: 1.3456, loss: 1.3456 2023-12-10 21:50:30,134 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 18:33:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9513, loss_cls: 1.4744, loss: 1.4744 2023-12-10 21:51:17,368 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 18:32:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 1.5217, loss: 1.5217 2023-12-10 21:52:04,550 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 18:32:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9587, loss_cls: 1.4863, loss: 1.4863 2023-12-10 21:52:51,806 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 18:31:27, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 1.3511, loss: 1.3511 2023-12-10 21:53:22,818 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 18:27:02, time: 0.310, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9494, loss_cls: 1.5623, loss: 1.5623 2023-12-10 21:54:12,651 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 18:27:05, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9269, loss_cls: 1.8531, loss: 1.8531 2023-12-10 21:55:02,495 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 18:27:08, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9525, loss_cls: 1.6108, loss: 1.6108 2023-12-10 21:55:45,460 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 18:25:34, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 1.5296, loss: 1.5296 2023-12-10 21:55:58,358 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-10 21:58:46,244 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 21:58:46,325 - pyskl - INFO - top1_acc 0.7680 top5_acc 0.9764 2023-12-10 21:58:46,330 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_9.pth was removed 2023-12-10 21:58:46,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2023-12-10 21:58:46,460 - pyskl - INFO - Best top1_acc is 0.7680 at 10 epoch. 2023-12-10 21:58:46,464 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7680, top5_acc: 0.9764 2023-12-10 21:59:50,970 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 18:22:53, time: 0.645, data_time: 0.182, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.3331, loss: 1.3331 2023-12-10 22:00:37,444 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 18:22:09, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9600, loss_cls: 1.3950, loss: 1.3950 2023-12-10 22:01:23,863 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 18:21:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 1.4145, loss: 1.4145 2023-12-10 22:02:10,212 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 18:20:38, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9544, loss_cls: 1.5370, loss: 1.5370 2023-12-10 22:02:56,568 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 18:19:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9613, loss_cls: 1.3848, loss: 1.3848 2023-12-10 22:03:42,964 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 18:19:06, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9556, loss_cls: 1.4457, loss: 1.4457 2023-12-10 22:04:29,405 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 18:18:21, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9569, loss_cls: 1.4474, loss: 1.4474 2023-12-10 22:05:15,780 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 18:17:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 1.4459, loss: 1.4459 2023-12-10 22:06:02,132 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 18:16:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 1.4504, loss: 1.4504 2023-12-10 22:06:48,637 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 18:16:06, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9575, loss_cls: 1.4596, loss: 1.4596 2023-12-10 22:07:35,015 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 18:15:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9506, loss_cls: 1.4964, loss: 1.4964 2023-12-10 22:08:21,526 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 18:14:36, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9600, loss_cls: 1.4711, loss: 1.4711 2023-12-10 22:09:07,967 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 18:13:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9613, loss_cls: 1.4224, loss: 1.4224 2023-12-10 22:09:54,334 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 18:13:05, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 1.4594, loss: 1.4594 2023-12-10 22:10:40,779 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 18:12:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 1.4425, loss: 1.4425 2023-12-10 22:11:27,252 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 18:11:36, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9606, loss_cls: 1.4106, loss: 1.4106 2023-12-10 22:12:13,696 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 18:10:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 1.5207, loss: 1.5207 2023-12-10 22:13:00,080 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 18:10:05, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9587, loss_cls: 1.4500, loss: 1.4500 2023-12-10 22:13:46,173 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 18:09:15, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9613, loss_cls: 1.4161, loss: 1.4161 2023-12-10 22:14:17,975 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 18:05:23, time: 0.318, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 1.3516, loss: 1.3516 2023-12-10 22:15:07,896 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 18:05:23, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 1.3887, loss: 1.3887 2023-12-10 22:15:57,705 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 18:05:21, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.3943, loss: 1.3943 2023-12-10 22:16:39,417 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 18:03:37, time: 0.417, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.3908, loss: 1.3908 2023-12-10 22:16:52,501 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-10 22:19:40,103 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 22:19:40,195 - pyskl - INFO - top1_acc 0.7822 top5_acc 0.9766 2023-12-10 22:19:40,200 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_10.pth was removed 2023-12-10 22:19:40,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2023-12-10 22:19:40,341 - pyskl - INFO - Best top1_acc is 0.7822 at 11 epoch. 2023-12-10 22:19:40,346 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7822, top5_acc: 0.9766 2023-12-10 22:20:45,512 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 18:01:15, time: 0.652, data_time: 0.182, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9613, loss_cls: 1.3536, loss: 1.3536 2023-12-10 22:21:32,722 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 18:00:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9537, loss_cls: 1.4156, loss: 1.4156 2023-12-10 22:22:20,020 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 18:00:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9637, loss_cls: 1.3708, loss: 1.3708 2023-12-10 22:23:07,291 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 17:59:33, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 1.3712, loss: 1.3712 2023-12-10 22:23:54,478 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 17:58:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9506, loss_cls: 1.4062, loss: 1.4062 2023-12-10 22:24:41,784 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 17:58:24, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9575, loss_cls: 1.4255, loss: 1.4255 2023-12-10 22:25:29,085 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 17:57:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9644, loss_cls: 1.3061, loss: 1.3061 2023-12-10 22:26:16,377 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 17:57:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9637, loss_cls: 1.3403, loss: 1.3403 2023-12-10 22:27:03,596 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 17:56:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9644, loss_cls: 1.3565, loss: 1.3565 2023-12-10 22:27:50,869 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 17:56:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.3885, loss: 1.3885 2023-12-10 22:28:38,035 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 17:55:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9563, loss_cls: 1.4276, loss: 1.4276 2023-12-10 22:29:25,235 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 17:54:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 1.3685, loss: 1.3685 2023-12-10 22:30:12,524 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 17:54:21, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.3886, loss: 1.3886 2023-12-10 22:30:59,818 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 17:53:47, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.3909, loss: 1.3909 2023-12-10 22:31:47,068 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 17:53:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.3545, loss: 1.3545 2023-12-10 22:32:34,361 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 17:52:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9550, loss_cls: 1.4503, loss: 1.4503 2023-12-10 22:33:21,626 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 17:52:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 1.3761, loss: 1.3761 2023-12-10 22:34:08,941 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 17:51:27, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 1.3973, loss: 1.3973 2023-12-10 22:34:55,059 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 17:50:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 1.3471, loss: 1.3471 2023-12-10 22:35:27,689 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 17:47:12, time: 0.326, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9650, loss_cls: 1.3677, loss: 1.3677 2023-12-10 22:36:17,558 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 17:47:07, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9550, loss_cls: 1.4955, loss: 1.4955 2023-12-10 22:37:07,563 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 17:47:04, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 1.3931, loss: 1.3931 2023-12-10 22:37:48,424 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 17:45:15, time: 0.409, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9544, loss_cls: 1.4461, loss: 1.4461 2023-12-10 22:38:01,512 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-10 22:40:48,789 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 22:40:48,869 - pyskl - INFO - top1_acc 0.7642 top5_acc 0.9690 2023-12-10 22:40:48,873 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7642, top5_acc: 0.9690 2023-12-10 22:41:54,469 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 17:43:04, time: 0.656, data_time: 0.183, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 1.3224, loss: 1.3224 2023-12-10 22:42:41,727 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 17:42:29, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 1.3005, loss: 1.3005 2023-12-10 22:43:29,004 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 17:41:55, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9425, loss_cls: 1.5048, loss: 1.5048 2023-12-10 22:44:16,275 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 17:41:20, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.3131, loss: 1.3131 2023-12-10 22:45:03,576 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 17:40:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.3081, loss: 1.3081 2023-12-10 22:45:50,897 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 17:40:10, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 1.3544, loss: 1.3544 2023-12-10 22:46:38,222 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 17:39:36, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.3385, loss: 1.3385 2023-12-10 22:47:25,560 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 17:39:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.3781, loss: 1.3781 2023-12-10 22:48:12,893 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 17:38:26, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.2956, loss: 1.2956 2023-12-10 22:49:00,209 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 17:37:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9631, loss_cls: 1.3156, loss: 1.3156 2023-12-10 22:49:47,555 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 17:37:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9700, loss_cls: 1.3146, loss: 1.3146 2023-12-10 22:50:34,839 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 17:36:41, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 1.3308, loss: 1.3308 2023-12-10 22:51:22,112 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 17:36:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 1.3393, loss: 1.3393 2023-12-10 22:52:09,387 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 17:35:30, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 1.3834, loss: 1.3834 2023-12-10 22:52:56,645 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 17:34:54, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9675, loss_cls: 1.2671, loss: 1.2671 2023-12-10 22:53:43,905 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 17:34:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 1.3294, loss: 1.3294 2023-12-10 22:54:31,186 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 17:33:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 1.3279, loss: 1.3279 2023-12-10 22:55:18,516 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 17:33:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9444, loss_cls: 1.4935, loss: 1.4935 2023-12-10 22:56:05,055 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 17:32:22, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 1.2632, loss: 1.2632 2023-12-10 22:56:36,829 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 17:29:01, time: 0.318, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.2700, loss: 1.2700 2023-12-10 22:57:26,899 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 17:28:55, time: 0.501, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 1.4021, loss: 1.4021 2023-12-10 22:58:16,804 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 17:28:47, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9587, loss_cls: 1.3184, loss: 1.3184 2023-12-10 22:58:58,374 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 17:27:10, time: 0.416, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9544, loss_cls: 1.3317, loss: 1.3317 2023-12-10 22:59:11,503 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-10 23:01:59,396 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 23:01:59,475 - pyskl - INFO - top1_acc 0.7886 top5_acc 0.9741 2023-12-10 23:01:59,479 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_11.pth was removed 2023-12-10 23:01:59,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-10 23:01:59,616 - pyskl - INFO - Best top1_acc is 0.7886 at 13 epoch. 2023-12-10 23:01:59,621 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7886, top5_acc: 0.9741 2023-12-10 23:03:04,245 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 17:24:54, time: 0.646, data_time: 0.182, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 1.3525, loss: 1.3525 2023-12-10 23:03:50,629 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 17:24:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 1.2476, loss: 1.2476 2023-12-10 23:04:37,050 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 17:23:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 1.2741, loss: 1.2741 2023-12-10 23:05:23,506 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 17:22:41, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 1.2551, loss: 1.2551 2023-12-10 23:06:09,922 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 17:21:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.2985, loss: 1.2985 2023-12-10 23:06:56,351 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 17:21:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9725, loss_cls: 1.1865, loss: 1.1865 2023-12-10 23:07:42,843 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 17:20:27, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 1.3557, loss: 1.3557 2023-12-10 23:08:29,206 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 17:19:42, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.3007, loss: 1.3007 2023-12-10 23:09:15,693 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 17:18:58, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 1.3621, loss: 1.3621 2023-12-10 23:10:02,138 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 17:18:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9606, loss_cls: 1.4023, loss: 1.4023 2023-12-10 23:10:48,516 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 17:17:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 1.2947, loss: 1.2947 2023-12-10 23:11:34,979 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 17:16:44, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 1.3050, loss: 1.3050 2023-12-10 23:12:21,521 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 17:16:00, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9650, loss_cls: 1.2952, loss: 1.2952 2023-12-10 23:13:07,904 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 17:15:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 1.3222, loss: 1.3222 2023-12-10 23:13:54,424 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 17:14:31, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.2795, loss: 1.2795 2023-12-10 23:14:40,862 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 17:13:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 1.2897, loss: 1.2897 2023-12-10 23:15:27,262 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 17:13:02, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9663, loss_cls: 1.2834, loss: 1.2834 2023-12-10 23:16:13,683 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 17:12:17, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.3600, loss: 1.3600 2023-12-10 23:16:58,643 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 17:11:18, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9694, loss_cls: 1.2542, loss: 1.2542 2023-12-10 23:17:31,314 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 17:08:18, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 1.4672, loss: 1.4672 2023-12-10 23:18:21,291 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 17:08:08, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.1759, loss: 1.1759 2023-12-10 23:19:11,240 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 17:07:58, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 1.2775, loss: 1.2775 2023-12-10 23:19:52,056 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 17:06:19, time: 0.408, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 1.3371, loss: 1.3371 2023-12-10 23:20:06,202 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-10 23:22:53,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 23:22:53,720 - pyskl - INFO - top1_acc 0.7612 top5_acc 0.9718 2023-12-10 23:22:53,725 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7612, top5_acc: 0.9718 2023-12-10 23:23:58,664 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 17:04:12, time: 0.649, data_time: 0.185, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9675, loss_cls: 1.2752, loss: 1.2752 2023-12-10 23:24:45,130 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 17:03:28, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 1.2340, loss: 1.2340 2023-12-10 23:25:31,745 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 17:02:46, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.3620, loss: 1.3620 2023-12-10 23:26:18,121 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 17:02:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.2964, loss: 1.2964 2023-12-10 23:27:04,623 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 17:01:18, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9694, loss_cls: 1.2019, loss: 1.2019 2023-12-10 23:27:51,012 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 17:00:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.3198, loss: 1.3198 2023-12-10 23:28:37,419 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 16:59:48, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9631, loss_cls: 1.2744, loss: 1.2744 2023-12-10 23:29:23,939 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 16:59:05, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.2908, loss: 1.2908 2023-12-10 23:30:10,276 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 16:58:20, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 1.2084, loss: 1.2084 2023-12-10 23:30:56,791 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 16:57:36, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 1.3738, loss: 1.3738 2023-12-10 23:31:43,254 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 16:56:52, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.2752, loss: 1.2752 2023-12-10 23:32:29,830 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 16:56:10, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9719, loss_cls: 1.1737, loss: 1.1737 2023-12-10 23:33:16,227 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 16:55:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.1802, loss: 1.1802 2023-12-10 23:34:02,683 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 16:54:41, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9719, loss_cls: 1.2802, loss: 1.2802 2023-12-10 23:34:49,119 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 16:53:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 1.2914, loss: 1.2914 2023-12-10 23:35:35,674 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 16:53:13, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 1.3030, loss: 1.3030 2023-12-10 23:36:22,067 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 16:52:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 1.3314, loss: 1.3314 2023-12-10 23:37:08,487 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 16:51:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 1.3539, loss: 1.3539 2023-12-10 23:37:52,738 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 16:50:40, time: 0.443, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9700, loss_cls: 1.1859, loss: 1.1859 2023-12-10 23:38:26,477 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 16:48:00, time: 0.337, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 1.2362, loss: 1.2362 2023-12-10 23:39:16,304 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 16:47:47, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 1.3577, loss: 1.3577 2023-12-10 23:40:06,210 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 16:47:34, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9688, loss_cls: 1.2816, loss: 1.2816 2023-12-10 23:40:45,999 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 16:45:50, time: 0.398, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 1.2917, loss: 1.2917 2023-12-10 23:41:01,331 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-10 23:43:48,620 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-10 23:43:48,701 - pyskl - INFO - top1_acc 0.7685 top5_acc 0.9654 2023-12-10 23:43:48,705 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.7685, top5_acc: 0.9654 2023-12-10 23:44:53,982 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 16:43:51, time: 0.653, data_time: 0.188, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 1.1945, loss: 1.1945 2023-12-10 23:45:40,507 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 16:43:08, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 1.2730, loss: 1.2730 2023-12-10 23:46:26,982 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 16:42:24, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9719, loss_cls: 1.1927, loss: 1.1927 2023-12-10 23:47:13,466 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 16:41:41, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 1.2846, loss: 1.2846 2023-12-10 23:47:59,976 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 16:40:58, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.1858, loss: 1.1858 2023-12-10 23:48:46,487 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 16:40:14, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 1.2514, loss: 1.2514 2023-12-10 23:49:32,864 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 16:39:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.1805, loss: 1.1805 2023-12-10 23:50:19,241 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 16:38:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 1.1406, loss: 1.1406 2023-12-10 23:51:05,615 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 16:38:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.2725, loss: 1.2725 2023-12-10 23:51:52,092 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 16:37:17, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.2476, loss: 1.2476 2023-12-10 23:52:38,467 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 16:36:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.2289, loss: 1.2289 2023-12-10 23:53:24,934 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 16:35:49, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.2800, loss: 1.2800 2023-12-10 23:54:11,321 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 16:35:05, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.2478, loss: 1.2478 2023-12-10 23:54:57,729 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 16:34:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9656, loss_cls: 1.2967, loss: 1.2967 2023-12-10 23:55:44,139 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 16:33:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 1.2739, loss: 1.2739 2023-12-10 23:56:30,580 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 16:32:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 1.2398, loss: 1.2398 2023-12-10 23:57:16,935 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 16:32:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.2485, loss: 1.2485 2023-12-10 23:58:03,321 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 16:31:23, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.2538, loss: 1.2538 2023-12-10 23:58:46,133 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 16:30:08, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.3749, loss: 1.3749 2023-12-10 23:59:20,823 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 16:27:45, time: 0.347, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 1.3041, loss: 1.3041 2023-12-11 00:00:10,630 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 16:27:29, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.2765, loss: 1.2765 2023-12-11 00:01:00,557 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 16:27:15, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 1.2226, loss: 1.2226 2023-12-11 00:01:39,495 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 16:25:28, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.3555, loss: 1.3555 2023-12-11 00:01:54,994 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-11 00:04:42,680 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 00:04:42,762 - pyskl - INFO - top1_acc 0.8023 top5_acc 0.9778 2023-12-11 00:04:42,765 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_13.pth was removed 2023-12-11 00:04:42,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2023-12-11 00:04:42,909 - pyskl - INFO - Best top1_acc is 0.8023 at 16 epoch. 2023-12-11 00:04:42,915 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8023, top5_acc: 0.9778 2023-12-11 00:05:47,736 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 16:23:29, time: 0.648, data_time: 0.184, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9688, loss_cls: 1.2085, loss: 1.2085 2023-12-11 00:06:34,251 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 16:22:46, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9681, loss_cls: 1.2142, loss: 1.2142 2023-12-11 00:07:20,627 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 16:22:02, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 1.1828, loss: 1.1828 2023-12-11 00:08:07,083 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 16:21:19, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.2258, loss: 1.2258 2023-12-11 00:08:53,576 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 16:20:35, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.2798, loss: 1.2798 2023-12-11 00:09:39,996 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 16:19:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.2149, loss: 1.2149 2023-12-11 00:10:26,477 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 16:19:08, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 1.1855, loss: 1.1855 2023-12-11 00:11:12,922 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 16:18:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.2276, loss: 1.2276 2023-12-11 00:11:59,310 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 16:17:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9663, loss_cls: 1.2636, loss: 1.2636 2023-12-11 00:12:45,734 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 16:16:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.3601, loss: 1.3601 2023-12-11 00:13:32,197 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 16:16:13, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 1.1905, loss: 1.1905 2023-12-11 00:14:18,622 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 16:15:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 1.2322, loss: 1.2322 2023-12-11 00:15:05,076 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 16:14:46, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 1.2371, loss: 1.2371 2023-12-11 00:15:51,534 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 16:14:02, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9700, loss_cls: 1.2279, loss: 1.2279 2023-12-11 00:16:37,955 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 16:13:18, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 1.1958, loss: 1.1958 2023-12-11 00:17:24,331 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 16:12:34, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.2386, loss: 1.2386 2023-12-11 00:18:10,760 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 16:11:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.1382, loss: 1.1382 2023-12-11 00:18:57,150 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 16:11:06, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 1.2312, loss: 1.2312 2023-12-11 00:19:39,684 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 16:09:51, time: 0.425, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.1993, loss: 1.1993 2023-12-11 00:20:14,991 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 16:07:39, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 1.2410, loss: 1.2410 2023-12-11 00:21:04,839 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 16:07:23, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.2778, loss: 1.2778 2023-12-11 00:21:54,805 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 16:07:07, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 1.1904, loss: 1.1904 2023-12-11 00:22:33,089 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 16:05:19, time: 0.383, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 1.1668, loss: 1.1668 2023-12-11 00:22:49,018 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-11 00:25:36,032 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 00:25:36,115 - pyskl - INFO - top1_acc 0.8272 top5_acc 0.9811 2023-12-11 00:25:36,120 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_16.pth was removed 2023-12-11 00:25:36,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2023-12-11 00:25:36,266 - pyskl - INFO - Best top1_acc is 0.8272 at 17 epoch. 2023-12-11 00:25:36,271 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8272, top5_acc: 0.9811 2023-12-11 00:26:41,063 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 16:03:24, time: 0.648, data_time: 0.184, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9688, loss_cls: 1.1675, loss: 1.1675 2023-12-11 00:27:27,548 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 16:02:41, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 1.1726, loss: 1.1726 2023-12-11 00:28:14,050 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 16:01:58, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.2230, loss: 1.2230 2023-12-11 00:29:00,440 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 16:01:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1743, loss: 1.1743 2023-12-11 00:29:46,849 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 16:00:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.1622, loss: 1.1622 2023-12-11 00:30:33,221 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 15:59:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 1.1924, loss: 1.1924 2023-12-11 00:31:19,619 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 15:59:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9675, loss_cls: 1.2162, loss: 1.2162 2023-12-11 00:32:06,098 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 15:58:19, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 1.1977, loss: 1.1977 2023-12-11 00:32:52,600 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 15:57:36, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 1.2189, loss: 1.2189 2023-12-11 00:33:38,987 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 15:56:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.1892, loss: 1.1892 2023-12-11 00:34:25,453 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 15:56:09, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9644, loss_cls: 1.3244, loss: 1.3244 2023-12-11 00:35:11,916 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 15:55:26, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 1.1844, loss: 1.1844 2023-12-11 00:35:58,326 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 15:54:42, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.2230, loss: 1.2230 2023-12-11 00:36:44,841 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 15:53:59, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.1404, loss: 1.1404 2023-12-11 00:37:31,233 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 15:53:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.1936, loss: 1.1936 2023-12-11 00:38:17,760 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 15:52:32, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9663, loss_cls: 1.2161, loss: 1.2161 2023-12-11 00:39:04,128 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 15:51:48, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9656, loss_cls: 1.1881, loss: 1.1881 2023-12-11 00:39:50,500 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 15:51:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 1.2223, loss: 1.2223 2023-12-11 00:40:33,260 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 15:49:53, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.2449, loss: 1.2449 2023-12-11 00:41:08,697 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 15:47:48, time: 0.354, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.3089, loss: 1.3089 2023-12-11 00:41:58,522 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 15:47:29, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.1778, loss: 1.1778 2023-12-11 00:42:48,453 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 15:47:11, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 1.2153, loss: 1.2153 2023-12-11 00:43:26,556 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 15:45:27, time: 0.381, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 1.1995, loss: 1.1995 2023-12-11 00:43:42,274 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-11 00:46:29,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 00:46:29,226 - pyskl - INFO - top1_acc 0.8216 top5_acc 0.9814 2023-12-11 00:46:29,232 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8216, top5_acc: 0.9814 2023-12-11 00:47:35,006 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 15:43:42, time: 0.658, data_time: 0.185, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9762, loss_cls: 1.1319, loss: 1.1319 2023-12-11 00:48:22,263 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 15:43:04, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.0347, loss: 1.0347 2023-12-11 00:49:09,497 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 15:42:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 1.1732, loss: 1.1732 2023-12-11 00:49:56,709 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 15:41:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 1.1187, loss: 1.1187 2023-12-11 00:50:43,944 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 15:41:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 1.2537, loss: 1.2537 2023-12-11 00:51:31,250 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 15:40:34, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 1.1568, loss: 1.1568 2023-12-11 00:52:18,481 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 15:39:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 1.1082, loss: 1.1082 2023-12-11 00:53:05,746 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 15:39:19, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.1571, loss: 1.1571 2023-12-11 00:53:53,065 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 15:38:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9644, loss_cls: 1.2596, loss: 1.2596 2023-12-11 00:54:40,277 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 15:38:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 1.1876, loss: 1.1876 2023-12-11 00:55:27,515 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 15:37:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.1860, loss: 1.1860 2023-12-11 00:56:14,805 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 15:36:48, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9519, loss_cls: 1.3144, loss: 1.3144 2023-12-11 00:57:02,045 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 15:36:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.1106, loss: 1.1106 2023-12-11 00:57:49,352 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 15:35:33, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.1508, loss: 1.1508 2023-12-11 00:58:36,644 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 15:34:55, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 1.2405, loss: 1.2405 2023-12-11 00:59:23,954 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 15:34:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.2454, loss: 1.2454 2023-12-11 01:00:11,258 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 15:33:40, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9675, loss_cls: 1.1805, loss: 1.1805 2023-12-11 01:00:58,591 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 15:33:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9688, loss_cls: 1.2175, loss: 1.2175 2023-12-11 01:01:42,194 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 15:31:58, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9637, loss_cls: 1.2080, loss: 1.2080 2023-12-11 01:02:17,518 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 15:29:57, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 1.2289, loss: 1.2289 2023-12-11 01:03:07,496 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 15:29:38, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.2527, loss: 1.2527 2023-12-11 01:03:57,399 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 15:29:19, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 1.1827, loss: 1.1827 2023-12-11 01:04:35,633 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 15:27:38, time: 0.382, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9631, loss_cls: 1.2996, loss: 1.2996 2023-12-11 01:04:52,259 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-11 01:07:40,772 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 01:07:40,853 - pyskl - INFO - top1_acc 0.8255 top5_acc 0.9818 2023-12-11 01:07:40,858 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8255, top5_acc: 0.9818 2023-12-11 01:08:46,675 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 15:25:56, time: 0.658, data_time: 0.186, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.0853, loss: 1.0853 2023-12-11 01:09:33,931 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 15:25:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 1.0036, loss: 1.0036 2023-12-11 01:10:21,160 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 15:24:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 1.0599, loss: 1.0599 2023-12-11 01:11:08,416 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 15:24:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.0855, loss: 1.0855 2023-12-11 01:11:55,625 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 15:23:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9688, loss_cls: 1.2359, loss: 1.2359 2023-12-11 01:12:42,856 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 15:22:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 1.1098, loss: 1.1098 2023-12-11 01:13:30,075 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 15:22:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 1.1407, loss: 1.1407 2023-12-11 01:14:17,328 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 15:21:28, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 1.0541, loss: 1.0541 2023-12-11 01:15:04,541 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 15:20:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.2045, loss: 1.2045 2023-12-11 01:15:51,740 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 15:20:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.2254, loss: 1.2254 2023-12-11 01:16:38,948 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 15:19:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.2151, loss: 1.2151 2023-12-11 01:17:26,206 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 15:18:54, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 1.2185, loss: 1.2185 2023-12-11 01:18:13,373 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 15:18:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9756, loss_cls: 1.1059, loss: 1.1059 2023-12-11 01:19:00,565 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 15:17:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 1.1968, loss: 1.1968 2023-12-11 01:19:47,856 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 15:16:58, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 1.1373, loss: 1.1373 2023-12-11 01:20:34,410 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 15:16:15, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.1486, loss: 1.1486 2023-12-11 01:21:20,835 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 15:15:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 1.2038, loss: 1.2038 2023-12-11 01:22:07,216 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 15:14:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 1.2102, loss: 1.2102 2023-12-11 01:22:47,755 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 15:13:24, time: 0.405, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 1.2567, loss: 1.2567 2023-12-11 01:23:25,611 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 15:11:44, time: 0.379, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 1.1190, loss: 1.1190 2023-12-11 01:24:15,304 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 15:11:22, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9700, loss_cls: 1.1877, loss: 1.1877 2023-12-11 01:25:05,049 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 15:10:59, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 1.2265, loss: 1.2265 2023-12-11 01:25:40,828 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 15:09:06, time: 0.358, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.2254, loss: 1.2254 2023-12-11 01:25:59,071 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-11 01:28:46,265 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 01:28:46,344 - pyskl - INFO - top1_acc 0.8331 top5_acc 0.9820 2023-12-11 01:28:46,348 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_17.pth was removed 2023-12-11 01:28:46,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2023-12-11 01:28:46,478 - pyskl - INFO - Best top1_acc is 0.8331 at 20 epoch. 2023-12-11 01:28:46,483 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8331, top5_acc: 0.9820 2023-12-11 01:29:51,732 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 15:07:22, time: 0.652, data_time: 0.189, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.1639, loss: 1.1639 2023-12-11 01:30:38,229 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 15:06:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 1.1143, loss: 1.1143 2023-12-11 01:31:24,704 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 15:05:55, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.1581, loss: 1.1581 2023-12-11 01:32:11,112 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 15:05:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 1.1238, loss: 1.1238 2023-12-11 01:32:57,479 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 15:04:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 1.1337, loss: 1.1337 2023-12-11 01:33:43,871 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 15:03:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.1864, loss: 1.1864 2023-12-11 01:34:30,262 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 15:02:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 1.2420, loss: 1.2420 2023-12-11 01:35:16,678 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 15:02:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9744, loss_cls: 1.0812, loss: 1.0812 2023-12-11 01:36:03,071 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 15:01:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.1833, loss: 1.1833 2023-12-11 01:36:49,458 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 15:00:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 1.1848, loss: 1.1848 2023-12-11 01:37:35,876 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 15:00:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.1450, loss: 1.1450 2023-12-11 01:38:22,182 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 14:59:19, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.1242, loss: 1.1242 2023-12-11 01:39:08,521 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 14:58:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.1200, loss: 1.1200 2023-12-11 01:39:54,878 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 14:57:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.1664, loss: 1.1664 2023-12-11 01:40:41,296 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 14:57:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 1.1023, loss: 1.1023 2023-12-11 01:41:27,597 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 14:56:22, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9738, loss_cls: 1.1776, loss: 1.1776 2023-12-11 01:42:13,975 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 14:55:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.1091, loss: 1.1091 2023-12-11 01:43:00,483 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 14:54:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 1.1864, loss: 1.1864 2023-12-11 01:43:40,041 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 14:53:28, time: 0.396, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 1.1464, loss: 1.1464 2023-12-11 01:44:19,378 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 14:52:00, time: 0.393, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 1.2154, loss: 1.2154 2023-12-11 01:45:09,073 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 14:51:37, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 1.1217, loss: 1.1217 2023-12-11 01:45:58,803 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 14:51:13, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.1625, loss: 1.1625 2023-12-11 01:46:33,078 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 14:49:15, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.1813, loss: 1.1813 2023-12-11 01:46:52,498 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-11 01:49:40,385 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 01:49:40,465 - pyskl - INFO - top1_acc 0.8320 top5_acc 0.9840 2023-12-11 01:49:40,469 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8320, top5_acc: 0.9840 2023-12-11 01:50:46,001 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 14:47:34, time: 0.655, data_time: 0.183, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 1.0639, loss: 1.0639 2023-12-11 01:51:33,221 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 14:46:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.1032, loss: 1.1032 2023-12-11 01:52:20,464 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 14:46:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 1.0101, loss: 1.0101 2023-12-11 01:53:07,715 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 14:45:38, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 1.1616, loss: 1.1616 2023-12-11 01:53:54,961 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 14:45:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.0740, loss: 1.0740 2023-12-11 01:54:42,137 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 14:44:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.2197, loss: 1.2197 2023-12-11 01:55:29,333 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 14:43:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9738, loss_cls: 1.1329, loss: 1.1329 2023-12-11 01:56:16,586 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 14:43:03, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.1071, loss: 1.1071 2023-12-11 01:57:03,770 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 14:42:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.1440, loss: 1.1440 2023-12-11 01:57:51,010 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 14:41:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.0823, loss: 1.0823 2023-12-11 01:58:38,235 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 14:41:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.0833, loss: 1.0833 2023-12-11 01:59:25,419 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 14:40:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 1.1292, loss: 1.1292 2023-12-11 02:00:12,606 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 14:39:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.0879, loss: 1.0879 2023-12-11 02:00:59,864 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 14:39:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 1.1257, loss: 1.1257 2023-12-11 02:01:47,091 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 14:38:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.1529, loss: 1.1529 2023-12-11 02:02:34,279 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 14:37:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.0951, loss: 1.0951 2023-12-11 02:03:21,422 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 14:37:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 1.1628, loss: 1.1628 2023-12-11 02:04:08,573 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 14:36:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9706, loss_cls: 1.2285, loss: 1.2285 2023-12-11 02:04:47,306 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 14:35:02, time: 0.387, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 1.0300, loss: 1.0300 2023-12-11 02:05:27,600 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 14:33:42, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 1.2427, loss: 1.2427 2023-12-11 02:06:17,405 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 14:33:18, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.1237, loss: 1.1237 2023-12-11 02:07:07,050 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 14:32:53, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.1757, loss: 1.1757 2023-12-11 02:07:40,275 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 14:30:52, time: 0.332, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9663, loss_cls: 1.2250, loss: 1.2250 2023-12-11 02:08:01,018 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-11 02:10:48,815 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 02:10:48,897 - pyskl - INFO - top1_acc 0.8286 top5_acc 0.9804 2023-12-11 02:10:48,901 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8286, top5_acc: 0.9804 2023-12-11 02:11:54,530 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 14:29:14, time: 0.656, data_time: 0.184, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9951, loss: 0.9951 2023-12-11 02:12:41,720 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 14:28:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.1537, loss: 1.1537 2023-12-11 02:13:28,924 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 14:27:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9781, loss_cls: 1.0696, loss: 1.0696 2023-12-11 02:14:16,116 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 14:27:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.1467, loss: 1.1467 2023-12-11 02:15:03,373 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 14:26:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.0535, loss: 1.0535 2023-12-11 02:15:50,582 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 14:25:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 1.0872, loss: 1.0872 2023-12-11 02:16:37,768 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 14:25:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.1148, loss: 1.1148 2023-12-11 02:17:25,011 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 14:24:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.1365, loss: 1.1365 2023-12-11 02:18:12,233 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 14:24:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 1.1041, loss: 1.1041 2023-12-11 02:18:59,453 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 14:23:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.1399, loss: 1.1399 2023-12-11 02:19:46,663 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 14:22:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.1464, loss: 1.1464 2023-12-11 02:20:33,828 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 14:22:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.1072, loss: 1.1072 2023-12-11 02:21:21,023 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 14:21:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 1.1150, loss: 1.1150 2023-12-11 02:22:08,177 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 14:20:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9738, loss_cls: 1.0678, loss: 1.0678 2023-12-11 02:22:55,319 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 14:20:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.2092, loss: 1.2092 2023-12-11 02:23:42,463 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 14:19:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 1.1477, loss: 1.1477 2023-12-11 02:24:29,634 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 14:18:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.1496, loss: 1.1496 2023-12-11 02:25:16,874 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 14:18:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.1297, loss: 1.1297 2023-12-11 02:25:54,378 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 14:16:29, time: 0.375, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1150, loss: 1.1150 2023-12-11 02:26:36,142 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 14:15:20, time: 0.418, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 1.0347, loss: 1.0347 2023-12-11 02:27:25,905 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 14:14:54, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 1.1366, loss: 1.1366 2023-12-11 02:28:15,658 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 14:14:29, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.1442, loss: 1.1442 2023-12-11 02:28:47,377 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 14:12:24, time: 0.317, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.1004, loss: 1.1004 2023-12-11 02:29:08,896 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-11 02:31:56,469 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 02:31:56,550 - pyskl - INFO - top1_acc 0.8387 top5_acc 0.9848 2023-12-11 02:31:56,555 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_20.pth was removed 2023-12-11 02:31:56,699 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. 2023-12-11 02:31:56,699 - pyskl - INFO - Best top1_acc is 0.8387 at 23 epoch. 2023-12-11 02:31:56,704 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8387, top5_acc: 0.9848 2023-12-11 02:33:01,654 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 14:10:43, time: 0.649, data_time: 0.185, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 1.0142, loss: 1.0142 2023-12-11 02:33:47,980 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 14:09:59, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.0827, loss: 1.0827 2023-12-11 02:34:34,359 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 14:09:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 1.0739, loss: 1.0739 2023-12-11 02:35:20,812 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 14:08:31, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 1.1140, loss: 1.1140 2023-12-11 02:36:07,225 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 14:07:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 1.1050, loss: 1.1050 2023-12-11 02:36:53,621 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 14:07:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.1131, loss: 1.1131 2023-12-11 02:37:39,934 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 14:06:19, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9756, loss_cls: 1.0284, loss: 1.0284 2023-12-11 02:38:26,230 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 14:05:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.0933, loss: 1.0933 2023-12-11 02:39:12,566 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 14:04:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.1485, loss: 1.1485 2023-12-11 02:39:58,904 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 14:04:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 1.1148, loss: 1.1148 2023-12-11 02:40:45,250 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 14:03:22, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 1.1166, loss: 1.1166 2023-12-11 02:41:31,575 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 14:02:38, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 1.1926, loss: 1.1926 2023-12-11 02:42:17,952 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 14:01:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.0225, loss: 1.0225 2023-12-11 02:43:04,248 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 14:01:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.1404, loss: 1.1404 2023-12-11 02:43:50,678 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 14:00:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9738, loss_cls: 1.1061, loss: 1.1061 2023-12-11 02:44:37,007 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 13:59:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.1849, loss: 1.1849 2023-12-11 02:45:23,340 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 13:58:56, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.1895, loss: 1.1895 2023-12-11 02:46:09,741 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 13:58:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.1177, loss: 1.1177 2023-12-11 02:46:45,782 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 13:56:33, time: 0.360, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.1609, loss: 1.1609 2023-12-11 02:47:29,020 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 13:55:33, time: 0.432, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.1020, loss: 1.1020 2023-12-11 02:48:18,687 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 13:55:06, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 1.0661, loss: 1.0661 2023-12-11 02:49:08,395 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 13:54:40, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.0281, loss: 1.0281 2023-12-11 02:49:38,960 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 13:52:33, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.1508, loss: 1.1508 2023-12-11 02:50:01,699 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-11 02:52:49,208 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 02:52:49,294 - pyskl - INFO - top1_acc 0.8239 top5_acc 0.9790 2023-12-11 02:52:49,299 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8239, top5_acc: 0.9790 2023-12-11 02:53:55,211 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 13:50:59, time: 0.659, data_time: 0.187, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 1.0699, loss: 1.0699 2023-12-11 02:54:42,398 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 13:50:19, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 1.0552, loss: 1.0552 2023-12-11 02:55:29,572 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 13:49:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 1.0662, loss: 1.0662 2023-12-11 02:56:16,797 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 13:49:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 1.0792, loss: 1.0792 2023-12-11 02:57:04,015 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 13:48:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.1135, loss: 1.1135 2023-12-11 02:57:51,186 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 13:47:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.1046, loss: 1.1046 2023-12-11 02:58:38,417 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 13:47:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.0189, loss: 1.0189 2023-12-11 02:59:25,648 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 13:46:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.1006, loss: 1.1006 2023-12-11 03:00:12,842 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 13:45:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 1.0165, loss: 1.0165 2023-12-11 03:01:00,056 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 13:45:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.1585, loss: 1.1585 2023-12-11 03:01:47,223 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 13:44:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.0519, loss: 1.0519 2023-12-11 03:02:34,414 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 13:43:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 1.0224, loss: 1.0224 2023-12-11 03:03:21,557 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 13:43:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 1.1842, loss: 1.1842 2023-12-11 03:04:08,801 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 13:42:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.0885, loss: 1.0885 2023-12-11 03:04:55,986 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 13:41:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9719, loss_cls: 1.0907, loss: 1.0907 2023-12-11 03:05:43,161 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 13:41:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.1048, loss: 1.1048 2023-12-11 03:06:30,386 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 13:40:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.9355, loss: 0.9355 2023-12-11 03:07:17,574 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 13:39:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9706, loss_cls: 1.1493, loss: 1.1493 2023-12-11 03:07:52,907 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 13:38:02, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.0382, loss: 1.0382 2023-12-11 03:08:36,713 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 13:37:05, time: 0.438, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9731, loss_cls: 1.1026, loss: 1.1026 2023-12-11 03:09:26,526 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 13:36:39, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 1.1895, loss: 1.1895 2023-12-11 03:10:16,402 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 13:36:12, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9744, loss_cls: 1.0983, loss: 1.0983 2023-12-11 03:10:45,948 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 13:34:04, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 1.1105, loss: 1.1105 2023-12-11 03:11:09,855 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-11 03:13:57,580 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 03:13:57,660 - pyskl - INFO - top1_acc 0.8173 top5_acc 0.9786 2023-12-11 03:13:57,665 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8173, top5_acc: 0.9786 2023-12-11 03:15:03,211 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 13:32:30, time: 0.655, data_time: 0.184, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9738, loss_cls: 1.0689, loss: 1.0689 2023-12-11 03:15:50,397 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 13:31:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.0308, loss: 1.0308 2023-12-11 03:16:37,577 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 13:31:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.0406, loss: 1.0406 2023-12-11 03:17:24,802 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 13:30:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.0030, loss: 1.0030 2023-12-11 03:18:12,010 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 13:29:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 1.0493, loss: 1.0493 2023-12-11 03:18:59,195 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 13:29:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9781, loss_cls: 1.0556, loss: 1.0556 2023-12-11 03:19:46,399 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 13:28:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.1090, loss: 1.1090 2023-12-11 03:20:33,594 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 13:27:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 1.0542, loss: 1.0542 2023-12-11 03:21:20,779 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 13:27:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 1.0606, loss: 1.0606 2023-12-11 03:22:08,018 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 13:26:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.0498, loss: 1.0498 2023-12-11 03:22:55,229 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 13:25:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9731, loss_cls: 1.0922, loss: 1.0922 2023-12-11 03:23:42,414 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 13:25:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.1165, loss: 1.1165 2023-12-11 03:24:29,594 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 13:24:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 1.0728, loss: 1.0728 2023-12-11 03:25:16,858 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 13:23:50, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 1.1028, loss: 1.1028 2023-12-11 03:26:04,038 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 13:23:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.1175, loss: 1.1175 2023-12-11 03:26:51,223 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 13:22:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.0368, loss: 1.0368 2023-12-11 03:27:38,357 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 13:21:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 1.1293, loss: 1.1293 2023-12-11 03:28:25,499 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 13:21:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 1.0145, loss: 1.0145 2023-12-11 03:28:59,420 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 13:19:25, time: 0.339, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 1.1268, loss: 1.1268 2023-12-11 03:29:45,034 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 13:18:37, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 1.0751, loss: 1.0751 2023-12-11 03:30:34,701 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 13:18:09, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.1367, loss: 1.1367 2023-12-11 03:31:24,308 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 13:17:40, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 1.0356, loss: 1.0356 2023-12-11 03:31:52,271 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 13:15:28, time: 0.280, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 1.1528, loss: 1.1528 2023-12-11 03:32:17,524 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-11 03:35:05,448 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 03:35:05,531 - pyskl - INFO - top1_acc 0.8239 top5_acc 0.9811 2023-12-11 03:35:05,535 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8239, top5_acc: 0.9811 2023-12-11 03:36:11,119 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 13:13:55, time: 0.656, data_time: 0.185, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.9735, loss: 0.9735 2023-12-11 03:36:58,295 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 13:13:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.0613, loss: 1.0613 2023-12-11 03:37:45,464 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 13:12:35, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.0040, loss: 1.0040 2023-12-11 03:38:32,630 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 13:11:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 1.0478, loss: 1.0478 2023-12-11 03:39:19,733 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 13:11:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 1.0605, loss: 1.0605 2023-12-11 03:40:06,895 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 13:10:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.0102, loss: 1.0102 2023-12-11 03:40:54,074 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 13:09:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 1.0423, loss: 1.0423 2023-12-11 03:41:41,203 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 13:09:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.9825, loss: 0.9825 2023-12-11 03:42:28,347 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 13:08:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.0736, loss: 1.0736 2023-12-11 03:43:15,541 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 13:07:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.0636, loss: 1.0636 2023-12-11 03:44:02,780 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 13:07:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 1.1016, loss: 1.1016 2023-12-11 03:44:49,976 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 13:06:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.0327, loss: 1.0327 2023-12-11 03:45:37,133 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 13:05:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.0822, loss: 1.0822 2023-12-11 03:46:24,322 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 13:05:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.1009, loss: 1.1009 2023-12-11 03:47:11,536 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 13:04:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.0668, loss: 1.0668 2023-12-11 03:47:58,724 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 13:03:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 1.0638, loss: 1.0638 2023-12-11 03:48:45,858 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 13:03:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 1.0837, loss: 1.0837 2023-12-11 03:49:33,022 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 13:02:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 1.0942, loss: 1.0942 2023-12-11 03:50:05,768 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 13:00:42, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9769, loss_cls: 1.0113, loss: 1.0113 2023-12-11 03:50:52,279 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 12:59:59, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9788, loss_cls: 1.0880, loss: 1.0880 2023-12-11 03:51:41,919 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 12:59:29, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.0576, loss: 1.0576 2023-12-11 03:52:31,537 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 12:59:00, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.1078, loss: 1.1078 2023-12-11 03:52:58,724 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 12:56:48, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 1.0607, loss: 1.0607 2023-12-11 03:53:24,311 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-11 03:56:11,630 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 03:56:11,713 - pyskl - INFO - top1_acc 0.8149 top5_acc 0.9778 2023-12-11 03:56:11,720 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8149, top5_acc: 0.9778 2023-12-11 03:57:16,404 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 12:55:13, time: 0.647, data_time: 0.183, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.1006, loss: 1.1006 2023-12-11 03:58:02,780 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 12:54:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.0304, loss: 1.0304 2023-12-11 03:58:49,149 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 12:53:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.9173, loss: 0.9173 2023-12-11 03:59:35,547 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 12:53:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9600, loss_cls: 1.0411, loss: 1.0411 2023-12-11 04:00:21,822 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 12:52:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.1113, loss: 1.1113 2023-12-11 04:01:08,288 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 12:51:33, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.1597, loss: 1.1597 2023-12-11 04:01:54,584 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 12:50:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 1.0203, loss: 1.0203 2023-12-11 04:02:41,066 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 12:50:05, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 0.9988, loss: 0.9988 2023-12-11 04:03:27,389 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 12:49:20, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 1.0846, loss: 1.0846 2023-12-11 04:04:13,766 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 12:48:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.0790, loss: 1.0790 2023-12-11 04:05:00,200 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 12:47:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.0177, loss: 1.0177 2023-12-11 04:05:46,530 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 12:47:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 1.0412, loss: 1.0412 2023-12-11 04:06:32,848 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 12:46:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 1.2043, loss: 1.2043 2023-12-11 04:07:19,183 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 12:45:40, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.1326, loss: 1.1326 2023-12-11 04:08:05,569 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 12:44:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.1000, loss: 1.1000 2023-12-11 04:08:51,890 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 12:44:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 1.0854, loss: 1.0854 2023-12-11 04:09:38,334 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 12:43:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 1.0409, loss: 1.0409 2023-12-11 04:10:24,642 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 12:42:43, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 1.0001, loss: 1.0001 2023-12-11 04:10:57,748 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 12:41:01, time: 0.331, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.1906, loss: 1.1906 2023-12-11 04:11:44,332 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 12:40:18, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 1.1337, loss: 1.1337 2023-12-11 04:12:34,042 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 12:39:49, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 1.1033, loss: 1.1033 2023-12-11 04:13:23,712 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 12:39:19, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.9863, loss: 0.9863 2023-12-11 04:13:50,979 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 12:37:12, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 1.0908, loss: 1.0908 2023-12-11 04:14:16,502 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-11 04:17:04,128 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 04:17:04,211 - pyskl - INFO - top1_acc 0.8284 top5_acc 0.9816 2023-12-11 04:17:04,216 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8284, top5_acc: 0.9816 2023-12-11 04:18:10,047 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 12:35:42, time: 0.658, data_time: 0.186, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 1.0235, loss: 1.0235 2023-12-11 04:18:57,200 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 12:35:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 1.0180, loss: 1.0180 2023-12-11 04:19:44,400 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 12:34:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.0568, loss: 1.0568 2023-12-11 04:20:31,573 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 12:33:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.9985, loss: 0.9985 2023-12-11 04:21:18,800 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 12:33:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 1.0629, loss: 1.0629 2023-12-11 04:22:06,058 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 12:32:20, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9750, loss_cls: 1.0567, loss: 1.0567 2023-12-11 04:22:53,357 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 12:31:40, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.0526, loss: 1.0526 2023-12-11 04:23:40,613 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 12:31:00, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.1423, loss: 1.1423 2023-12-11 04:24:27,864 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 12:30:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 1.1020, loss: 1.1020 2023-12-11 04:25:15,091 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 12:29:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.0119, loss: 1.0119 2023-12-11 04:26:02,349 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 12:28:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.0138, loss: 1.0138 2023-12-11 04:26:49,675 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 12:28:19, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 1.1316, loss: 1.1316 2023-12-11 04:27:36,964 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 12:27:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.0923, loss: 1.0923 2023-12-11 04:28:24,226 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 12:26:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 1.0252, loss: 1.0252 2023-12-11 04:29:11,499 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 12:26:19, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 1.0815, loss: 1.0815 2023-12-11 04:29:58,805 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 12:25:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 1.1255, loss: 1.1255 2023-12-11 04:30:46,089 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 12:24:58, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.0513, loss: 1.0513 2023-12-11 04:31:33,345 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 12:24:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 1.0224, loss: 1.0224 2023-12-11 04:32:06,010 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 12:22:36, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.0653, loss: 1.0653 2023-12-11 04:32:53,434 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 12:21:56, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.9807, loss: 0.9807 2023-12-11 04:33:43,459 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 12:21:28, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 1.0142, loss: 1.0142 2023-12-11 04:34:33,383 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 12:20:58, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.0537, loss: 1.0537 2023-12-11 04:35:01,515 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 12:18:58, time: 0.281, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.0729, loss: 1.0729 2023-12-11 04:35:27,190 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-11 04:38:15,069 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 04:38:15,147 - pyskl - INFO - top1_acc 0.8048 top5_acc 0.9780 2023-12-11 04:38:15,152 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8048, top5_acc: 0.9780 2023-12-11 04:39:20,616 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 12:17:28, time: 0.655, data_time: 0.186, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.9719, loss: 0.9719 2023-12-11 04:40:07,874 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 12:16:48, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 0.9488, loss: 0.9488 2023-12-11 04:40:55,165 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 12:16:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.9852, loss: 0.9852 2023-12-11 04:41:42,443 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 12:15:27, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 1.0300, loss: 1.0300 2023-12-11 04:42:29,693 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 12:14:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.0074, loss: 1.0074 2023-12-11 04:43:16,946 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 12:14:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 1.0577, loss: 1.0577 2023-12-11 04:44:04,225 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 12:13:26, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.0494, loss: 1.0494 2023-12-11 04:44:51,515 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 12:12:46, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 1.0496, loss: 1.0496 2023-12-11 04:45:38,763 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 12:12:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.1229, loss: 1.1229 2023-12-11 04:46:25,956 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 12:11:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.0462, loss: 1.0462 2023-12-11 04:47:13,253 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 12:10:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.1264, loss: 1.1264 2023-12-11 04:48:00,555 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 12:10:04, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 1.0296, loss: 1.0296 2023-12-11 04:48:47,827 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 12:09:24, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.0748, loss: 1.0748 2023-12-11 04:49:35,112 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 12:08:43, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9750, loss_cls: 1.1163, loss: 1.1163 2023-12-11 04:50:22,352 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 12:08:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 1.0491, loss: 1.0491 2023-12-11 04:51:09,621 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 12:07:22, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.9353, loss: 0.9353 2023-12-11 04:51:56,901 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 12:06:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9933, loss: 0.9933 2023-12-11 04:52:44,137 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 12:06:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.1154, loss: 1.1154 2023-12-11 04:53:15,070 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 12:04:15, time: 0.309, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.1150, loss: 1.1150 2023-12-11 04:54:04,377 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 12:03:42, time: 0.493, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 1.1411, loss: 1.1411 2023-12-11 04:54:54,302 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 12:03:13, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 1.0893, loss: 1.0893 2023-12-11 04:55:44,296 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 12:02:43, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.9926, loss: 0.9926 2023-12-11 04:56:11,640 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 12:00:43, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 1.0583, loss: 1.0583 2023-12-11 04:56:37,128 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-11 04:59:24,268 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 04:59:24,346 - pyskl - INFO - top1_acc 0.8433 top5_acc 0.9847 2023-12-11 04:59:24,350 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_23.pth was removed 2023-12-11 04:59:24,477 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2023-12-11 04:59:24,477 - pyskl - INFO - Best top1_acc is 0.8433 at 30 epoch. 2023-12-11 04:59:24,481 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8433, top5_acc: 0.9847 2023-12-11 05:00:29,584 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 11:59:12, time: 0.651, data_time: 0.186, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9871, loss: 0.9871 2023-12-11 05:01:15,988 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 11:58:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.0420, loss: 1.0420 2023-12-11 05:02:02,366 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 11:57:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.0196, loss: 1.0196 2023-12-11 05:02:48,766 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 11:57:00, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.9295, loss: 0.9295 2023-12-11 05:03:35,172 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 11:56:16, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.1126, loss: 1.1126 2023-12-11 05:04:21,529 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 11:55:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.0039, loss: 1.0039 2023-12-11 05:05:07,923 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 11:54:48, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.0631, loss: 1.0631 2023-12-11 05:05:54,307 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 11:54:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.0540, loss: 1.0540 2023-12-11 05:06:40,691 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 11:53:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.0723, loss: 1.0723 2023-12-11 05:07:27,137 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 11:52:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.9857, loss: 0.9857 2023-12-11 05:08:13,587 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 11:51:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.0755, loss: 1.0755 2023-12-11 05:09:00,020 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 11:51:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 1.0489, loss: 1.0489 2023-12-11 05:09:46,464 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 11:50:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9762, loss_cls: 1.0798, loss: 1.0798 2023-12-11 05:10:32,880 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 11:49:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.0608, loss: 1.0608 2023-12-11 05:11:19,219 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 11:48:57, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 1.1244, loss: 1.1244 2023-12-11 05:12:05,637 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 11:48:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.0129, loss: 1.0129 2023-12-11 05:12:52,232 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 11:47:30, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 1.0059, loss: 1.0059 2023-12-11 05:13:38,660 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 11:46:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.0413, loss: 1.0413 2023-12-11 05:14:08,880 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 11:44:59, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.0241, loss: 1.0241 2023-12-11 05:14:58,759 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 11:44:29, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 1.0755, loss: 1.0755 2023-12-11 05:15:48,734 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 11:43:58, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.0583, loss: 1.0583 2023-12-11 05:16:38,546 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 11:43:28, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.0826, loss: 1.0826 2023-12-11 05:17:06,312 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 11:41:32, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9835, loss: 0.9835 2023-12-11 05:17:31,935 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-11 05:20:19,646 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 05:20:19,724 - pyskl - INFO - top1_acc 0.8474 top5_acc 0.9823 2023-12-11 05:20:19,728 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_30.pth was removed 2023-12-11 05:20:19,867 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2023-12-11 05:20:19,868 - pyskl - INFO - Best top1_acc is 0.8474 at 31 epoch. 2023-12-11 05:20:19,874 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8474, top5_acc: 0.9823 2023-12-11 05:21:25,188 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 11:40:03, time: 0.653, data_time: 0.183, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.9471, loss: 0.9471 2023-12-11 05:22:12,443 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 11:39:22, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 1.0721, loss: 1.0721 2023-12-11 05:22:59,754 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 11:38:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.0449, loss: 1.0449 2023-12-11 05:23:47,042 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 11:38:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.9853, loss: 0.9853 2023-12-11 05:24:34,302 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 11:37:21, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.9755, loss: 0.9755 2023-12-11 05:25:21,546 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 11:36:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.9868, loss: 0.9868 2023-12-11 05:26:08,847 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 11:36:00, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 1.0427, loss: 1.0427 2023-12-11 05:26:56,125 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 11:35:19, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.9952, loss: 0.9952 2023-12-11 05:27:43,377 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 11:34:38, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 0.9688, loss: 0.9688 2023-12-11 05:28:30,610 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 11:33:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.0177, loss: 1.0177 2023-12-11 05:29:17,954 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 11:33:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.0955, loss: 1.0955 2023-12-11 05:30:05,225 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 11:32:36, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 1.0412, loss: 1.0412 2023-12-11 05:30:52,532 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 11:31:56, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.9946, loss: 0.9946 2023-12-11 05:31:39,765 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 11:31:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9765, loss: 0.9765 2023-12-11 05:32:27,004 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 11:30:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.0194, loss: 1.0194 2023-12-11 05:33:14,268 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 11:29:53, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 1.0712, loss: 1.0712 2023-12-11 05:34:01,485 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 11:29:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 1.0095, loss: 1.0095 2023-12-11 05:34:48,723 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 11:28:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 1.0563, loss: 1.0563 2023-12-11 05:35:19,046 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 11:26:47, time: 0.303, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.0813, loss: 1.0813 2023-12-11 05:36:08,916 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 11:26:16, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 1.0063, loss: 1.0063 2023-12-11 05:36:58,782 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 11:25:45, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 1.0328, loss: 1.0328 2023-12-11 05:37:47,749 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 11:25:11, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.0789, loss: 1.0789 2023-12-11 05:38:16,248 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 11:23:21, time: 0.285, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.0140, loss: 1.0140 2023-12-11 05:38:41,820 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-11 05:41:29,134 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 05:41:29,212 - pyskl - INFO - top1_acc 0.8225 top5_acc 0.9821 2023-12-11 05:41:29,217 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8225, top5_acc: 0.9821 2023-12-11 05:42:34,557 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 11:21:52, time: 0.653, data_time: 0.181, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0608, loss: 1.0608 2023-12-11 05:43:21,829 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 11:21:12, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 0.9855, loss: 0.9855 2023-12-11 05:44:09,039 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 11:20:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.9844, loss: 0.9844 2023-12-11 05:44:56,291 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 11:19:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.9564, loss: 0.9564 2023-12-11 05:45:43,556 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 11:19:09, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 1.0230, loss: 1.0230 2023-12-11 05:46:30,818 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 11:18:28, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.9750, loss: 0.9750 2023-12-11 05:47:18,063 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 11:17:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.0541, loss: 1.0541 2023-12-11 05:48:05,300 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 11:17:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 1.0312, loss: 1.0312 2023-12-11 05:48:52,604 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 11:16:26, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.0064, loss: 1.0064 2023-12-11 05:49:39,880 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 11:15:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9957, loss: 0.9957 2023-12-11 05:50:27,089 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 11:15:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 1.0649, loss: 1.0649 2023-12-11 05:51:14,331 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 11:14:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.0220, loss: 1.0220 2023-12-11 05:52:01,586 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 11:13:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 1.0513, loss: 1.0513 2023-12-11 05:52:48,864 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 11:13:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.9153, loss: 0.9153 2023-12-11 05:53:36,155 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 11:12:20, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 0.9738, loss: 0.9738 2023-12-11 05:54:23,473 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 11:11:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.0315, loss: 1.0315 2023-12-11 05:55:10,656 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 11:10:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 1.0250, loss: 1.0250 2023-12-11 05:55:57,920 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 11:10:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9794, loss_cls: 1.0748, loss: 1.0748 2023-12-11 05:56:28,582 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 11:08:37, time: 0.307, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.0587, loss: 1.0587 2023-12-11 05:57:18,412 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 11:08:05, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 1.1137, loss: 1.1137 2023-12-11 05:58:08,293 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 11:07:33, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 0.9896, loss: 0.9896 2023-12-11 05:58:56,793 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 11:06:57, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8972, loss: 0.8972 2023-12-11 05:59:25,737 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 11:05:11, time: 0.289, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.0411, loss: 1.0411 2023-12-11 05:59:51,520 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-11 06:02:38,976 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 06:02:39,064 - pyskl - INFO - top1_acc 0.8560 top5_acc 0.9847 2023-12-11 06:02:39,069 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_31.pth was removed 2023-12-11 06:02:39,217 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. 2023-12-11 06:02:39,218 - pyskl - INFO - Best top1_acc is 0.8560 at 33 epoch. 2023-12-11 06:02:39,223 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8560, top5_acc: 0.9847 2023-12-11 06:03:45,272 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 11:03:46, time: 0.660, data_time: 0.187, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 0.9095, loss: 0.9095 2023-12-11 06:04:32,536 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 11:03:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 1.0120, loss: 1.0120 2023-12-11 06:05:19,770 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 11:02:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9904, loss: 0.9904 2023-12-11 06:06:07,043 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 11:01:43, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 1.0131, loss: 1.0131 2023-12-11 06:06:54,276 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 11:01:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9496, loss: 0.9496 2023-12-11 06:07:41,519 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 11:00:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.0777, loss: 1.0777 2023-12-11 06:08:28,765 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 10:59:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.9021, loss: 0.9021 2023-12-11 06:09:16,023 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 10:58:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 1.0249, loss: 1.0249 2023-12-11 06:10:03,307 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 10:58:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 1.0538, loss: 1.0538 2023-12-11 06:10:50,587 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 10:57:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9819, loss_cls: 0.9562, loss: 0.9562 2023-12-11 06:11:37,864 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 10:56:56, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.0191, loss: 1.0191 2023-12-11 06:12:25,102 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 10:56:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.9281, loss: 0.9281 2023-12-11 06:13:12,351 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 10:55:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.9751, loss: 0.9751 2023-12-11 06:13:59,600 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 10:54:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 1.0855, loss: 1.0855 2023-12-11 06:14:46,891 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 10:54:11, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 1.0535, loss: 1.0535 2023-12-11 06:15:34,137 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 10:53:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9631, loss_cls: 0.9626, loss: 0.9626 2023-12-11 06:16:21,382 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 10:52:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 1.0371, loss: 1.0371 2023-12-11 06:17:08,665 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 10:52:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.1007, loss: 1.1007 2023-12-11 06:17:39,160 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 10:50:29, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.9562, loss: 0.9562 2023-12-11 06:18:28,990 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 10:49:56, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0097, loss: 1.0097 2023-12-11 06:19:18,815 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 10:49:24, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.1217, loss: 1.1217 2023-12-11 06:20:05,757 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 10:48:42, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.0228, loss: 1.0228 2023-12-11 06:20:35,636 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 10:47:01, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.9450, loss: 0.9450 2023-12-11 06:21:00,795 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-11 06:23:47,772 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 06:23:47,850 - pyskl - INFO - top1_acc 0.8357 top5_acc 0.9854 2023-12-11 06:23:47,855 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8357, top5_acc: 0.9854 2023-12-11 06:24:53,273 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 10:45:35, time: 0.654, data_time: 0.181, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.0273, loss: 1.0273 2023-12-11 06:25:40,554 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 10:44:54, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.0179, loss: 1.0179 2023-12-11 06:26:27,826 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 10:44:12, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.0516, loss: 1.0516 2023-12-11 06:27:15,089 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 10:43:31, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 0.9415, loss: 0.9415 2023-12-11 06:28:02,356 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 10:42:50, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 1.0070, loss: 1.0070 2023-12-11 06:28:49,613 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 10:42:09, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.9753, loss: 0.9753 2023-12-11 06:29:36,877 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 10:41:28, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 1.0163, loss: 1.0163 2023-12-11 06:30:24,107 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 10:40:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9650, loss_cls: 0.9589, loss: 0.9589 2023-12-11 06:31:11,378 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 10:40:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.8888, loss: 0.8888 2023-12-11 06:31:58,643 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 10:39:24, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 1.0554, loss: 1.0554 2023-12-11 06:32:45,904 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 10:38:43, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.0227, loss: 1.0227 2023-12-11 06:33:33,155 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 10:38:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 0.9937, loss: 0.9937 2023-12-11 06:34:20,368 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 10:37:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9812, loss_cls: 0.9881, loss: 0.9881 2023-12-11 06:35:07,652 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 10:36:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 1.0876, loss: 1.0876 2023-12-11 06:35:54,951 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 10:35:58, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.9423, loss: 0.9423 2023-12-11 06:36:42,202 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 10:35:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.9868, loss: 0.9868 2023-12-11 06:37:29,478 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 10:34:35, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 1.0293, loss: 1.0293 2023-12-11 06:38:16,722 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 10:33:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 1.0440, loss: 1.0440 2023-12-11 06:38:47,570 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 10:32:18, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 1.0799, loss: 1.0799 2023-12-11 06:39:37,454 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 10:31:45, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.9564, loss: 0.9564 2023-12-11 06:40:27,422 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 10:31:13, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9775, loss_cls: 0.9449, loss: 0.9449 2023-12-11 06:41:14,357 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 10:30:31, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 1.0221, loss: 1.0221 2023-12-11 06:41:44,737 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 10:28:54, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.0500, loss: 1.0500 2023-12-11 06:42:10,367 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-11 06:44:57,629 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 06:44:57,706 - pyskl - INFO - top1_acc 0.8329 top5_acc 0.9792 2023-12-11 06:44:57,712 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8329, top5_acc: 0.9792 2023-12-11 06:46:03,533 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 10:27:29, time: 0.658, data_time: 0.189, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.8863, loss: 0.8863 2023-12-11 06:46:50,728 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 10:26:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9876, loss: 0.9876 2023-12-11 06:47:38,009 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 10:26:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9897, loss: 0.9897 2023-12-11 06:48:25,322 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 10:25:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.9508, loss: 0.9508 2023-12-11 06:49:12,524 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 10:24:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.0539, loss: 1.0539 2023-12-11 06:49:59,813 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 10:24:03, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9731, loss: 0.9731 2023-12-11 06:50:47,111 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 10:23:21, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8845, loss: 0.8845 2023-12-11 06:51:34,319 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 10:22:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.0622, loss: 1.0622 2023-12-11 06:52:21,576 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 10:21:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.0456, loss: 1.0456 2023-12-11 06:53:08,753 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 10:21:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.9674, loss: 0.9674 2023-12-11 06:53:56,031 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 10:20:36, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.9903, loss: 0.9903 2023-12-11 06:54:43,294 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 10:19:54, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.0661, loss: 1.0661 2023-12-11 06:55:30,563 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 10:19:13, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 0.9507, loss: 0.9507 2023-12-11 06:56:17,773 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 10:18:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.9877, loss: 0.9877 2023-12-11 06:57:05,026 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 10:17:50, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 0.9841, loss: 0.9841 2023-12-11 06:57:52,308 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 10:17:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.0063, loss: 1.0063 2023-12-11 06:58:39,489 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 10:16:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.0139, loss: 1.0139 2023-12-11 06:59:26,658 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 10:15:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 1.0500, loss: 1.0500 2023-12-11 06:59:57,727 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 10:14:12, time: 0.311, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.9905, loss: 0.9905 2023-12-11 07:00:47,528 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 10:13:38, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 1.0362, loss: 1.0362 2023-12-11 07:01:37,350 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 10:13:05, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.9972, loss: 0.9972 2023-12-11 07:02:22,651 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 10:12:17, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.9626, loss: 0.9626 2023-12-11 07:02:54,285 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 10:10:46, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.0598, loss: 1.0598 2023-12-11 07:03:19,837 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-11 07:06:06,919 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 07:06:06,999 - pyskl - INFO - top1_acc 0.8370 top5_acc 0.9813 2023-12-11 07:06:07,004 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8370, top5_acc: 0.9813 2023-12-11 07:07:12,329 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 10:09:21, time: 0.653, data_time: 0.189, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9414, loss: 0.9414 2023-12-11 07:07:58,754 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 10:08:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 0.9230, loss: 0.9230 2023-12-11 07:08:45,299 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 10:07:53, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9806, loss_cls: 0.9589, loss: 0.9589 2023-12-11 07:09:31,793 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 10:07:09, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.9889, loss: 0.9889 2023-12-11 07:10:18,157 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 10:06:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.9059, loss: 0.9059 2023-12-11 07:11:04,744 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 10:05:41, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.9623, loss: 0.9623 2023-12-11 07:11:51,167 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 10:04:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9613, loss: 0.9613 2023-12-11 07:12:37,650 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 10:04:13, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8844, loss: 0.8844 2023-12-11 07:13:24,032 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 10:03:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 0.9909, loss: 0.9909 2023-12-11 07:14:10,383 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 10:02:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.9836, loss: 0.9836 2023-12-11 07:14:56,799 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 10:02:00, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 0.9842, loss: 0.9842 2023-12-11 07:15:43,174 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 10:01:16, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 1.0275, loss: 1.0275 2023-12-11 07:16:29,698 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 10:00:32, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.9131, loss: 0.9131 2023-12-11 07:17:16,137 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 9:59:48, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.9378, loss: 0.9378 2023-12-11 07:18:02,538 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 9:59:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 0.9940, loss: 0.9940 2023-12-11 07:18:48,970 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 9:58:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 1.0711, loss: 1.0711 2023-12-11 07:19:35,411 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 9:57:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 1.0494, loss: 1.0494 2023-12-11 07:20:21,731 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 9:56:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.0373, loss: 1.0373 2023-12-11 07:20:52,436 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 9:55:19, time: 0.307, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 1.0241, loss: 1.0241 2023-12-11 07:21:42,204 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 9:54:45, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 1.0153, loss: 1.0153 2023-12-11 07:22:31,991 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 9:54:11, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 1.0354, loss: 1.0354 2023-12-11 07:23:16,658 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 9:53:22, time: 0.447, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 1.0410, loss: 1.0410 2023-12-11 07:23:48,984 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 9:51:54, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.9886, loss: 0.9886 2023-12-11 07:24:14,097 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-11 07:27:01,806 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 07:27:01,884 - pyskl - INFO - top1_acc 0.8545 top5_acc 0.9854 2023-12-11 07:27:01,889 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8545, top5_acc: 0.9854 2023-12-11 07:28:07,543 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 9:50:31, time: 0.657, data_time: 0.185, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.9297, loss: 0.9297 2023-12-11 07:28:54,824 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 9:49:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8906, loss: 0.8906 2023-12-11 07:29:42,038 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 9:49:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.0025, loss: 1.0025 2023-12-11 07:30:29,272 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 9:48:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9798, loss: 0.9798 2023-12-11 07:31:16,521 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 9:47:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.9907, loss: 0.9907 2023-12-11 07:32:03,796 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 9:47:03, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9658, loss: 0.9658 2023-12-11 07:32:51,094 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 9:46:21, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 1.0375, loss: 1.0375 2023-12-11 07:33:38,405 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 9:45:40, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 1.0406, loss: 1.0406 2023-12-11 07:34:25,714 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 9:44:58, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 1.0047, loss: 1.0047 2023-12-11 07:35:12,967 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 9:44:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.9916, loss: 0.9916 2023-12-11 07:36:00,250 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 9:43:35, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9857, loss: 0.9857 2023-12-11 07:36:47,479 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 9:42:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.9757, loss: 0.9757 2023-12-11 07:37:34,719 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 9:42:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.0193, loss: 1.0193 2023-12-11 07:38:21,983 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 9:41:30, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.9531, loss: 0.9531 2023-12-11 07:39:09,172 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 9:40:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.9000, loss: 0.9000 2023-12-11 07:39:56,390 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 9:40:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.9308, loss: 0.9308 2023-12-11 07:40:43,707 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 9:39:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9929, loss: 0.9929 2023-12-11 07:41:30,982 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 9:38:43, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.9728, loss: 0.9728 2023-12-11 07:42:01,902 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 9:37:13, time: 0.309, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 0.9880, loss: 0.9880 2023-12-11 07:42:51,862 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 9:36:39, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 1.0182, loss: 1.0182 2023-12-11 07:43:41,805 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 9:36:06, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 1.0093, loss: 1.0093 2023-12-11 07:44:24,733 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 9:35:11, time: 0.429, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8867, loss: 0.8867 2023-12-11 07:44:58,522 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 9:33:50, time: 0.338, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 1.0492, loss: 1.0492 2023-12-11 07:45:23,671 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-11 07:48:11,569 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 07:48:11,653 - pyskl - INFO - top1_acc 0.8314 top5_acc 0.9799 2023-12-11 07:48:11,658 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8314, top5_acc: 0.9799 2023-12-11 07:49:16,304 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 9:32:23, time: 0.646, data_time: 0.182, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.9666, loss: 0.9666 2023-12-11 07:50:02,743 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 9:31:39, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.9639, loss: 0.9639 2023-12-11 07:50:49,269 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 9:30:56, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.9711, loss: 0.9711 2023-12-11 07:51:35,654 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 9:30:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9686, loss: 0.9686 2023-12-11 07:52:22,047 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 9:29:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.9480, loss: 0.9480 2023-12-11 07:53:08,520 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 9:28:43, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9775, loss_cls: 0.9679, loss: 0.9679 2023-12-11 07:53:54,858 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 9:27:59, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.9306, loss: 0.9306 2023-12-11 07:54:41,236 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 9:27:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 1.0080, loss: 1.0080 2023-12-11 07:55:27,675 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 9:26:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.9102, loss: 0.9102 2023-12-11 07:56:14,033 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 9:25:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8942, loss: 0.8942 2023-12-11 07:57:00,369 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 9:25:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8481, loss: 0.8481 2023-12-11 07:57:46,739 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 9:24:17, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.8483, loss: 0.8483 2023-12-11 07:58:33,087 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 9:23:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 0.9659, loss: 0.9659 2023-12-11 07:59:19,536 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 9:22:49, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 1.0120, loss: 1.0120 2023-12-11 08:00:06,009 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 9:22:05, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9427, loss: 0.9427 2023-12-11 08:00:52,636 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 9:21:21, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.1088, loss: 1.1088 2023-12-11 08:01:39,098 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 9:20:37, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.0400, loss: 1.0400 2023-12-11 08:02:24,656 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 9:19:50, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.9611, loss: 0.9611 2023-12-11 08:02:56,630 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 9:18:25, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.0149, loss: 1.0149 2023-12-11 08:03:46,615 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 9:17:51, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.9296, loss: 0.9296 2023-12-11 08:04:36,478 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 9:17:17, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.0566, loss: 1.0566 2023-12-11 08:05:17,931 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 9:16:18, time: 0.415, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9756, loss_cls: 1.0061, loss: 1.0061 2023-12-11 08:05:52,731 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 9:15:01, time: 0.348, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.0263, loss: 1.0263 2023-12-11 08:06:18,351 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-11 08:09:05,492 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 08:09:05,570 - pyskl - INFO - top1_acc 0.8410 top5_acc 0.9828 2023-12-11 08:09:05,575 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8410, top5_acc: 0.9828 2023-12-11 08:10:11,344 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 9:13:39, time: 0.658, data_time: 0.185, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 0.8994, loss: 0.8994 2023-12-11 08:10:58,554 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 9:12:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 0.9464, loss: 0.9464 2023-12-11 08:11:45,749 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 9:12:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8871, loss: 0.8871 2023-12-11 08:12:32,995 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 9:11:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.9492, loss: 0.9492 2023-12-11 08:13:20,251 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 9:10:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.0786, loss: 1.0786 2023-12-11 08:14:07,469 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 9:10:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.9823, loss: 0.9823 2023-12-11 08:14:54,738 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 9:09:28, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.9305, loss: 0.9305 2023-12-11 08:15:41,942 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 9:08:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.9897, loss: 0.9897 2023-12-11 08:16:29,171 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 9:08:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 0.9463, loss: 0.9463 2023-12-11 08:17:16,374 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 9:07:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.0331, loss: 1.0331 2023-12-11 08:18:03,625 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 9:06:40, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8630, loss: 0.8630 2023-12-11 08:18:50,858 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 9:05:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8956, loss: 0.8956 2023-12-11 08:19:38,100 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 9:05:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 0.9699, loss: 0.9699 2023-12-11 08:20:25,296 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 9:04:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.0393, loss: 1.0393 2023-12-11 08:21:12,532 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 9:03:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.9328, loss: 0.9328 2023-12-11 08:21:59,779 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 9:03:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 1.0498, loss: 1.0498 2023-12-11 08:22:46,994 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 9:02:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.9313, loss: 0.9313 2023-12-11 08:23:33,031 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 9:01:43, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 1.0244, loss: 1.0244 2023-12-11 08:24:05,104 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 9:00:19, time: 0.321, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.9763, loss: 0.9763 2023-12-11 08:24:54,961 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 8:59:44, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.9548, loss: 0.9548 2023-12-11 08:25:44,801 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 8:59:09, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.9805, loss: 0.9805 2023-12-11 08:26:26,237 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 8:58:12, time: 0.414, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9960, loss: 0.9960 2023-12-11 08:27:00,642 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 8:56:54, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.9863, loss: 0.9863 2023-12-11 08:27:25,856 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-11 08:30:12,858 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 08:30:12,936 - pyskl - INFO - top1_acc 0.8544 top5_acc 0.9859 2023-12-11 08:30:12,940 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8544, top5_acc: 0.9859 2023-12-11 08:31:18,054 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 8:55:30, time: 0.651, data_time: 0.186, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.8340, loss: 0.8340 2023-12-11 08:32:04,620 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 8:54:47, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.9172, loss: 0.9172 2023-12-11 08:32:51,092 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 8:54:03, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 0.8951, loss: 0.8951 2023-12-11 08:33:37,467 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 8:53:18, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.8597, loss: 0.8597 2023-12-11 08:34:23,869 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 8:52:34, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.9364, loss: 0.9364 2023-12-11 08:35:10,242 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 8:51:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.9242, loss: 0.9242 2023-12-11 08:35:56,807 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 8:51:06, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 0.9717, loss: 0.9717 2023-12-11 08:36:43,366 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 8:50:22, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 1.0569, loss: 1.0569 2023-12-11 08:37:29,878 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 8:49:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.9332, loss: 0.9332 2023-12-11 08:38:16,349 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 8:48:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.9484, loss: 0.9484 2023-12-11 08:39:02,730 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 8:48:10, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.9417, loss: 0.9417 2023-12-11 08:39:49,246 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 8:47:26, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.9361, loss: 0.9361 2023-12-11 08:40:35,643 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 8:46:42, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 0.9052, loss: 0.9052 2023-12-11 08:41:22,091 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 8:45:58, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.9773, loss: 0.9773 2023-12-11 08:42:08,591 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 8:45:14, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.9276, loss: 0.9276 2023-12-11 08:42:54,944 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 8:44:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9781, loss_cls: 1.0177, loss: 1.0177 2023-12-11 08:43:41,327 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 8:43:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 0.9187, loss: 0.9187 2023-12-11 08:44:26,616 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 8:42:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.0033, loss: 1.0033 2023-12-11 08:44:58,631 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 8:41:35, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.9125, loss: 0.9125 2023-12-11 08:45:48,277 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 8:40:59, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 0.9548, loss: 0.9548 2023-12-11 08:46:38,086 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 8:40:24, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.9496, loss: 0.9496 2023-12-11 08:47:19,697 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 8:39:27, time: 0.416, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.9304, loss: 0.9304 2023-12-11 08:47:54,373 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 8:38:12, time: 0.347, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.9352, loss: 0.9352 2023-12-11 08:48:19,501 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-11 08:51:07,078 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 08:51:07,156 - pyskl - INFO - top1_acc 0.8398 top5_acc 0.9830 2023-12-11 08:51:07,161 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8398, top5_acc: 0.9830 2023-12-11 08:52:11,807 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 8:36:47, time: 0.646, data_time: 0.182, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.9056, loss: 0.9056 2023-12-11 08:52:58,213 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 8:36:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8933, loss: 0.8933 2023-12-11 08:53:44,587 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 8:35:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8885, loss: 0.8885 2023-12-11 08:54:30,928 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 8:34:34, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.8746, loss: 0.8746 2023-12-11 08:55:17,441 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 8:33:51, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 0.9384, loss: 0.9384 2023-12-11 08:56:03,811 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 8:33:06, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9788, loss_cls: 0.9360, loss: 0.9360 2023-12-11 08:56:50,191 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 8:32:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.9095, loss: 0.9095 2023-12-11 08:57:36,685 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 8:31:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 1.0157, loss: 1.0157 2023-12-11 08:58:23,076 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 8:30:54, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.9080, loss: 0.9080 2023-12-11 08:59:09,469 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 8:30:10, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.9568, loss: 0.9568 2023-12-11 08:59:55,816 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 8:29:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 1.0169, loss: 1.0169 2023-12-11 09:00:42,221 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 8:28:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.8870, loss: 0.8870 2023-12-11 09:01:28,821 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 8:27:57, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9650, loss_cls: 0.9830, loss: 0.9830 2023-12-11 09:02:15,211 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 8:27:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.9433, loss: 0.9433 2023-12-11 09:03:01,661 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 8:26:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.9872, loss: 0.9872 2023-12-11 09:03:48,036 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 8:25:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.0223, loss: 1.0223 2023-12-11 09:04:34,447 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 8:25:00, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.9587, loss: 0.9587 2023-12-11 09:05:19,154 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 8:24:12, time: 0.447, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 1.0189, loss: 1.0189 2023-12-11 09:05:51,794 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 8:22:52, time: 0.326, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.0377, loss: 1.0377 2023-12-11 09:06:41,601 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 8:22:16, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.9211, loss: 0.9211 2023-12-11 09:07:31,481 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 8:21:41, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8336, loss: 0.8336 2023-12-11 09:08:12,473 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 8:20:43, time: 0.410, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.9843, loss: 0.9843 2023-12-11 09:08:47,642 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 8:19:30, time: 0.352, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 0.9173, loss: 0.9173 2023-12-11 09:09:13,232 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-11 09:12:00,454 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 09:12:00,540 - pyskl - INFO - top1_acc 0.8342 top5_acc 0.9812 2023-12-11 09:12:00,546 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8342, top5_acc: 0.9812 2023-12-11 09:13:06,466 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 8:18:09, time: 0.659, data_time: 0.186, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8484, loss: 0.8484 2023-12-11 09:13:53,697 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 8:17:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8929, loss: 0.8929 2023-12-11 09:14:40,929 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 8:16:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.8432, loss: 0.8432 2023-12-11 09:15:28,203 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 8:16:03, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.9799, loss: 0.9799 2023-12-11 09:16:15,454 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 8:15:21, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9204, loss: 0.9204 2023-12-11 09:17:02,645 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 8:14:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.9662, loss: 0.9662 2023-12-11 09:17:49,856 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 8:13:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.9387, loss: 0.9387 2023-12-11 09:18:37,053 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 8:13:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9683, loss: 0.9683 2023-12-11 09:19:24,283 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 8:12:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 0.9145, loss: 0.9145 2023-12-11 09:20:11,489 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 8:11:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.8778, loss: 0.8778 2023-12-11 09:20:58,730 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 8:11:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.8655, loss: 0.8655 2023-12-11 09:21:46,026 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 8:10:26, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9953, loss: 0.9953 2023-12-11 09:22:33,254 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 8:09:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.9760, loss: 0.9760 2023-12-11 09:23:20,533 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 8:09:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.9107, loss: 0.9107 2023-12-11 09:24:07,818 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 8:08:20, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.0199, loss: 1.0199 2023-12-11 09:24:55,048 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 8:07:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.8597, loss: 0.8597 2023-12-11 09:25:42,302 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 8:06:55, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8829, loss: 0.8829 2023-12-11 09:26:27,608 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 8:06:08, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 1.0119, loss: 1.0119 2023-12-11 09:27:00,899 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 8:04:51, time: 0.333, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9640, loss: 0.9640 2023-12-11 09:27:50,764 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 8:04:15, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9201, loss: 0.9201 2023-12-11 09:28:40,614 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 8:03:40, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9238, loss: 0.9238 2023-12-11 09:29:20,909 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 8:02:40, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 1.0632, loss: 1.0632 2023-12-11 09:29:56,724 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 8:01:30, time: 0.358, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 0.8859, loss: 0.8859 2023-12-11 09:30:21,878 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-11 09:33:08,709 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 09:33:08,793 - pyskl - INFO - top1_acc 0.8512 top5_acc 0.9854 2023-12-11 09:33:08,799 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8512, top5_acc: 0.9854 2023-12-11 09:34:14,126 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 8:00:08, time: 0.653, data_time: 0.181, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8598, loss: 0.8598 2023-12-11 09:35:01,350 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 7:59:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8179, loss: 0.8179 2023-12-11 09:35:48,575 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 7:58:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.8545, loss: 0.8545 2023-12-11 09:36:35,802 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 7:58:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.8922, loss: 0.8922 2023-12-11 09:37:23,051 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 7:57:19, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8643, loss: 0.8643 2023-12-11 09:38:10,328 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 7:56:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9819, loss_cls: 0.9157, loss: 0.9157 2023-12-11 09:38:57,572 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 7:55:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.9837, loss: 0.9837 2023-12-11 09:39:44,757 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 7:55:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.9895, loss: 0.9895 2023-12-11 09:40:32,055 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 7:54:30, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9228, loss: 0.9228 2023-12-11 09:41:19,305 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 7:53:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9662, loss: 0.9662 2023-12-11 09:42:06,572 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 7:53:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 0.9604, loss: 0.9604 2023-12-11 09:42:53,841 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 7:52:24, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.9236, loss: 0.9236 2023-12-11 09:43:41,022 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 7:51:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 1.0220, loss: 1.0220 2023-12-11 09:44:28,325 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 7:50:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9806, loss_cls: 0.9163, loss: 0.9163 2023-12-11 09:45:15,571 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 7:50:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 0.8606, loss: 0.8606 2023-12-11 09:46:02,816 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 7:49:35, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.8763, loss: 0.8763 2023-12-11 09:46:50,089 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 7:48:53, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.9475, loss: 0.9475 2023-12-11 09:47:35,395 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 7:48:06, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.9453, loss: 0.9453 2023-12-11 09:48:08,978 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 7:46:50, time: 0.336, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.9612, loss: 0.9612 2023-12-11 09:48:58,941 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 7:46:15, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8765, loss: 0.8765 2023-12-11 09:49:48,814 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 7:45:39, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9687, loss: 0.9687 2023-12-11 09:50:28,748 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 7:44:39, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.9057, loss: 0.9057 2023-12-11 09:51:04,541 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 7:43:29, time: 0.358, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.9879, loss: 0.9879 2023-12-11 09:51:29,753 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-11 09:54:17,848 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 09:54:17,926 - pyskl - INFO - top1_acc 0.8673 top5_acc 0.9877 2023-12-11 09:54:17,930 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_33.pth was removed 2023-12-11 09:54:18,060 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2023-12-11 09:54:18,060 - pyskl - INFO - Best top1_acc is 0.8673 at 44 epoch. 2023-12-11 09:54:18,065 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8673, top5_acc: 0.9877 2023-12-11 09:55:25,255 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 7:42:12, time: 0.672, data_time: 0.200, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9731, loss_cls: 0.8180, loss: 0.8180 2023-12-11 09:56:12,499 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 7:41:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.8393, loss: 0.8393 2023-12-11 09:56:59,749 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 7:40:47, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.8648, loss: 0.8648 2023-12-11 09:57:46,988 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 7:40:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9705, loss: 0.9705 2023-12-11 09:58:34,165 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 7:39:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 0.8440, loss: 0.8440 2023-12-11 09:59:21,387 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 7:38:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.9140, loss: 0.9140 2023-12-11 10:00:08,597 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 7:37:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.9004, loss: 0.9004 2023-12-11 10:00:55,857 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 7:37:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.9569, loss: 0.9569 2023-12-11 10:01:43,070 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 7:36:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.9581, loss: 0.9581 2023-12-11 10:02:30,339 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 7:35:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.8038, loss: 0.8038 2023-12-11 10:03:17,619 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 7:35:09, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 0.9328, loss: 0.9328 2023-12-11 10:04:04,897 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 7:34:26, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.9404, loss: 0.9404 2023-12-11 10:04:52,127 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 7:33:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 0.9434, loss: 0.9434 2023-12-11 10:05:39,339 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 7:33:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.9620, loss: 0.9620 2023-12-11 10:06:26,572 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 7:32:19, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8535, loss: 0.8535 2023-12-11 10:07:13,841 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 7:31:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8887, loss: 0.8887 2023-12-11 10:08:01,066 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 7:30:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 1.0319, loss: 1.0319 2023-12-11 10:08:43,007 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 7:29:59, time: 0.419, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.9674, loss: 0.9674 2023-12-11 10:09:19,727 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 7:28:52, time: 0.367, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.9226, loss: 0.9226 2023-12-11 10:10:09,458 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 7:28:16, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9495, loss: 0.9495 2023-12-11 10:10:59,243 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 7:27:39, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 0.9409, loss: 0.9409 2023-12-11 10:11:36,205 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 7:26:33, time: 0.370, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 1.0216, loss: 1.0216 2023-12-11 10:12:14,831 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 7:25:30, time: 0.386, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.8911, loss: 0.8911 2023-12-11 10:12:40,524 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-11 10:15:28,477 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 10:15:28,556 - pyskl - INFO - top1_acc 0.8622 top5_acc 0.9847 2023-12-11 10:15:28,563 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8622, top5_acc: 0.9847 2023-12-11 10:16:35,239 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 7:24:13, time: 0.667, data_time: 0.194, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 0.8430, loss: 0.8430 2023-12-11 10:17:22,460 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 7:23:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8453, loss: 0.8453 2023-12-11 10:18:09,649 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 7:22:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8951, loss: 0.8951 2023-12-11 10:18:56,837 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 7:22:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.9350, loss: 0.9350 2023-12-11 10:19:44,095 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 7:21:23, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.8175, loss: 0.8175 2023-12-11 10:20:31,326 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 7:20:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9501, loss: 0.9501 2023-12-11 10:21:18,512 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 7:19:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8864, loss: 0.8864 2023-12-11 10:22:05,760 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 7:19:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8848, loss: 0.8848 2023-12-11 10:22:53,001 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 7:18:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8724, loss: 0.8724 2023-12-11 10:23:40,265 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 7:17:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.9163, loss: 0.9163 2023-12-11 10:24:27,487 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 7:17:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.9917, loss: 0.9917 2023-12-11 10:25:14,665 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 7:16:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.9262, loss: 0.9262 2023-12-11 10:26:01,911 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 7:15:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.8785, loss: 0.8785 2023-12-11 10:26:49,140 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 7:15:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 0.9046, loss: 0.9046 2023-12-11 10:27:36,356 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 7:14:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 0.8854, loss: 0.8854 2023-12-11 10:28:23,512 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 7:13:35, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.9035, loss: 0.9035 2023-12-11 10:29:10,753 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 7:12:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.9111, loss: 0.9111 2023-12-11 10:29:51,230 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 7:11:55, time: 0.405, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.9759, loss: 0.9759 2023-12-11 10:30:29,518 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 7:10:52, time: 0.383, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.9484, loss: 0.9484 2023-12-11 10:31:19,228 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 7:10:15, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 0.9809, loss: 0.9809 2023-12-11 10:32:08,973 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 7:09:38, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8890, loss: 0.8890 2023-12-11 10:32:44,319 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 7:08:29, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.9437, loss: 0.9437 2023-12-11 10:33:23,915 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 7:07:29, time: 0.396, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8956, loss: 0.8956 2023-12-11 10:33:49,182 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-11 10:36:38,121 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 10:36:38,199 - pyskl - INFO - top1_acc 0.8040 top5_acc 0.9724 2023-12-11 10:36:38,204 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8040, top5_acc: 0.9724 2023-12-11 10:37:44,065 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 7:06:09, time: 0.659, data_time: 0.196, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 0.9857, loss: 0.9857 2023-12-11 10:38:30,608 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 7:05:25, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.8826, loss: 0.8826 2023-12-11 10:39:16,995 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 7:04:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9869, loss_cls: 0.8163, loss: 0.8163 2023-12-11 10:40:03,386 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 7:03:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8423, loss: 0.8423 2023-12-11 10:40:49,803 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 7:03:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.9418, loss: 0.9418 2023-12-11 10:41:36,272 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 7:02:28, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8516, loss: 0.8516 2023-12-11 10:42:22,659 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 7:01:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.9439, loss: 0.9439 2023-12-11 10:43:09,122 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 7:00:59, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.9300, loss: 0.9300 2023-12-11 10:43:55,546 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 7:00:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.8951, loss: 0.8951 2023-12-11 10:44:41,949 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 6:59:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9497, loss: 0.9497 2023-12-11 10:45:28,372 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 6:58:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.9085, loss: 0.9085 2023-12-11 10:46:14,850 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 6:58:02, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.9362, loss: 0.9362 2023-12-11 10:47:01,237 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 6:57:18, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.9724, loss: 0.9724 2023-12-11 10:47:47,557 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 6:56:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.8824, loss: 0.8824 2023-12-11 10:48:33,979 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 6:55:49, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.8681, loss: 0.8681 2023-12-11 10:49:20,403 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 6:55:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 0.8097, loss: 0.8097 2023-12-11 10:50:06,826 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 6:54:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.9660, loss: 0.9660 2023-12-11 10:50:44,133 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 6:53:15, time: 0.373, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.9377, loss: 0.9377 2023-12-11 10:51:25,281 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 6:52:19, time: 0.411, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.9651, loss: 0.9651 2023-12-11 10:52:15,172 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 6:51:43, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8214, loss: 0.8214 2023-12-11 10:53:05,005 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 6:51:06, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.9645, loss: 0.9645 2023-12-11 10:53:37,316 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 6:49:51, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.9613, loss: 0.9613 2023-12-11 10:54:19,628 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 6:48:57, time: 0.423, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9825, loss_cls: 0.8886, loss: 0.8886 2023-12-11 10:54:45,533 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-11 10:57:33,797 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 10:57:33,877 - pyskl - INFO - top1_acc 0.8673 top5_acc 0.9879 2023-12-11 10:57:33,881 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8673, top5_acc: 0.9879 2023-12-11 10:58:39,909 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 6:47:38, time: 0.660, data_time: 0.196, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.8029, loss: 0.8029 2023-12-11 10:59:26,240 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 6:46:54, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.8067, loss: 0.8067 2023-12-11 11:00:12,657 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 6:46:10, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.8382, loss: 0.8382 2023-12-11 11:00:59,109 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 6:45:25, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.9096, loss: 0.9096 2023-12-11 11:01:45,546 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 6:44:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8522, loss: 0.8522 2023-12-11 11:02:31,882 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 6:43:57, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 0.8839, loss: 0.8839 2023-12-11 11:03:18,273 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 6:43:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8820, loss: 0.8820 2023-12-11 11:04:04,698 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 6:42:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8577, loss: 0.8577 2023-12-11 11:04:51,095 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 6:41:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9146, loss: 0.9146 2023-12-11 11:05:37,467 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 6:40:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.8873, loss: 0.8873 2023-12-11 11:06:23,872 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 6:40:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.8277, loss: 0.8277 2023-12-11 11:07:10,205 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 6:39:30, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.9570, loss: 0.9570 2023-12-11 11:07:56,610 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 6:38:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.8112, loss: 0.8112 2023-12-11 11:08:43,078 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 6:38:01, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 1.0035, loss: 1.0035 2023-12-11 11:09:29,453 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 6:37:17, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.9447, loss: 0.9447 2023-12-11 11:10:15,773 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 6:36:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.9050, loss: 0.9050 2023-12-11 11:11:02,051 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 6:35:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9153, loss: 0.9153 2023-12-11 11:11:37,447 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 6:34:40, time: 0.354, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8887, loss: 0.8887 2023-12-11 11:12:21,049 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 6:33:49, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8518, loss: 0.8518 2023-12-11 11:13:10,791 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 6:33:12, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.9652, loss: 0.9652 2023-12-11 11:14:00,516 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 6:32:35, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.9352, loss: 0.9352 2023-12-11 11:14:30,535 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 6:31:15, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.0137, loss: 1.0137 2023-12-11 11:15:14,777 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 6:30:26, time: 0.442, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.9140, loss: 0.9140 2023-12-11 11:15:40,128 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-11 11:18:28,313 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 11:18:28,392 - pyskl - INFO - top1_acc 0.8636 top5_acc 0.9867 2023-12-11 11:18:28,397 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8636, top5_acc: 0.9867 2023-12-11 11:19:34,405 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 6:29:08, time: 0.660, data_time: 0.187, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.8125, loss: 0.8125 2023-12-11 11:20:21,659 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 6:28:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.8367, loss: 0.8367 2023-12-11 11:21:08,846 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 6:27:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.9117, loss: 0.9117 2023-12-11 11:21:56,053 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 6:27:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7904, loss: 0.7904 2023-12-11 11:22:43,331 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 6:26:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.8162, loss: 0.8162 2023-12-11 11:23:30,636 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 6:25:35, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.9119, loss: 0.9119 2023-12-11 11:24:18,006 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 6:24:53, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.8780, loss: 0.8780 2023-12-11 11:25:05,297 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 6:24:10, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.9867, loss: 0.9867 2023-12-11 11:25:52,548 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 6:23:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.9107, loss: 0.9107 2023-12-11 11:26:39,775 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 6:22:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9107, loss: 0.9107 2023-12-11 11:27:27,033 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 6:22:02, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 0.9367, loss: 0.9367 2023-12-11 11:28:14,282 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 6:21:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8921, loss: 0.8921 2023-12-11 11:29:01,559 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 6:20:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 0.8197, loss: 0.8197 2023-12-11 11:29:48,843 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 6:19:54, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 0.8617, loss: 0.8617 2023-12-11 11:30:35,935 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 6:19:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.9366, loss: 0.9366 2023-12-11 11:31:22,370 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 6:18:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7940, loss: 0.7940 2023-12-11 11:32:08,710 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 6:17:43, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 0.9011, loss: 0.9011 2023-12-11 11:32:42,937 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 6:16:33, time: 0.342, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 0.9540, loss: 0.9540 2023-12-11 11:33:27,750 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 6:15:45, time: 0.448, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.9470, loss: 0.9470 2023-12-11 11:34:17,770 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 6:15:08, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8372, loss: 0.8372 2023-12-11 11:35:07,741 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 6:14:31, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.8628, loss: 0.8628 2023-12-11 11:35:36,418 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 6:13:10, time: 0.287, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.9151, loss: 0.9151 2023-12-11 11:36:21,619 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 6:12:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.9431, loss: 0.9431 2023-12-11 11:36:46,809 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-11 11:39:34,244 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 11:39:34,335 - pyskl - INFO - top1_acc 0.8677 top5_acc 0.9868 2023-12-11 11:39:34,340 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_44.pth was removed 2023-12-11 11:39:34,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-11 11:39:34,492 - pyskl - INFO - Best top1_acc is 0.8677 at 49 epoch. 2023-12-11 11:39:34,499 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8677, top5_acc: 0.9868 2023-12-11 11:40:40,031 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 6:11:04, time: 0.655, data_time: 0.183, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8275, loss: 0.8275 2023-12-11 11:41:27,255 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 6:10:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9838, loss_cls: 0.8275, loss: 0.8275 2023-12-11 11:42:14,522 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 6:09:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.8520, loss: 0.8520 2023-12-11 11:43:01,789 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 6:08:56, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.8486, loss: 0.8486 2023-12-11 11:43:49,011 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 6:08:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8802, loss: 0.8802 2023-12-11 11:44:36,306 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 6:07:31, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8640, loss: 0.8640 2023-12-11 11:45:23,554 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 6:06:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8710, loss: 0.8710 2023-12-11 11:46:10,857 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 6:06:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.9224, loss: 0.9224 2023-12-11 11:46:58,086 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 6:05:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.9241, loss: 0.9241 2023-12-11 11:47:45,312 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 6:04:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.8950, loss: 0.8950 2023-12-11 11:48:32,564 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 6:03:57, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9838, loss_cls: 0.8894, loss: 0.8894 2023-12-11 11:49:19,797 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 6:03:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.8910, loss: 0.8910 2023-12-11 11:50:07,052 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 6:02:32, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.8305, loss: 0.8305 2023-12-11 11:50:54,411 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 6:01:49, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 0.9640, loss: 0.9640 2023-12-11 11:51:41,654 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 6:01:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8605, loss: 0.8605 2023-12-11 11:52:28,854 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 6:00:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.8145, loss: 0.8145 2023-12-11 11:53:16,171 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 5:59:41, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.8678, loss: 0.8678 2023-12-11 11:53:50,890 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 5:58:33, time: 0.347, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8790, loss: 0.8790 2023-12-11 11:54:35,873 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 5:57:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.9016, loss: 0.9016 2023-12-11 11:55:25,675 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 5:57:08, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.8586, loss: 0.8586 2023-12-11 11:56:15,634 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 5:56:31, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.9271, loss: 0.9271 2023-12-11 11:56:44,069 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 5:55:10, time: 0.284, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.8822, loss: 0.8822 2023-12-11 11:57:31,082 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 5:54:27, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.9051, loss: 0.9051 2023-12-11 11:57:56,647 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-11 12:00:44,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 12:00:44,558 - pyskl - INFO - top1_acc 0.8694 top5_acc 0.9878 2023-12-11 12:00:44,562 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_49.pth was removed 2023-12-11 12:00:44,704 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2023-12-11 12:00:44,705 - pyskl - INFO - Best top1_acc is 0.8694 at 50 epoch. 2023-12-11 12:00:44,710 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8694, top5_acc: 0.9878 2023-12-11 12:01:50,213 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 5:53:08, time: 0.655, data_time: 0.189, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7565, loss: 0.7565 2023-12-11 12:02:36,696 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 5:52:24, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.8369, loss: 0.8369 2023-12-11 12:03:23,256 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 5:51:40, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8526, loss: 0.8526 2023-12-11 12:04:09,740 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 5:50:55, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8249, loss: 0.8249 2023-12-11 12:04:56,111 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 5:50:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8132, loss: 0.8132 2023-12-11 12:05:42,533 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 5:49:26, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8856, loss: 0.8856 2023-12-11 12:06:28,896 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 5:48:42, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7901, loss: 0.7901 2023-12-11 12:07:15,288 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 5:47:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.8865, loss: 0.8865 2023-12-11 12:08:01,681 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 5:47:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.9126, loss: 0.9126 2023-12-11 12:08:48,095 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 5:46:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.9206, loss: 0.9206 2023-12-11 12:09:34,503 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 5:45:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.9152, loss: 0.9152 2023-12-11 12:10:20,989 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 5:45:00, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8920, loss: 0.8920 2023-12-11 12:11:07,363 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 5:44:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.9319, loss: 0.9319 2023-12-11 12:11:53,743 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 5:43:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.8172, loss: 0.8172 2023-12-11 12:12:40,108 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 5:42:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.8865, loss: 0.8865 2023-12-11 12:13:26,590 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 5:42:02, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.9107, loss: 0.9107 2023-12-11 12:14:13,080 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 5:41:18, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8593, loss: 0.8593 2023-12-11 12:14:45,383 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 5:40:06, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8691, loss: 0.8691 2023-12-11 12:15:31,630 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 5:39:21, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8914, loss: 0.8914 2023-12-11 12:16:21,434 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 5:38:43, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 0.8990, loss: 0.8990 2023-12-11 12:17:11,197 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 5:38:05, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 1.0114, loss: 1.0114 2023-12-11 12:17:38,428 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 5:36:43, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.8068, loss: 0.8068 2023-12-11 12:18:25,448 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 5:36:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 0.8529, loss: 0.8529 2023-12-11 12:18:51,052 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-11 12:21:37,896 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 12:21:37,975 - pyskl - INFO - top1_acc 0.8646 top5_acc 0.9854 2023-12-11 12:21:37,979 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8646, top5_acc: 0.9854 2023-12-11 12:22:43,374 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 5:34:41, time: 0.654, data_time: 0.183, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7798, loss: 0.7798 2023-12-11 12:23:30,699 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 5:33:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.8645, loss: 0.8645 2023-12-11 12:24:18,020 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 5:33:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.8148, loss: 0.8148 2023-12-11 12:25:05,352 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 5:32:33, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8669, loss: 0.8669 2023-12-11 12:25:52,644 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 5:31:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.9024, loss: 0.9024 2023-12-11 12:26:39,929 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 5:31:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.9025, loss: 0.9025 2023-12-11 12:27:27,173 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 5:30:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 0.8833, loss: 0.8833 2023-12-11 12:28:14,457 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 5:29:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.8515, loss: 0.8515 2023-12-11 12:29:01,692 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 5:28:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.8195, loss: 0.8195 2023-12-11 12:29:49,025 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 5:28:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8488, loss: 0.8488 2023-12-11 12:30:36,304 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 5:27:34, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.9552, loss: 0.9552 2023-12-11 12:31:23,488 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 5:26:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8917, loss: 0.8917 2023-12-11 12:32:10,792 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 5:26:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9177, loss: 0.9177 2023-12-11 12:32:58,085 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 5:25:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8790, loss: 0.8790 2023-12-11 12:33:45,368 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 5:24:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.9277, loss: 0.9277 2023-12-11 12:34:32,619 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 5:24:00, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8788, loss: 0.8788 2023-12-11 12:35:19,880 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 5:23:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.8026, loss: 0.8026 2023-12-11 12:35:54,336 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 5:22:09, time: 0.345, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.8649, loss: 0.8649 2023-12-11 12:36:39,829 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 5:21:23, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.8343, loss: 0.8343 2023-12-11 12:37:29,822 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 5:20:46, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8771, loss: 0.8771 2023-12-11 12:38:19,693 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 5:20:08, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.9114, loss: 0.9114 2023-12-11 12:38:47,615 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 5:18:48, time: 0.279, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.7769, loss: 0.7769 2023-12-11 12:39:33,454 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 5:18:03, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.9129, loss: 0.9129 2023-12-11 12:39:58,585 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-11 12:42:46,197 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 12:42:46,275 - pyskl - INFO - top1_acc 0.8498 top5_acc 0.9830 2023-12-11 12:42:46,279 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8498, top5_acc: 0.9830 2023-12-11 12:43:51,342 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 5:16:43, time: 0.651, data_time: 0.185, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.8013, loss: 0.8013 2023-12-11 12:44:37,687 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 5:15:59, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7480, loss: 0.7480 2023-12-11 12:45:24,053 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 5:15:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.7432, loss: 0.7432 2023-12-11 12:46:10,691 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 5:14:30, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8263, loss: 0.8263 2023-12-11 12:46:57,203 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 5:13:46, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.7501, loss: 0.7501 2023-12-11 12:47:43,782 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 5:13:02, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8964, loss: 0.8964 2023-12-11 12:48:30,236 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 5:12:17, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.8317, loss: 0.8317 2023-12-11 12:49:16,700 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 5:11:33, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9769, loss: 0.9769 2023-12-11 12:50:03,063 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 5:10:49, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8903, loss: 0.8903 2023-12-11 12:50:49,538 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 5:10:04, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.8489, loss: 0.8489 2023-12-11 12:51:35,978 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 5:09:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.8651, loss: 0.8651 2023-12-11 12:52:22,432 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 5:08:35, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 0.8324, loss: 0.8324 2023-12-11 12:53:08,865 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 5:07:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8816, loss: 0.8816 2023-12-11 12:53:55,405 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 5:07:07, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.9287, loss: 0.9287 2023-12-11 12:54:41,884 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 5:06:22, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.8280, loss: 0.8280 2023-12-11 12:55:28,350 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 5:05:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.8027, loss: 0.8027 2023-12-11 12:56:14,756 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 5:04:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7787, loss: 0.7787 2023-12-11 12:56:48,259 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 5:03:45, time: 0.335, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.0583, loss: 1.0583 2023-12-11 12:57:33,941 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 5:02:59, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.9644, loss: 0.9644 2023-12-11 12:58:23,984 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 5:02:22, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.9098, loss: 0.9098 2023-12-11 12:59:13,999 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 5:01:44, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.9372, loss: 0.9372 2023-12-11 12:59:41,695 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 5:00:25, time: 0.277, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 0.8706, loss: 0.8706 2023-12-11 13:00:28,949 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 4:59:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8873, loss: 0.8873 2023-12-11 13:00:54,518 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-11 13:03:41,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 13:03:41,720 - pyskl - INFO - top1_acc 0.8809 top5_acc 0.9876 2023-12-11 13:03:41,723 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_50.pth was removed 2023-12-11 13:03:41,857 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. 2023-12-11 13:03:41,857 - pyskl - INFO - Best top1_acc is 0.8809 at 53 epoch. 2023-12-11 13:03:41,862 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8809, top5_acc: 0.9876 2023-12-11 13:04:46,893 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 4:58:23, time: 0.650, data_time: 0.187, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 0.8389, loss: 0.8389 2023-12-11 13:05:33,299 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 4:57:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7658, loss: 0.7658 2023-12-11 13:06:19,774 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 4:56:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8208, loss: 0.8208 2023-12-11 13:07:06,240 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 4:56:10, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7991, loss: 0.7991 2023-12-11 13:07:52,661 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 4:55:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9838, loss_cls: 0.8475, loss: 0.8475 2023-12-11 13:08:39,016 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 4:54:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8566, loss: 0.8566 2023-12-11 13:09:25,384 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 4:53:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8823, loss: 0.8823 2023-12-11 13:10:11,941 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 4:53:12, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.8147, loss: 0.8147 2023-12-11 13:10:58,407 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 4:52:28, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 0.8605, loss: 0.8605 2023-12-11 13:11:44,789 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 4:51:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.8521, loss: 0.8521 2023-12-11 13:12:31,229 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 4:50:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8912, loss: 0.8912 2023-12-11 13:13:17,667 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 4:50:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.8335, loss: 0.8335 2023-12-11 13:14:04,049 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 4:49:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.9089, loss: 0.9089 2023-12-11 13:14:50,511 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 4:48:45, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8503, loss: 0.8503 2023-12-11 13:15:37,068 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 4:48:01, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9302, loss: 0.9302 2023-12-11 13:16:23,452 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 4:47:16, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.8259, loss: 0.8259 2023-12-11 13:17:09,802 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 4:46:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8659, loss: 0.8659 2023-12-11 13:17:43,191 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 4:45:24, time: 0.334, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.8003, loss: 0.8003 2023-12-11 13:18:29,528 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 4:44:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.8935, loss: 0.8935 2023-12-11 13:19:19,414 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 4:44:01, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.8014, loss: 0.8014 2023-12-11 13:20:09,298 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 4:43:23, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 0.9912, loss: 0.9912 2023-12-11 13:20:36,563 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 4:42:04, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8303, loss: 0.8303 2023-12-11 13:21:23,597 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 4:41:21, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 0.8266, loss: 0.8266 2023-12-11 13:21:49,197 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-11 13:24:37,123 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 13:24:37,205 - pyskl - INFO - top1_acc 0.8424 top5_acc 0.9823 2023-12-11 13:24:37,210 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8424, top5_acc: 0.9823 2023-12-11 13:25:42,072 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 4:40:02, time: 0.649, data_time: 0.184, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7657, loss: 0.7657 2023-12-11 13:26:28,534 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 4:39:18, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7544, loss: 0.7544 2023-12-11 13:27:15,045 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 4:38:33, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7816, loss: 0.7816 2023-12-11 13:28:01,493 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 4:37:49, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8707, loss: 0.8707 2023-12-11 13:28:48,062 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 4:37:05, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7616, loss: 0.7616 2023-12-11 13:29:34,436 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 4:36:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7978, loss: 0.7978 2023-12-11 13:30:20,801 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 4:35:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.8713, loss: 0.8713 2023-12-11 13:31:07,233 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 4:34:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.9232, loss: 0.9232 2023-12-11 13:31:53,676 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 4:34:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.7886, loss: 0.7886 2023-12-11 13:32:40,116 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 4:33:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.8016, loss: 0.8016 2023-12-11 13:33:26,510 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 4:32:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.8074, loss: 0.8074 2023-12-11 13:34:13,048 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 4:31:53, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.7779, loss: 0.7779 2023-12-11 13:34:59,413 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 4:31:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.8397, loss: 0.8397 2023-12-11 13:35:45,771 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 4:30:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 0.9201, loss: 0.9201 2023-12-11 13:36:32,163 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 4:29:40, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8541, loss: 0.8541 2023-12-11 13:37:18,497 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 4:28:55, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.9340, loss: 0.9340 2023-12-11 13:38:04,925 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 4:28:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.8587, loss: 0.8587 2023-12-11 13:38:37,816 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 4:27:03, time: 0.329, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.8006, loss: 0.8006 2023-12-11 13:39:25,197 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 4:26:20, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.8619, loss: 0.8619 2023-12-11 13:40:15,124 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 4:25:41, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 0.9093, loss: 0.9093 2023-12-11 13:41:04,995 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 4:25:03, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8330, loss: 0.8330 2023-12-11 13:41:32,301 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 4:23:45, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.9560, loss: 0.9560 2023-12-11 13:42:18,673 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 4:23:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.8278, loss: 0.8278 2023-12-11 13:42:43,814 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-11 13:45:31,176 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 13:45:31,258 - pyskl - INFO - top1_acc 0.8660 top5_acc 0.9867 2023-12-11 13:45:31,263 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8660, top5_acc: 0.9867 2023-12-11 13:46:36,575 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 4:21:43, time: 0.653, data_time: 0.185, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 0.8296, loss: 0.8296 2023-12-11 13:47:23,822 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 4:21:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8473, loss: 0.8473 2023-12-11 13:48:11,094 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 4:20:17, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7766, loss: 0.7766 2023-12-11 13:48:58,369 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 4:19:34, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.7510, loss: 0.7510 2023-12-11 13:49:45,609 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 4:18:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 0.9336, loss: 0.9336 2023-12-11 13:50:32,893 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 4:18:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9862, loss_cls: 0.8046, loss: 0.8046 2023-12-11 13:51:20,153 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 4:17:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.8118, loss: 0.8118 2023-12-11 13:52:07,413 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 4:16:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8503, loss: 0.8503 2023-12-11 13:52:54,702 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 4:15:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 0.8573, loss: 0.8573 2023-12-11 13:53:41,978 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 4:15:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.8613, loss: 0.8613 2023-12-11 13:54:29,259 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 4:14:33, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.8122, loss: 0.8122 2023-12-11 13:55:16,608 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 4:13:50, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8362, loss: 0.8362 2023-12-11 13:56:03,938 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 4:13:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7777, loss: 0.7777 2023-12-11 13:56:51,174 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 4:12:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7632, loss: 0.7632 2023-12-11 13:57:38,481 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 4:11:41, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 0.8879, loss: 0.8879 2023-12-11 13:58:25,795 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 4:10:58, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.8250, loss: 0.8250 2023-12-11 13:59:13,126 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 4:10:15, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.8835, loss: 0.8835 2023-12-11 13:59:45,704 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 4:09:07, time: 0.326, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.9210, loss: 0.9210 2023-12-11 14:00:33,265 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 4:08:24, time: 0.476, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.8531, loss: 0.8531 2023-12-11 14:01:23,299 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 4:07:46, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8562, loss: 0.8562 2023-12-11 14:02:13,239 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 4:07:07, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8977, loss: 0.8977 2023-12-11 14:02:40,688 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 4:05:51, time: 0.274, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.8027, loss: 0.8027 2023-12-11 14:03:27,960 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 4:05:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.8175, loss: 0.8175 2023-12-11 14:03:53,574 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-11 14:06:41,019 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 14:06:41,103 - pyskl - INFO - top1_acc 0.8704 top5_acc 0.9870 2023-12-11 14:06:41,108 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8704, top5_acc: 0.9870 2023-12-11 14:07:46,047 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 4:03:49, time: 0.649, data_time: 0.186, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7096, loss: 0.7096 2023-12-11 14:08:32,475 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 4:03:05, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7403, loss: 0.7403 2023-12-11 14:09:18,923 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 4:02:21, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.8123, loss: 0.8123 2023-12-11 14:10:05,340 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 4:01:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.8278, loss: 0.8278 2023-12-11 14:10:51,766 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 4:00:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.8167, loss: 0.8167 2023-12-11 14:11:38,168 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 4:00:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8319, loss: 0.8319 2023-12-11 14:12:24,683 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 3:59:23, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7802, loss: 0.7802 2023-12-11 14:13:11,144 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 3:58:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.8578, loss: 0.8578 2023-12-11 14:13:57,630 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 3:57:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.8329, loss: 0.8329 2023-12-11 14:14:44,090 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 3:57:09, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8075, loss: 0.8075 2023-12-11 14:15:30,496 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 3:56:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8468, loss: 0.8468 2023-12-11 14:16:16,961 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 3:55:40, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.8287, loss: 0.8287 2023-12-11 14:17:03,462 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 3:54:56, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7903, loss: 0.7903 2023-12-11 14:17:50,035 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 3:54:12, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.8537, loss: 0.8537 2023-12-11 14:18:36,527 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 3:53:27, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 0.8287, loss: 0.8287 2023-12-11 14:19:22,897 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 3:52:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 0.8744, loss: 0.8744 2023-12-11 14:20:09,366 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 3:51:58, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7821, loss: 0.7821 2023-12-11 14:20:40,932 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 3:50:49, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.8200, loss: 0.8200 2023-12-11 14:21:29,308 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 3:50:08, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7950, loss: 0.7950 2023-12-11 14:22:19,281 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 3:49:29, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8632, loss: 0.8632 2023-12-11 14:23:09,237 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 3:48:51, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8910, loss: 0.8910 2023-12-11 14:23:36,041 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 3:47:34, time: 0.268, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8526, loss: 0.8526 2023-12-11 14:24:22,585 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 3:46:50, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.7817, loss: 0.7817 2023-12-11 14:24:47,771 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-11 14:27:35,239 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 14:27:35,321 - pyskl - INFO - top1_acc 0.8652 top5_acc 0.9836 2023-12-11 14:27:35,326 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8652, top5_acc: 0.9836 2023-12-11 14:28:41,638 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 3:45:34, time: 0.663, data_time: 0.190, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.8275, loss: 0.8275 2023-12-11 14:29:28,911 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 3:44:51, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 0.7070, loss: 0.7070 2023-12-11 14:30:16,208 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 3:44:08, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7588, loss: 0.7588 2023-12-11 14:31:03,509 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 3:43:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 0.8208, loss: 0.8208 2023-12-11 14:31:50,831 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 3:42:42, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 0.7271, loss: 0.7271 2023-12-11 14:32:38,174 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 3:41:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7902, loss: 0.7902 2023-12-11 14:33:25,483 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 3:41:15, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.8051, loss: 0.8051 2023-12-11 14:34:12,775 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 3:40:32, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 0.7582, loss: 0.7582 2023-12-11 14:35:00,035 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 3:39:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9850, loss_cls: 0.7657, loss: 0.7657 2023-12-11 14:35:47,290 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 3:39:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8883, loss: 0.8883 2023-12-11 14:36:34,587 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 3:38:23, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7325, loss: 0.7325 2023-12-11 14:37:21,904 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 3:37:40, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.8609, loss: 0.8609 2023-12-11 14:38:09,193 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 3:36:57, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.8496, loss: 0.8496 2023-12-11 14:38:56,492 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 3:36:13, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 0.8242, loss: 0.8242 2023-12-11 14:39:43,646 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 3:35:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.8740, loss: 0.8740 2023-12-11 14:40:30,109 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 3:34:46, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.8212, loss: 0.8212 2023-12-11 14:41:16,557 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 3:34:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.8024, loss: 0.8024 2023-12-11 14:41:47,526 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 3:32:52, time: 0.310, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.8191, loss: 0.8191 2023-12-11 14:42:35,932 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 3:32:10, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 0.8633, loss: 0.8633 2023-12-11 14:43:25,934 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 3:31:32, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.8104, loss: 0.8104 2023-12-11 14:44:16,017 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 3:30:53, time: 0.501, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8741, loss: 0.8741 2023-12-11 14:44:43,080 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 3:29:38, time: 0.271, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9668, loss: 0.9668 2023-12-11 14:45:29,550 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 3:28:53, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8284, loss: 0.8284 2023-12-11 14:45:54,723 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-11 14:48:41,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 14:48:41,992 - pyskl - INFO - top1_acc 0.8568 top5_acc 0.9828 2023-12-11 14:48:41,996 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8568, top5_acc: 0.9828 2023-12-11 14:49:47,102 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 3:27:36, time: 0.651, data_time: 0.187, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.7063, loss: 0.7063 2023-12-11 14:50:33,585 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 3:26:51, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.8338, loss: 0.8338 2023-12-11 14:51:20,078 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 3:26:07, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6921, loss: 0.6921 2023-12-11 14:52:06,535 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 3:25:22, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.7867, loss: 0.7867 2023-12-11 14:52:52,973 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 3:24:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7844, loss: 0.7844 2023-12-11 14:53:39,455 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 3:23:53, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.8748, loss: 0.8748 2023-12-11 14:54:26,021 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 3:23:09, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7887, loss: 0.7887 2023-12-11 14:55:12,518 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 3:22:25, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 0.7027, loss: 0.7027 2023-12-11 14:55:59,034 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 3:21:40, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.7738, loss: 0.7738 2023-12-11 14:56:45,603 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 3:20:56, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.8203, loss: 0.8203 2023-12-11 14:57:32,060 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 3:20:11, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.8214, loss: 0.8214 2023-12-11 14:58:18,442 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 3:19:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8466, loss: 0.8466 2023-12-11 14:59:04,977 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 3:18:42, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8203, loss: 0.8203 2023-12-11 14:59:51,339 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 3:17:58, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.8167, loss: 0.8167 2023-12-11 15:00:37,898 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 3:17:13, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.7825, loss: 0.7825 2023-12-11 15:01:24,365 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 3:16:29, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 0.8144, loss: 0.8144 2023-12-11 15:02:10,833 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 3:15:44, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7748, loss: 0.7748 2023-12-11 15:02:42,093 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 3:14:36, time: 0.313, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8417, loss: 0.8417 2023-12-11 15:03:30,769 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 3:13:55, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.9172, loss: 0.9172 2023-12-11 15:04:20,632 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 3:13:16, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.8405, loss: 0.8405 2023-12-11 15:05:10,615 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 3:12:37, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7328, loss: 0.7328 2023-12-11 15:05:37,768 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 3:11:23, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 0.8882, loss: 0.8882 2023-12-11 15:06:24,194 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 3:10:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8488, loss: 0.8488 2023-12-11 15:06:49,289 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-11 15:09:37,011 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 15:09:37,090 - pyskl - INFO - top1_acc 0.8696 top5_acc 0.9881 2023-12-11 15:09:37,094 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8696, top5_acc: 0.9881 2023-12-11 15:10:42,423 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 3:09:21, time: 0.653, data_time: 0.189, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.7691, loss: 0.7691 2023-12-11 15:11:28,836 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 3:08:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7473, loss: 0.7473 2023-12-11 15:12:15,432 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 3:07:52, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8216, loss: 0.8216 2023-12-11 15:13:01,844 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 3:07:08, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 0.8043, loss: 0.8043 2023-12-11 15:13:48,244 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 3:06:23, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6774, loss: 0.6774 2023-12-11 15:14:34,721 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 3:05:39, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 0.9176, loss: 0.9176 2023-12-11 15:15:21,077 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 3:04:54, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 0.7499, loss: 0.7499 2023-12-11 15:16:07,486 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 3:04:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8172, loss: 0.8172 2023-12-11 15:16:53,962 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 3:03:25, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.8252, loss: 0.8252 2023-12-11 15:17:40,473 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 3:02:41, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.8286, loss: 0.8286 2023-12-11 15:18:26,951 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 3:01:56, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7676, loss: 0.7676 2023-12-11 15:19:13,370 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 3:01:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 0.7592, loss: 0.7592 2023-12-11 15:19:59,936 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 3:00:27, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.7545, loss: 0.7545 2023-12-11 15:20:46,457 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 2:59:43, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7826, loss: 0.7826 2023-12-11 15:21:32,944 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 2:58:58, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.8618, loss: 0.8618 2023-12-11 15:22:19,440 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 2:58:14, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 0.8612, loss: 0.8612 2023-12-11 15:23:05,978 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 2:57:29, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.8369, loss: 0.8369 2023-12-11 15:23:36,545 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 2:56:21, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.8717, loss: 0.8717 2023-12-11 15:24:26,274 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 2:55:41, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.8027, loss: 0.8027 2023-12-11 15:25:16,076 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 2:55:02, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.7885, loss: 0.7885 2023-12-11 15:26:06,019 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 2:54:23, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.8690, loss: 0.8690 2023-12-11 15:26:33,442 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 2:53:10, time: 0.274, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8274, loss: 0.8274 2023-12-11 15:27:19,954 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 2:52:25, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.8264, loss: 0.8264 2023-12-11 15:27:45,126 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-11 15:30:32,750 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 15:30:32,828 - pyskl - INFO - top1_acc 0.8849 top5_acc 0.9893 2023-12-11 15:30:32,832 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_53.pth was removed 2023-12-11 15:30:32,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2023-12-11 15:30:32,969 - pyskl - INFO - Best top1_acc is 0.8849 at 60 epoch. 2023-12-11 15:30:32,975 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8849, top5_acc: 0.9893 2023-12-11 15:31:37,686 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 2:51:07, time: 0.647, data_time: 0.183, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6769, loss: 0.6769 2023-12-11 15:32:24,150 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 2:50:23, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7610, loss: 0.7610 2023-12-11 15:33:10,622 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 2:49:39, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7839, loss: 0.7839 2023-12-11 15:33:57,158 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 2:48:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8178, loss: 0.8178 2023-12-11 15:34:43,608 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 2:48:10, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7319, loss: 0.7319 2023-12-11 15:35:30,056 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 2:47:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.8192, loss: 0.8192 2023-12-11 15:36:16,429 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 2:46:40, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8020, loss: 0.8020 2023-12-11 15:37:02,810 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 2:45:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.7818, loss: 0.7818 2023-12-11 15:37:49,151 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 2:45:11, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7966, loss: 0.7966 2023-12-11 15:38:35,519 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 2:44:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7789, loss: 0.7789 2023-12-11 15:39:21,857 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 2:43:42, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7614, loss: 0.7614 2023-12-11 15:40:08,238 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 2:42:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8314, loss: 0.8314 2023-12-11 15:40:54,634 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 2:42:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.7958, loss: 0.7958 2023-12-11 15:41:40,993 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 2:41:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7758, loss: 0.7758 2023-12-11 15:42:27,380 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 2:40:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.7052, loss: 0.7052 2023-12-11 15:43:13,741 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 2:39:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7127, loss: 0.7127 2023-12-11 15:44:00,180 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 2:39:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.8475, loss: 0.8475 2023-12-11 15:44:30,306 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 2:38:06, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7938, loss: 0.7938 2023-12-11 15:45:20,192 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 2:37:26, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8017, loss: 0.8017 2023-12-11 15:46:09,898 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 2:36:46, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.8982, loss: 0.8982 2023-12-11 15:46:59,602 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 2:36:07, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.8101, loss: 0.8101 2023-12-11 15:47:26,809 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 2:34:54, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8069, loss: 0.8069 2023-12-11 15:48:14,059 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 2:34:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.8602, loss: 0.8602 2023-12-11 15:48:39,654 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-11 15:51:26,805 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 15:51:26,890 - pyskl - INFO - top1_acc 0.8807 top5_acc 0.9866 2023-12-11 15:51:26,895 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8807, top5_acc: 0.9866 2023-12-11 15:52:32,879 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 2:32:55, time: 0.660, data_time: 0.188, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 0.7168, loss: 0.7168 2023-12-11 15:53:20,098 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 2:32:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7615, loss: 0.7615 2023-12-11 15:54:07,345 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 2:31:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7545, loss: 0.7545 2023-12-11 15:54:54,531 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 2:30:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.8394, loss: 0.8394 2023-12-11 15:55:41,781 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 2:30:01, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7949, loss: 0.7949 2023-12-11 15:56:29,035 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 2:29:18, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 0.8087, loss: 0.8087 2023-12-11 15:57:16,272 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 2:28:35, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.7464, loss: 0.7464 2023-12-11 15:58:03,458 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 2:27:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7697, loss: 0.7697 2023-12-11 15:58:50,693 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 2:27:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8005, loss: 0.8005 2023-12-11 15:59:37,909 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 2:26:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7726, loss: 0.7726 2023-12-11 16:00:25,179 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 2:25:41, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7889, loss: 0.7889 2023-12-11 16:01:12,382 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 2:24:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 0.8907, loss: 0.8907 2023-12-11 16:01:59,638 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 2:24:14, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.8145, loss: 0.8145 2023-12-11 16:02:46,866 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 2:23:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7429, loss: 0.7429 2023-12-11 16:03:34,107 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 2:22:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.8562, loss: 0.8562 2023-12-11 16:04:21,399 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 2:22:04, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.8211, loss: 0.8211 2023-12-11 16:05:08,657 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 2:21:20, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7735, loss: 0.7735 2023-12-11 16:05:38,843 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 2:20:13, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7948, loss: 0.7948 2023-12-11 16:06:28,689 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 2:19:33, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7620, loss: 0.7620 2023-12-11 16:07:18,437 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 2:18:53, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7908, loss: 0.7908 2023-12-11 16:08:07,949 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 2:18:13, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8139, loss: 0.8139 2023-12-11 16:08:34,965 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 2:17:01, time: 0.270, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.7213, loss: 0.7213 2023-12-11 16:09:21,405 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 2:16:16, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.8318, loss: 0.8318 2023-12-11 16:09:46,505 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-11 16:12:33,968 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 16:12:34,046 - pyskl - INFO - top1_acc 0.8630 top5_acc 0.9868 2023-12-11 16:12:34,052 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8630, top5_acc: 0.9868 2023-12-11 16:13:38,436 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 2:14:58, time: 0.644, data_time: 0.180, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6547, loss: 0.6547 2023-12-11 16:14:24,852 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 2:14:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.7157, loss: 0.7157 2023-12-11 16:15:11,447 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 2:13:30, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.7076, loss: 0.7076 2023-12-11 16:15:57,881 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 2:12:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8268, loss: 0.8268 2023-12-11 16:16:44,341 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 2:12:00, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.7856, loss: 0.7856 2023-12-11 16:17:30,791 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 2:11:16, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7856, loss: 0.7856 2023-12-11 16:18:17,226 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 2:10:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9881, loss_cls: 0.7377, loss: 0.7377 2023-12-11 16:19:03,708 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 2:09:47, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.7318, loss: 0.7318 2023-12-11 16:19:50,112 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 2:09:02, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.7259, loss: 0.7259 2023-12-11 16:20:36,615 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 2:08:18, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8001, loss: 0.8001 2023-12-11 16:21:23,036 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 2:07:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7944, loss: 0.7944 2023-12-11 16:22:09,574 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 2:06:49, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.8159, loss: 0.8159 2023-12-11 16:22:55,952 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 2:06:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7852, loss: 0.7852 2023-12-11 16:23:42,392 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 2:05:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.7204, loss: 0.7204 2023-12-11 16:24:28,822 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 2:04:35, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7448, loss: 0.7448 2023-12-11 16:25:15,177 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 2:03:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.7843, loss: 0.7843 2023-12-11 16:26:01,744 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 2:03:06, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.8761, loss: 0.8761 2023-12-11 16:26:31,899 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 2:01:58, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.7815, loss: 0.7815 2023-12-11 16:27:21,760 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 2:01:19, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.8102, loss: 0.8102 2023-12-11 16:28:11,614 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 2:00:39, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8512, loss: 0.8512 2023-12-11 16:29:01,478 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 1:59:59, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.8016, loss: 0.8016 2023-12-11 16:29:28,794 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 1:58:48, time: 0.273, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.8672, loss: 0.8672 2023-12-11 16:30:15,198 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 1:58:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 0.7752, loss: 0.7752 2023-12-11 16:30:40,396 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-11 16:33:27,201 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 16:33:27,280 - pyskl - INFO - top1_acc 0.8539 top5_acc 0.9862 2023-12-11 16:33:27,285 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8539, top5_acc: 0.9862 2023-12-11 16:34:32,178 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 1:56:47, time: 0.649, data_time: 0.184, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.7540, loss: 0.7540 2023-12-11 16:35:18,709 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 1:56:02, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6916, loss: 0.6916 2023-12-11 16:36:05,032 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 1:55:17, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.7567, loss: 0.7567 2023-12-11 16:36:51,384 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 1:54:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.7060, loss: 0.7060 2023-12-11 16:37:37,835 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 1:53:48, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7122, loss: 0.7122 2023-12-11 16:38:24,175 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 1:53:03, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.8134, loss: 0.8134 2023-12-11 16:39:10,580 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 1:52:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7996, loss: 0.7996 2023-12-11 16:39:56,945 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 1:51:34, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8335, loss: 0.8335 2023-12-11 16:40:43,364 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 1:50:49, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7339, loss: 0.7339 2023-12-11 16:41:29,780 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 1:50:05, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.7355, loss: 0.7355 2023-12-11 16:42:16,185 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 1:49:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 0.8489, loss: 0.8489 2023-12-11 16:43:02,635 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 1:48:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.8087, loss: 0.8087 2023-12-11 16:43:49,040 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 1:47:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.7439, loss: 0.7439 2023-12-11 16:44:35,452 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 1:47:06, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7534, loss: 0.7534 2023-12-11 16:45:21,913 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 1:46:22, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.7996, loss: 0.7996 2023-12-11 16:46:08,302 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 1:45:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.7492, loss: 0.7492 2023-12-11 16:46:54,721 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 1:44:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7401, loss: 0.7401 2023-12-11 16:47:25,126 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 1:43:46, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7248, loss: 0.7248 2023-12-11 16:48:15,083 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 1:43:06, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7658, loss: 0.7658 2023-12-11 16:49:04,928 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 1:42:26, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7496, loss: 0.7496 2023-12-11 16:49:54,364 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 1:41:46, time: 0.494, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8307, loss: 0.8307 2023-12-11 16:50:22,539 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 1:40:37, time: 0.282, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.7579, loss: 0.7579 2023-12-11 16:51:09,798 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 1:39:53, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7299, loss: 0.7299 2023-12-11 16:51:35,336 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-11 16:54:22,996 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 16:54:23,074 - pyskl - INFO - top1_acc 0.8711 top5_acc 0.9872 2023-12-11 16:54:23,078 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8711, top5_acc: 0.9872 2023-12-11 16:55:27,568 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 1:38:36, time: 0.645, data_time: 0.180, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6672, loss: 0.6672 2023-12-11 16:56:14,045 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 1:37:52, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7358, loss: 0.7358 2023-12-11 16:57:00,534 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 1:37:07, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6517, loss: 0.6517 2023-12-11 16:57:46,911 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 1:36:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7906, loss: 0.7906 2023-12-11 16:58:33,421 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 1:35:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7622, loss: 0.7622 2023-12-11 16:59:19,872 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 1:34:53, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8306, loss: 0.8306 2023-12-11 17:00:06,291 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 1:34:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.8004, loss: 0.8004 2023-12-11 17:00:52,799 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 1:33:24, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.7087, loss: 0.7087 2023-12-11 17:01:39,244 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 1:32:40, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.7528, loss: 0.7528 2023-12-11 17:02:25,609 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 1:31:55, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7320, loss: 0.7320 2023-12-11 17:03:12,092 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 1:31:10, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7788, loss: 0.7788 2023-12-11 17:03:58,491 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 1:30:26, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.6979, loss: 0.6979 2023-12-11 17:04:44,972 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 1:29:41, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.7579, loss: 0.7579 2023-12-11 17:05:31,385 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 1:28:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7532, loss: 0.7532 2023-12-11 17:06:17,755 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 1:28:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.8002, loss: 0.8002 2023-12-11 17:07:04,285 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 1:27:27, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7238, loss: 0.7238 2023-12-11 17:07:50,724 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 1:26:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.8282, loss: 0.8282 2023-12-11 17:08:21,127 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 1:25:37, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.7698, loss: 0.7698 2023-12-11 17:09:11,098 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 1:24:57, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.8201, loss: 0.8201 2023-12-11 17:10:00,959 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 1:24:17, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8319, loss: 0.8319 2023-12-11 17:10:49,225 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 1:23:35, time: 0.483, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7398, loss: 0.7398 2023-12-11 17:11:17,596 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 1:22:27, time: 0.284, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.7178, loss: 0.7178 2023-12-11 17:12:04,080 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 1:21:42, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.7897, loss: 0.7897 2023-12-11 17:12:29,146 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-11 17:15:16,449 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 17:15:16,527 - pyskl - INFO - top1_acc 0.8793 top5_acc 0.9888 2023-12-11 17:15:16,532 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8793, top5_acc: 0.9888 2023-12-11 17:16:21,791 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 1:20:26, time: 0.653, data_time: 0.181, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7190, loss: 0.7190 2023-12-11 17:17:09,007 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 1 day, 1:19:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.7019, loss: 0.7019 2023-12-11 17:17:56,250 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 1 day, 1:18:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.7297, loss: 0.7297 2023-12-11 17:18:43,499 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 1 day, 1:18:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.6910, loss: 0.6910 2023-12-11 17:19:30,747 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 1 day, 1:17:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 0.6448, loss: 0.6448 2023-12-11 17:20:18,038 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 1 day, 1:16:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.7515, loss: 0.7515 2023-12-11 17:21:05,258 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 1 day, 1:16:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7557, loss: 0.7557 2023-12-11 17:21:52,474 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 1 day, 1:15:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8093, loss: 0.8093 2023-12-11 17:22:39,625 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 1 day, 1:14:38, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6794, loss: 0.6794 2023-12-11 17:23:26,844 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 1 day, 1:13:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.7962, loss: 0.7962 2023-12-11 17:24:14,011 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 1 day, 1:13:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.7134, loss: 0.7134 2023-12-11 17:25:01,251 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 1 day, 1:12:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.6933, loss: 0.6933 2023-12-11 17:25:48,493 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 1 day, 1:11:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7246, loss: 0.7246 2023-12-11 17:26:35,731 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 1 day, 1:11:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7949, loss: 0.7949 2023-12-11 17:27:22,989 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 1 day, 1:10:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.7156, loss: 0.7156 2023-12-11 17:28:10,219 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 1 day, 1:09:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7224, loss: 0.7224 2023-12-11 17:28:57,442 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 1 day, 1:08:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7683, loss: 0.7683 2023-12-11 17:29:27,666 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 1 day, 1:07:43, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7822, loss: 0.7822 2023-12-11 17:30:17,420 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 1 day, 1:07:03, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.7962, loss: 0.7962 2023-12-11 17:31:07,194 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 1 day, 1:06:23, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.8029, loss: 0.8029 2023-12-11 17:31:56,059 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 1 day, 1:05:41, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7579, loss: 0.7579 2023-12-11 17:32:24,749 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 1 day, 1:04:34, time: 0.287, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7803, loss: 0.7803 2023-12-11 17:33:11,273 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 1 day, 1:03:49, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.8498, loss: 0.8498 2023-12-11 17:33:36,487 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-11 17:36:23,761 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 17:36:23,839 - pyskl - INFO - top1_acc 0.8769 top5_acc 0.9877 2023-12-11 17:36:23,844 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8769, top5_acc: 0.9877 2023-12-11 17:37:28,750 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 1 day, 1:02:33, time: 0.649, data_time: 0.185, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6970, loss: 0.6970 2023-12-11 17:38:15,202 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 1 day, 1:01:49, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6961, loss: 0.6961 2023-12-11 17:39:01,737 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 1 day, 1:01:04, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.7115, loss: 0.7115 2023-12-11 17:39:48,071 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 1 day, 1:00:19, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 0.7062, loss: 0.7062 2023-12-11 17:40:34,408 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 1 day, 0:59:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.7696, loss: 0.7696 2023-12-11 17:41:20,769 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 1 day, 0:58:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 0.6881, loss: 0.6881 2023-12-11 17:42:07,162 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 1 day, 0:58:05, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.7373, loss: 0.7373 2023-12-11 17:42:53,605 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 1 day, 0:57:21, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7887, loss: 0.7887 2023-12-11 17:43:40,029 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 1 day, 0:56:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.7040, loss: 0.7040 2023-12-11 17:44:26,350 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 1 day, 0:55:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6887, loss: 0.6887 2023-12-11 17:45:12,679 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 1 day, 0:55:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7436, loss: 0.7436 2023-12-11 17:45:59,029 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 1 day, 0:54:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6918, loss: 0.6918 2023-12-11 17:46:45,373 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 1 day, 0:53:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.7812, loss: 0.7812 2023-12-11 17:47:31,780 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 1 day, 0:52:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 0.7491, loss: 0.7491 2023-12-11 17:48:18,199 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 1 day, 0:52:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7635, loss: 0.7635 2023-12-11 17:49:04,618 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 1 day, 0:51:23, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.7879, loss: 0.7879 2023-12-11 17:49:51,091 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 1 day, 0:50:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.8394, loss: 0.8394 2023-12-11 17:50:21,197 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 1 day, 0:49:33, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7634, loss: 0.7634 2023-12-11 17:51:10,875 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 1 day, 0:48:53, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.8276, loss: 0.8276 2023-12-11 17:52:00,704 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 1 day, 0:48:12, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7696, loss: 0.7696 2023-12-11 17:52:48,808 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 1 day, 0:47:30, time: 0.481, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.7974, loss: 0.7974 2023-12-11 17:53:16,893 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 1 day, 0:46:22, time: 0.281, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.6827, loss: 0.6827 2023-12-11 17:54:03,231 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 1 day, 0:45:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.8375, loss: 0.8375 2023-12-11 17:54:28,307 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-11 17:57:15,155 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 17:57:15,234 - pyskl - INFO - top1_acc 0.8869 top5_acc 0.9889 2023-12-11 17:57:15,238 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_60.pth was removed 2023-12-11 17:57:15,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. 2023-12-11 17:57:15,369 - pyskl - INFO - Best top1_acc is 0.8869 at 67 epoch. 2023-12-11 17:57:15,374 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8869, top5_acc: 0.9889 2023-12-11 17:58:21,243 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 1 day, 0:44:23, time: 0.659, data_time: 0.186, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7227, loss: 0.7227 2023-12-11 17:59:08,498 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 1 day, 0:43:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6751, loss: 0.6751 2023-12-11 17:59:55,703 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 1 day, 0:42:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7652, loss: 0.7652 2023-12-11 18:00:42,940 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 1 day, 0:42:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6966, loss: 0.6966 2023-12-11 18:01:30,210 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 1 day, 0:41:28, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6635, loss: 0.6635 2023-12-11 18:02:17,415 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 1 day, 0:40:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.7744, loss: 0.7744 2023-12-11 18:03:04,653 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 1 day, 0:40:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.7135, loss: 0.7135 2023-12-11 18:03:51,851 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 1 day, 0:39:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7466, loss: 0.7466 2023-12-11 18:04:39,083 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 1 day, 0:38:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.7411, loss: 0.7411 2023-12-11 18:05:26,271 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 1 day, 0:37:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7063, loss: 0.7063 2023-12-11 18:06:13,504 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 1 day, 0:37:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.6973, loss: 0.6973 2023-12-11 18:07:00,698 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 1 day, 0:36:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7976, loss: 0.7976 2023-12-11 18:07:47,961 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 1 day, 0:35:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.7379, loss: 0.7379 2023-12-11 18:08:35,146 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 1 day, 0:34:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.7328, loss: 0.7328 2023-12-11 18:09:22,287 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 1 day, 0:34:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.7004, loss: 0.7004 2023-12-11 18:10:09,462 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 1 day, 0:33:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6745, loss: 0.6745 2023-12-11 18:10:56,672 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 1 day, 0:32:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9750, loss_cls: 0.7385, loss: 0.7385 2023-12-11 18:11:27,266 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 1 day, 0:31:40, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6817, loss: 0.6817 2023-12-11 18:12:17,092 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 1 day, 0:30:59, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7520, loss: 0.7520 2023-12-11 18:13:06,911 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 1 day, 0:30:18, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.8122, loss: 0.8122 2023-12-11 18:13:55,101 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 1 day, 0:29:36, time: 0.482, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.7317, loss: 0.7317 2023-12-11 18:14:24,834 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 1 day, 0:28:31, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8569, loss: 0.8569 2023-12-11 18:15:12,097 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 1 day, 0:27:47, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7393, loss: 0.7393 2023-12-11 18:15:37,620 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-11 18:18:25,038 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 18:18:25,119 - pyskl - INFO - top1_acc 0.8739 top5_acc 0.9898 2023-12-11 18:18:25,124 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8739, top5_acc: 0.9898 2023-12-11 18:19:30,248 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 1 day, 0:26:32, time: 0.651, data_time: 0.181, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 0.7052, loss: 0.7052 2023-12-11 18:20:17,450 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 1 day, 0:25:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.7628, loss: 0.7628 2023-12-11 18:21:04,724 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 1 day, 0:25:05, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6514, loss: 0.6514 2023-12-11 18:21:52,021 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 1 day, 0:24:21, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7613, loss: 0.7613 2023-12-11 18:22:39,320 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 1 day, 0:23:37, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.7460, loss: 0.7460 2023-12-11 18:23:26,527 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 1 day, 0:22:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7042, loss: 0.7042 2023-12-11 18:24:13,810 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 1 day, 0:22:10, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.6868, loss: 0.6868 2023-12-11 18:25:01,004 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 1 day, 0:21:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.7132, loss: 0.7132 2023-12-11 18:25:48,231 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 1 day, 0:20:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7520, loss: 0.7520 2023-12-11 18:26:35,379 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 1 day, 0:19:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.6768, loss: 0.6768 2023-12-11 18:27:22,566 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 1 day, 0:19:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7670, loss: 0.7670 2023-12-11 18:28:09,717 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 1 day, 0:18:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.7144, loss: 0.7144 2023-12-11 18:28:56,918 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 1 day, 0:17:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.8210, loss: 0.8210 2023-12-11 18:29:44,076 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 1 day, 0:17:03, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7357, loss: 0.7357 2023-12-11 18:30:31,201 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 1 day, 0:16:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7950, loss: 0.7950 2023-12-11 18:31:18,407 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 1 day, 0:15:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.7322, loss: 0.7322 2023-12-11 18:32:05,562 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 1 day, 0:14:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 0.7806, loss: 0.7806 2023-12-11 18:32:36,232 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 1 day, 0:13:48, time: 0.307, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7228, loss: 0.7228 2023-12-11 18:33:26,051 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 1 day, 0:13:08, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 0.6699, loss: 0.6699 2023-12-11 18:34:15,899 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 1 day, 0:12:27, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.7078, loss: 0.7078 2023-12-11 18:35:02,957 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 1 day, 0:11:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7708, loss: 0.7708 2023-12-11 18:35:32,267 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 1 day, 0:10:38, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7234, loss: 0.7234 2023-12-11 18:36:18,784 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 1 day, 0:09:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7700, loss: 0.7700 2023-12-11 18:36:43,944 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-11 18:39:30,778 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 18:39:30,856 - pyskl - INFO - top1_acc 0.8730 top5_acc 0.9885 2023-12-11 18:39:30,861 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8730, top5_acc: 0.9885 2023-12-11 18:40:36,432 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 1 day, 0:08:39, time: 0.656, data_time: 0.185, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6445, loss: 0.6445 2023-12-11 18:41:23,664 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 1 day, 0:07:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.7144, loss: 0.7144 2023-12-11 18:42:10,865 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 1 day, 0:07:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 0.6715, loss: 0.6715 2023-12-11 18:42:58,084 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 1 day, 0:06:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 0.7419, loss: 0.7419 2023-12-11 18:43:45,265 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 1 day, 0:05:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.7330, loss: 0.7330 2023-12-11 18:44:32,412 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 1 day, 0:05:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6798, loss: 0.6798 2023-12-11 18:45:19,591 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 1 day, 0:04:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 0.6845, loss: 0.6845 2023-12-11 18:46:06,750 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 1 day, 0:03:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7801, loss: 0.7801 2023-12-11 18:46:53,922 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 1 day, 0:02:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7485, loss: 0.7485 2023-12-11 18:47:41,072 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 1 day, 0:02:04, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 0.7668, loss: 0.7668 2023-12-11 18:48:28,217 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 1 day, 0:01:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7794, loss: 0.7794 2023-12-11 18:49:15,365 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 1 day, 0:00:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6746, loss: 0.6746 2023-12-11 18:50:02,605 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 23:59:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7546, loss: 0.7546 2023-12-11 18:50:49,753 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 23:59:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6870, loss: 0.6870 2023-12-11 18:51:36,886 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 23:58:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.6743, loss: 0.6743 2023-12-11 18:52:24,061 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 23:57:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6976, loss: 0.6976 2023-12-11 18:53:11,265 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 23:56:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.7698, loss: 0.7698 2023-12-11 18:53:41,678 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 23:55:54, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7193, loss: 0.7193 2023-12-11 18:54:31,500 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 23:55:13, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.7113, loss: 0.7113 2023-12-11 18:55:21,219 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 23:54:32, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.6655, loss: 0.6655 2023-12-11 18:56:08,662 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 23:53:49, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 0.7581, loss: 0.7581 2023-12-11 18:56:38,176 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 23:52:45, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.7704, loss: 0.7704 2023-12-11 18:57:25,408 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 23:52:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.8582, loss: 0.8582 2023-12-11 18:57:50,949 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-11 19:00:38,788 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 19:00:38,875 - pyskl - INFO - top1_acc 0.9001 top5_acc 0.9908 2023-12-11 19:00:38,879 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_67.pth was removed 2023-12-11 19:00:39,011 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-11 19:00:39,012 - pyskl - INFO - Best top1_acc is 0.9001 at 70 epoch. 2023-12-11 19:00:39,016 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9001, top5_acc: 0.9908 2023-12-11 19:01:44,263 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 23:50:46, time: 0.652, data_time: 0.180, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6204, loss: 0.6204 2023-12-11 19:02:31,415 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 23:50:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5979, loss: 0.5979 2023-12-11 19:03:18,574 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 23:49:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.6292, loss: 0.6292 2023-12-11 19:04:05,774 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 23:48:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9806, loss_cls: 0.6294, loss: 0.6294 2023-12-11 19:04:52,952 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 23:47:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6543, loss: 0.6543 2023-12-11 19:05:40,255 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 23:47:07, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6888, loss: 0.6888 2023-12-11 19:06:27,397 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 23:46:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7152, loss: 0.7152 2023-12-11 19:07:14,649 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 23:45:39, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9781, loss_cls: 0.7140, loss: 0.7140 2023-12-11 19:08:01,839 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 23:44:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9725, loss_cls: 0.7458, loss: 0.7458 2023-12-11 19:08:49,009 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 23:44:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.7066, loss: 0.7066 2023-12-11 19:09:36,237 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 23:43:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.7066, loss: 0.7066 2023-12-11 19:10:23,377 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 23:42:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7839, loss: 0.7839 2023-12-11 19:11:10,508 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 23:41:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.6138, loss: 0.6138 2023-12-11 19:11:57,744 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 23:41:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6997, loss: 0.6997 2023-12-11 19:12:44,910 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 23:40:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.7419, loss: 0.7419 2023-12-11 19:13:32,096 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 23:39:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7884, loss: 0.7884 2023-12-11 19:14:19,291 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 23:39:04, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7309, loss: 0.7309 2023-12-11 19:14:49,961 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 23:38:01, time: 0.307, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.7224, loss: 0.7224 2023-12-11 19:15:39,734 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 23:37:20, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.7680, loss: 0.7680 2023-12-11 19:16:29,520 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 23:36:39, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7340, loss: 0.7340 2023-12-11 19:17:16,001 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 23:35:55, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.7743, loss: 0.7743 2023-12-11 19:17:41,264 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 23:34:46, time: 0.253, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6964, loss: 0.6964 2023-12-11 19:18:29,939 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 23:34:04, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 0.7250, loss: 0.7250 2023-12-11 19:18:56,158 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-11 19:21:51,241 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 19:21:51,321 - pyskl - INFO - top1_acc 0.8787 top5_acc 0.9890 2023-12-11 19:21:51,325 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8787, top5_acc: 0.9890 2023-12-11 19:22:57,961 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 23:32:51, time: 0.666, data_time: 0.181, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.5999, loss: 0.5999 2023-12-11 19:23:46,529 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 23:32:08, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6386, loss: 0.6386 2023-12-11 19:24:35,105 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 23:31:26, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6386, loss: 0.6386 2023-12-11 19:25:23,656 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 23:30:44, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.6121, loss: 0.6121 2023-12-11 19:26:12,139 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 23:30:01, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7248, loss: 0.7248 2023-12-11 19:27:00,596 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 23:29:19, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 0.6604, loss: 0.6604 2023-12-11 19:27:49,013 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 23:28:36, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5990, loss: 0.5990 2023-12-11 19:28:37,466 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 23:27:53, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.7234, loss: 0.7234 2023-12-11 19:29:25,996 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 23:27:11, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6703, loss: 0.6703 2023-12-11 19:30:14,476 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 23:26:28, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6825, loss: 0.6825 2023-12-11 19:31:03,043 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 23:25:46, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.7034, loss: 0.7034 2023-12-11 19:31:51,530 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 23:25:03, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7057, loss: 0.7057 2023-12-11 19:32:40,112 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 23:24:21, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.7778, loss: 0.7778 2023-12-11 19:33:28,608 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 23:23:39, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.7651, loss: 0.7651 2023-12-11 19:34:17,042 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 23:22:56, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.7098, loss: 0.7098 2023-12-11 19:35:05,630 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 23:22:13, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.8185, loss: 0.8185 2023-12-11 19:35:54,226 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 23:21:31, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.7195, loss: 0.7195 2023-12-11 19:36:42,880 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 23:20:49, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.7339, loss: 0.7339 2023-12-11 19:37:31,512 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 23:20:06, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 0.7292, loss: 0.7292 2023-12-11 19:38:20,102 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 23:19:24, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7388, loss: 0.7388 2023-12-11 19:39:08,836 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 23:18:41, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.7280, loss: 0.7280 2023-12-11 19:39:57,496 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 23:17:59, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6867, loss: 0.6867 2023-12-11 19:40:46,087 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 23:17:17, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8208, loss: 0.8208 2023-12-11 19:41:10,416 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-11 19:44:05,443 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 19:44:05,520 - pyskl - INFO - top1_acc 0.8604 top5_acc 0.9863 2023-12-11 19:44:05,524 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8604, top5_acc: 0.9863 2023-12-11 19:45:12,190 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 23:16:03, time: 0.667, data_time: 0.181, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 0.6658, loss: 0.6658 2023-12-11 19:46:00,942 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 23:15:21, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6394, loss: 0.6394 2023-12-11 19:46:49,590 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 23:14:38, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.6216, loss: 0.6216 2023-12-11 19:47:38,315 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 23:13:56, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7194, loss: 0.7194 2023-12-11 19:48:26,978 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 23:13:14, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6674, loss: 0.6674 2023-12-11 19:49:15,589 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 23:12:31, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.6504, loss: 0.6504 2023-12-11 19:50:04,171 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 23:11:49, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.6125, loss: 0.6125 2023-12-11 19:50:52,727 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 23:11:06, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 0.7127, loss: 0.7127 2023-12-11 19:51:41,320 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 23:10:23, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.7075, loss: 0.7075 2023-12-11 19:52:29,950 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 23:09:41, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6998, loss: 0.6998 2023-12-11 19:53:18,594 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 23:08:58, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6872, loss: 0.6872 2023-12-11 19:54:07,201 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 23:08:16, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6772, loss: 0.6772 2023-12-11 19:54:55,724 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 23:07:33, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7311, loss: 0.7311 2023-12-11 19:55:44,291 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 23:06:51, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.6634, loss: 0.6634 2023-12-11 19:56:32,881 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 23:06:08, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6739, loss: 0.6739 2023-12-11 19:57:21,600 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 23:05:26, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7060, loss: 0.7060 2023-12-11 19:58:10,139 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 23:04:43, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.7151, loss: 0.7151 2023-12-11 19:58:58,788 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 23:04:00, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.7886, loss: 0.7886 2023-12-11 19:59:47,301 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 23:03:18, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 0.6842, loss: 0.6842 2023-12-11 20:00:36,023 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 23:02:35, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.6577, loss: 0.6577 2023-12-11 20:01:24,649 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 23:01:52, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.7184, loss: 0.7184 2023-12-11 20:02:13,125 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 23:01:10, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 0.7157, loss: 0.7157 2023-12-11 20:03:01,646 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 23:00:27, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7160, loss: 0.7160 2023-12-11 20:03:27,870 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-11 20:05:40,714 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 20:05:40,795 - pyskl - INFO - top1_acc 0.8901 top5_acc 0.9895 2023-12-11 20:05:40,799 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8901, top5_acc: 0.9895 2023-12-11 20:06:21,830 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 22:58:47, time: 0.410, data_time: 0.181, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6283, loss: 0.6283 2023-12-11 20:06:44,746 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 22:57:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6324, loss: 0.6324 2023-12-11 20:07:07,652 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 22:56:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6594, loss: 0.6594 2023-12-11 20:07:30,678 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 22:55:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6427, loss: 0.6427 2023-12-11 20:07:53,668 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 22:54:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 0.6630, loss: 0.6630 2023-12-11 20:08:16,698 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 22:52:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.6063, loss: 0.6063 2023-12-11 20:08:39,783 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 22:51:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.6381, loss: 0.6381 2023-12-11 20:09:02,938 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 22:50:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.6206, loss: 0.6206 2023-12-11 20:09:26,113 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 22:49:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5918, loss: 0.5918 2023-12-11 20:09:49,289 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 22:48:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7145, loss: 0.7145 2023-12-11 20:10:12,333 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 22:47:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.7146, loss: 0.7146 2023-12-11 20:10:35,336 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 22:46:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6344, loss: 0.6344 2023-12-11 20:10:58,486 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 22:44:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6930, loss: 0.6930 2023-12-11 20:11:21,526 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 22:43:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6562, loss: 0.6562 2023-12-11 20:11:44,560 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 22:42:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7054, loss: 0.7054 2023-12-11 20:12:07,635 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 22:41:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7327, loss: 0.7327 2023-12-11 20:12:30,689 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 22:40:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.7165, loss: 0.7165 2023-12-11 20:12:53,715 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 22:39:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.6926, loss: 0.6926 2023-12-11 20:13:16,708 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 22:38:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6733, loss: 0.6733 2023-12-11 20:13:39,678 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 22:36:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.7113, loss: 0.7113 2023-12-11 20:14:02,631 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 22:35:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.7901, loss: 0.7901 2023-12-11 20:14:25,753 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 22:34:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7316, loss: 0.7316 2023-12-11 20:14:48,926 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 22:33:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.7169, loss: 0.7169 2023-12-11 20:15:01,622 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-11 20:16:33,209 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 20:16:33,295 - pyskl - INFO - top1_acc 0.8950 top5_acc 0.9887 2023-12-11 20:16:33,299 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8950, top5_acc: 0.9887 2023-12-11 20:17:14,307 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 22:31:51, time: 0.410, data_time: 0.180, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.6048, loss: 0.6048 2023-12-11 20:17:37,272 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 22:30:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.6368, loss: 0.6368 2023-12-11 20:18:00,302 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 22:29:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.6951, loss: 0.6951 2023-12-11 20:18:23,240 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 22:28:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.5985, loss: 0.5985 2023-12-11 20:18:46,245 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 22:27:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6934, loss: 0.6934 2023-12-11 20:19:09,195 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 22:26:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.6603, loss: 0.6603 2023-12-11 20:19:32,155 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 22:25:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 0.7181, loss: 0.7181 2023-12-11 20:19:55,159 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 22:23:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6980, loss: 0.6980 2023-12-11 20:20:18,181 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 22:22:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 0.7083, loss: 0.7083 2023-12-11 20:20:41,271 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 22:21:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6561, loss: 0.6561 2023-12-11 20:21:04,397 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 22:20:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7120, loss: 0.7120 2023-12-11 20:21:27,340 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 22:19:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.6383, loss: 0.6383 2023-12-11 20:21:50,369 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 22:18:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7066, loss: 0.7066 2023-12-11 20:22:13,439 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 22:17:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.6385, loss: 0.6385 2023-12-11 20:22:36,543 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 22:16:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9794, loss_cls: 0.6393, loss: 0.6393 2023-12-11 20:22:59,546 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 22:14:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7838, loss: 0.7838 2023-12-11 20:23:22,611 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 22:13:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6774, loss: 0.6774 2023-12-11 20:23:45,571 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 22:12:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6948, loss: 0.6948 2023-12-11 20:24:08,599 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 22:11:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6783, loss: 0.6783 2023-12-11 20:24:31,586 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 22:10:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.6784, loss: 0.6784 2023-12-11 20:24:54,558 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 22:09:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.6850, loss: 0.6850 2023-12-11 20:25:17,608 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 22:08:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.7411, loss: 0.7411 2023-12-11 20:25:40,691 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 22:07:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.6940, loss: 0.6940 2023-12-11 20:25:53,413 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-11 20:27:25,115 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 20:27:25,196 - pyskl - INFO - top1_acc 0.8849 top5_acc 0.9887 2023-12-11 20:27:25,201 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8849, top5_acc: 0.9887 2023-12-11 20:28:06,691 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 22:05:24, time: 0.415, data_time: 0.183, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.5864, loss: 0.5864 2023-12-11 20:28:29,893 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 22:04:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6366, loss: 0.6366 2023-12-11 20:28:52,982 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 22:03:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6613, loss: 0.6613 2023-12-11 20:29:16,110 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 22:02:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6127, loss: 0.6127 2023-12-11 20:29:39,156 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 22:00:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5661, loss: 0.5661 2023-12-11 20:30:02,109 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:59:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6578, loss: 0.6578 2023-12-11 20:30:25,151 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:58:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6285, loss: 0.6285 2023-12-11 20:30:48,308 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:57:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6223, loss: 0.6223 2023-12-11 20:31:11,354 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:56:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6451, loss: 0.6451 2023-12-11 20:31:34,361 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:55:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6961, loss: 0.6961 2023-12-11 20:31:57,314 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 21:54:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 0.6616, loss: 0.6616 2023-12-11 20:32:20,263 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 21:53:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6811, loss: 0.6811 2023-12-11 20:32:43,274 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 21:52:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6034, loss: 0.6034 2023-12-11 20:33:06,342 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 21:50:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 0.6879, loss: 0.6879 2023-12-11 20:33:29,411 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 21:49:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.6547, loss: 0.6547 2023-12-11 20:33:52,492 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 21:48:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.6267, loss: 0.6267 2023-12-11 20:34:15,638 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 21:47:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6536, loss: 0.6536 2023-12-11 20:34:38,738 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 21:46:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.7084, loss: 0.7084 2023-12-11 20:35:01,791 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 21:45:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6592, loss: 0.6592 2023-12-11 20:35:24,863 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 21:44:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9756, loss_cls: 0.7020, loss: 0.7020 2023-12-11 20:35:47,904 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 21:43:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.7034, loss: 0.7034 2023-12-11 20:36:11,019 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 21:42:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 0.7641, loss: 0.7641 2023-12-11 20:36:34,077 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 21:41:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6672, loss: 0.6672 2023-12-11 20:36:46,763 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-11 20:38:19,108 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 20:38:19,190 - pyskl - INFO - top1_acc 0.8782 top5_acc 0.9885 2023-12-11 20:38:19,196 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8782, top5_acc: 0.9885 2023-12-11 20:39:00,317 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 21:39:25, time: 0.411, data_time: 0.180, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.6413, loss: 0.6413 2023-12-11 20:39:23,344 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 21:38:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6577, loss: 0.6577 2023-12-11 20:39:46,296 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 21:37:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6840, loss: 0.6840 2023-12-11 20:40:09,358 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 21:36:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6727, loss: 0.6727 2023-12-11 20:40:32,509 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 21:35:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5961, loss: 0.5961 2023-12-11 20:40:55,581 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 21:33:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.6191, loss: 0.6191 2023-12-11 20:41:18,646 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 21:32:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5932, loss: 0.5932 2023-12-11 20:41:41,754 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 21:31:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6843, loss: 0.6843 2023-12-11 20:42:04,938 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 21:30:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6266, loss: 0.6266 2023-12-11 20:42:28,095 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 21:29:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.6518, loss: 0.6518 2023-12-11 20:42:51,176 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 21:28:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6832, loss: 0.6832 2023-12-11 20:43:14,167 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 21:27:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 0.6362, loss: 0.6362 2023-12-11 20:43:37,190 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 21:26:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5798, loss: 0.5798 2023-12-11 20:44:00,295 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 21:25:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6457, loss: 0.6457 2023-12-11 20:44:23,333 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 21:24:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 0.6346, loss: 0.6346 2023-12-11 20:44:46,362 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 21:23:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.6936, loss: 0.6936 2023-12-11 20:45:09,385 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 21:21:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.6037, loss: 0.6037 2023-12-11 20:45:32,395 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 21:20:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6098, loss: 0.6098 2023-12-11 20:45:55,427 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 21:19:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 0.5799, loss: 0.5799 2023-12-11 20:46:18,581 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 21:18:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7707, loss: 0.7707 2023-12-11 20:46:41,585 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 21:17:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 0.6691, loss: 0.6691 2023-12-11 20:47:04,602 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 21:16:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6569, loss: 0.6569 2023-12-11 20:47:27,595 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 21:15:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6537, loss: 0.6537 2023-12-11 20:47:40,283 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-11 20:49:12,459 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 20:49:12,540 - pyskl - INFO - top1_acc 0.8930 top5_acc 0.9882 2023-12-11 20:49:12,545 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8930, top5_acc: 0.9882 2023-12-11 20:49:53,756 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 21:13:51, time: 0.412, data_time: 0.182, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.5300, loss: 0.5300 2023-12-11 20:50:16,750 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 21:12:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 0.5405, loss: 0.5405 2023-12-11 20:50:39,812 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 21:11:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 0.6869, loss: 0.6869 2023-12-11 20:51:02,815 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 21:10:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6068, loss: 0.6068 2023-12-11 20:51:25,804 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 21:09:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.6129, loss: 0.6129 2023-12-11 20:51:48,813 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 21:08:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5709, loss: 0.5709 2023-12-11 20:52:11,888 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 21:07:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.5983, loss: 0.5983 2023-12-11 20:52:34,965 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 21:06:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.6178, loss: 0.6178 2023-12-11 20:52:58,112 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 21:05:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7337, loss: 0.7337 2023-12-11 20:53:21,172 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 21:04:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.7166, loss: 0.7166 2023-12-11 20:53:44,334 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 21:03:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6133, loss: 0.6133 2023-12-11 20:54:07,420 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 21:02:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5667, loss: 0.5667 2023-12-11 20:54:30,589 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 21:00:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6488, loss: 0.6488 2023-12-11 20:54:53,700 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:59:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6050, loss: 0.6050 2023-12-11 20:55:16,748 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:58:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.6270, loss: 0.6270 2023-12-11 20:55:39,915 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:57:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6712, loss: 0.6712 2023-12-11 20:56:02,900 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:56:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6622, loss: 0.6622 2023-12-11 20:56:26,043 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:55:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6628, loss: 0.6628 2023-12-11 20:56:49,158 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:54:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6510, loss: 0.6510 2023-12-11 20:57:12,088 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:53:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.6773, loss: 0.6773 2023-12-11 20:57:35,205 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:52:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.6979, loss: 0.6979 2023-12-11 20:57:58,182 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 20:51:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.6641, loss: 0.6641 2023-12-11 20:58:21,111 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 20:50:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.6512, loss: 0.6512 2023-12-11 20:58:33,773 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-11 21:00:05,681 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 21:00:05,765 - pyskl - INFO - top1_acc 0.9111 top5_acc 0.9910 2023-12-11 21:00:05,769 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_70.pth was removed 2023-12-11 21:00:05,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. 2023-12-11 21:00:05,909 - pyskl - INFO - Best top1_acc is 0.9111 at 78 epoch. 2023-12-11 21:00:05,913 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9111, top5_acc: 0.9910 2023-12-11 21:00:46,711 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 20:48:43, time: 0.408, data_time: 0.177, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.6164, loss: 0.6164 2023-12-11 21:01:09,765 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 20:47:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 0.5334, loss: 0.5334 2023-12-11 21:01:32,945 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 20:46:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5982, loss: 0.5982 2023-12-11 21:01:56,041 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 20:45:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6494, loss: 0.6494 2023-12-11 21:02:19,014 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 20:44:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.6258, loss: 0.6258 2023-12-11 21:02:41,999 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 20:43:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6622, loss: 0.6622 2023-12-11 21:03:04,974 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 20:42:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5230, loss: 0.5230 2023-12-11 21:03:27,976 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 20:41:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6869, loss: 0.6869 2023-12-11 21:03:51,099 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 20:40:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6577, loss: 0.6577 2023-12-11 21:04:14,152 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 20:39:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5688, loss: 0.5688 2023-12-11 21:04:37,296 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 20:38:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6632, loss: 0.6632 2023-12-11 21:05:00,402 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 20:37:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 0.6374, loss: 0.6374 2023-12-11 21:05:23,521 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 20:36:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.6298, loss: 0.6298 2023-12-11 21:05:46,674 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 20:34:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.6776, loss: 0.6776 2023-12-11 21:06:09,700 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 20:33:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.6683, loss: 0.6683 2023-12-11 21:06:32,731 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 20:32:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6546, loss: 0.6546 2023-12-11 21:06:55,868 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 20:31:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.6084, loss: 0.6084 2023-12-11 21:07:18,938 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 20:30:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6234, loss: 0.6234 2023-12-11 21:07:41,999 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 20:29:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.6785, loss: 0.6785 2023-12-11 21:08:05,137 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 20:28:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.5976, loss: 0.5976 2023-12-11 21:08:28,262 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 20:27:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.5961, loss: 0.5961 2023-12-11 21:08:51,283 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 20:26:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6846, loss: 0.6846 2023-12-11 21:09:14,481 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 20:25:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5967, loss: 0.5967 2023-12-11 21:09:27,256 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-11 21:10:58,964 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 21:10:59,042 - pyskl - INFO - top1_acc 0.8860 top5_acc 0.9887 2023-12-11 21:10:59,046 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8860, top5_acc: 0.9887 2023-12-11 21:11:40,352 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 20:24:00, time: 0.413, data_time: 0.182, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.5517, loss: 0.5517 2023-12-11 21:12:03,450 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 20:22:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5751, loss: 0.5751 2023-12-11 21:12:26,452 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 20:21:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6098, loss: 0.6098 2023-12-11 21:12:49,485 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 20:20:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5480, loss: 0.5480 2023-12-11 21:13:12,521 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 20:19:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6163, loss: 0.6163 2023-12-11 21:13:35,494 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 20:18:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.5877, loss: 0.5877 2023-12-11 21:13:58,515 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 20:17:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6416, loss: 0.6416 2023-12-11 21:14:21,480 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 20:16:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.6413, loss: 0.6413 2023-12-11 21:14:44,475 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 20:15:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 0.6722, loss: 0.6722 2023-12-11 21:15:07,508 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 20:14:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6404, loss: 0.6404 2023-12-11 21:15:30,693 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 20:13:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.6612, loss: 0.6612 2023-12-11 21:15:53,729 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 20:12:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6394, loss: 0.6394 2023-12-11 21:16:16,710 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 20:11:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.5790, loss: 0.5790 2023-12-11 21:16:39,711 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 20:10:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.6258, loss: 0.6258 2023-12-11 21:17:02,747 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 20:09:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5763, loss: 0.5763 2023-12-11 21:17:25,785 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 20:08:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5962, loss: 0.5962 2023-12-11 21:17:48,778 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 20:07:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6200, loss: 0.6200 2023-12-11 21:18:11,790 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 20:06:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.7009, loss: 0.7009 2023-12-11 21:18:34,642 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 20:05:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.6179, loss: 0.6179 2023-12-11 21:18:57,583 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 20:04:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6813, loss: 0.6813 2023-12-11 21:19:20,600 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 20:03:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7425, loss: 0.7425 2023-12-11 21:19:43,726 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 20:02:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.6904, loss: 0.6904 2023-12-11 21:20:06,780 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 20:01:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7338, loss: 0.7338 2023-12-11 21:20:19,456 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-11 21:21:51,420 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 21:21:51,502 - pyskl - INFO - top1_acc 0.8750 top5_acc 0.9884 2023-12-11 21:21:51,506 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8750, top5_acc: 0.9884 2023-12-11 21:22:32,678 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:59:39, time: 0.412, data_time: 0.180, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 0.5824, loss: 0.5824 2023-12-11 21:22:55,659 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:58:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9938, loss_cls: 0.5362, loss: 0.5362 2023-12-11 21:23:18,670 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:57:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5828, loss: 0.5828 2023-12-11 21:23:41,770 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:56:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5242, loss: 0.5242 2023-12-11 21:24:04,840 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:55:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.6441, loss: 0.6441 2023-12-11 21:24:27,883 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:54:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 0.5834, loss: 0.5834 2023-12-11 21:24:51,011 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:53:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.5472, loss: 0.5472 2023-12-11 21:25:14,198 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:52:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5890, loss: 0.5890 2023-12-11 21:25:37,286 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:51:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5742, loss: 0.5742 2023-12-11 21:26:00,350 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:50:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6175, loss: 0.6175 2023-12-11 21:26:23,600 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:49:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.6033, loss: 0.6033 2023-12-11 21:26:46,589 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 19:48:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5999, loss: 0.5999 2023-12-11 21:27:09,552 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 19:47:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9775, loss_cls: 0.6605, loss: 0.6605 2023-12-11 21:27:32,528 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 19:46:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 0.6259, loss: 0.6259 2023-12-11 21:27:55,531 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 19:45:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.6004, loss: 0.6004 2023-12-11 21:28:18,606 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 19:44:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6224, loss: 0.6224 2023-12-11 21:28:41,665 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 19:43:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.6906, loss: 0.6906 2023-12-11 21:29:04,691 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 19:42:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.6288, loss: 0.6288 2023-12-11 21:29:27,675 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 19:41:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.6830, loss: 0.6830 2023-12-11 21:29:50,816 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 19:40:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5851, loss: 0.5851 2023-12-11 21:30:13,839 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 19:39:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.6111, loss: 0.6111 2023-12-11 21:30:36,927 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 19:38:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6697, loss: 0.6697 2023-12-11 21:30:59,949 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 19:37:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.6131, loss: 0.6131 2023-12-11 21:31:12,655 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-11 21:32:44,182 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 21:32:44,265 - pyskl - INFO - top1_acc 0.8741 top5_acc 0.9858 2023-12-11 21:32:44,271 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8741, top5_acc: 0.9858 2023-12-11 21:33:25,967 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 19:35:42, time: 0.417, data_time: 0.187, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5629, loss: 0.5629 2023-12-11 21:33:49,053 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 19:34:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.6063, loss: 0.6063 2023-12-11 21:34:12,068 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 19:33:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5497, loss: 0.5497 2023-12-11 21:34:35,094 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 19:32:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5228, loss: 0.5228 2023-12-11 21:34:58,135 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 19:31:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.5152, loss: 0.5152 2023-12-11 21:35:21,258 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 19:30:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5784, loss: 0.5784 2023-12-11 21:35:44,466 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 19:29:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6343, loss: 0.6343 2023-12-11 21:36:07,560 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 19:28:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6165, loss: 0.6165 2023-12-11 21:36:30,628 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 19:27:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6111, loss: 0.6111 2023-12-11 21:36:53,642 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 19:26:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6344, loss: 0.6344 2023-12-11 21:37:16,667 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 19:25:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6252, loss: 0.6252 2023-12-11 21:37:39,732 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 19:24:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.6226, loss: 0.6226 2023-12-11 21:38:02,820 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 19:23:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.6078, loss: 0.6078 2023-12-11 21:38:25,971 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 19:22:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.5581, loss: 0.5581 2023-12-11 21:38:49,090 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 19:21:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6169, loss: 0.6169 2023-12-11 21:39:12,104 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 19:20:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6281, loss: 0.6281 2023-12-11 21:39:35,209 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 19:19:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6414, loss: 0.6414 2023-12-11 21:39:58,370 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 19:18:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.6068, loss: 0.6068 2023-12-11 21:40:21,487 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 19:17:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5876, loss: 0.5876 2023-12-11 21:40:44,561 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 19:16:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6298, loss: 0.6298 2023-12-11 21:41:07,654 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 19:15:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.6052, loss: 0.6052 2023-12-11 21:41:30,803 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 19:14:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.6138, loss: 0.6138 2023-12-11 21:41:53,906 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 19:13:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 0.6522, loss: 0.6522 2023-12-11 21:42:06,641 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-11 21:43:39,121 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 21:43:39,205 - pyskl - INFO - top1_acc 0.8987 top5_acc 0.9905 2023-12-11 21:43:39,211 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8987, top5_acc: 0.9905 2023-12-11 21:44:20,123 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 19:12:06, time: 0.409, data_time: 0.178, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.5386, loss: 0.5386 2023-12-11 21:44:43,117 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 19:11:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.5574, loss: 0.5574 2023-12-11 21:45:06,198 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 19:10:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5790, loss: 0.5790 2023-12-11 21:45:29,287 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 19:09:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5630, loss: 0.5630 2023-12-11 21:45:52,324 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 19:08:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5193, loss: 0.5193 2023-12-11 21:46:15,366 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 19:07:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6697, loss: 0.6697 2023-12-11 21:46:38,529 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 19:06:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.5436, loss: 0.5436 2023-12-11 21:47:01,632 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 19:05:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.6166, loss: 0.6166 2023-12-11 21:47:24,701 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 19:04:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5956, loss: 0.5956 2023-12-11 21:47:47,756 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 19:03:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.6032, loss: 0.6032 2023-12-11 21:48:10,767 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 19:02:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.6043, loss: 0.6043 2023-12-11 21:48:33,786 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 19:01:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9938, loss_cls: 0.5873, loss: 0.5873 2023-12-11 21:48:56,757 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 19:00:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 0.6420, loss: 0.6420 2023-12-11 21:49:19,747 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:59:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6218, loss: 0.6218 2023-12-11 21:49:42,786 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:58:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6030, loss: 0.6030 2023-12-11 21:50:05,798 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:57:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6032, loss: 0.6032 2023-12-11 21:50:28,855 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:56:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.5769, loss: 0.5769 2023-12-11 21:50:51,961 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:55:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5608, loss: 0.5608 2023-12-11 21:51:15,043 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:54:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 0.6624, loss: 0.6624 2023-12-11 21:51:38,102 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:53:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.5710, loss: 0.5710 2023-12-11 21:52:01,124 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:52:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.6046, loss: 0.6046 2023-12-11 21:52:24,255 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:51:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7026, loss: 0.7026 2023-12-11 21:52:47,444 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:50:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.6281, loss: 0.6281 2023-12-11 21:53:00,184 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-11 21:54:32,994 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 21:54:33,072 - pyskl - INFO - top1_acc 0.9102 top5_acc 0.9917 2023-12-11 21:54:33,076 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9102, top5_acc: 0.9917 2023-12-11 21:55:14,183 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:48:51, time: 0.411, data_time: 0.181, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4949, loss: 0.4949 2023-12-11 21:55:37,328 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:47:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5098, loss: 0.5098 2023-12-11 21:56:00,400 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:46:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5508, loss: 0.5508 2023-12-11 21:56:23,565 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:45:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 0.5958, loss: 0.5958 2023-12-11 21:56:46,576 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 18:44:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5528, loss: 0.5528 2023-12-11 21:57:09,552 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 18:43:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.5433, loss: 0.5433 2023-12-11 21:57:32,700 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 18:42:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6106, loss: 0.6106 2023-12-11 21:57:55,839 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 18:41:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.5614, loss: 0.5614 2023-12-11 21:58:18,890 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 18:41:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.5066, loss: 0.5066 2023-12-11 21:58:42,112 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 18:40:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5502, loss: 0.5502 2023-12-11 21:59:05,257 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 18:39:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.5235, loss: 0.5235 2023-12-11 21:59:28,351 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 18:38:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.5568, loss: 0.5568 2023-12-11 21:59:51,427 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 18:37:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6466, loss: 0.6466 2023-12-11 22:00:14,601 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 18:36:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6097, loss: 0.6097 2023-12-11 22:00:37,659 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 18:35:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5716, loss: 0.5716 2023-12-11 22:01:00,712 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 18:34:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.5858, loss: 0.5858 2023-12-11 22:01:23,820 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 18:33:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6320, loss: 0.6320 2023-12-11 22:01:46,848 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 18:32:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.6052, loss: 0.6052 2023-12-11 22:02:09,915 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 18:31:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.6003, loss: 0.6003 2023-12-11 22:02:33,026 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 18:30:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5845, loss: 0.5845 2023-12-11 22:02:56,128 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 18:29:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6956, loss: 0.6956 2023-12-11 22:03:19,105 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 18:28:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.6570, loss: 0.6570 2023-12-11 22:03:42,099 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 18:27:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.5930, loss: 0.5930 2023-12-11 22:03:54,974 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-11 22:05:26,747 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 22:05:26,830 - pyskl - INFO - top1_acc 0.9118 top5_acc 0.9914 2023-12-11 22:05:26,834 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_78.pth was removed 2023-12-11 22:05:26,975 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. 2023-12-11 22:05:26,975 - pyskl - INFO - Best top1_acc is 0.9118 at 84 epoch. 2023-12-11 22:05:26,979 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9118, top5_acc: 0.9914 2023-12-11 22:06:08,170 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 18:25:57, time: 0.412, data_time: 0.181, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.5260, loss: 0.5260 2023-12-11 22:06:31,180 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 18:24:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5370, loss: 0.5370 2023-12-11 22:06:54,224 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 18:24:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5373, loss: 0.5373 2023-12-11 22:07:17,307 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 18:23:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5375, loss: 0.5375 2023-12-11 22:07:40,429 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 18:22:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 0.5635, loss: 0.5635 2023-12-11 22:08:03,532 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 18:21:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5432, loss: 0.5432 2023-12-11 22:08:26,601 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 18:20:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5542, loss: 0.5542 2023-12-11 22:08:49,730 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 18:19:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5500, loss: 0.5500 2023-12-11 22:09:12,829 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 18:18:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5265, loss: 0.5265 2023-12-11 22:09:35,924 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 18:17:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5912, loss: 0.5912 2023-12-11 22:09:58,920 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 18:16:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 0.5766, loss: 0.5766 2023-12-11 22:10:21,911 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 18:15:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.5771, loss: 0.5771 2023-12-11 22:10:44,962 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 18:14:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9925, loss_cls: 0.6353, loss: 0.6353 2023-12-11 22:11:08,031 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 18:13:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.5570, loss: 0.5570 2023-12-11 22:11:31,132 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 18:12:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.6243, loss: 0.6243 2023-12-11 22:11:54,285 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 18:11:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5478, loss: 0.5478 2023-12-11 22:12:17,387 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 18:10:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5698, loss: 0.5698 2023-12-11 22:12:40,329 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 18:09:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 0.6031, loss: 0.6031 2023-12-11 22:13:03,278 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 18:08:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.5958, loss: 0.5958 2023-12-11 22:13:26,393 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 18:07:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.6042, loss: 0.6042 2023-12-11 22:13:49,473 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 18:06:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.5812, loss: 0.5812 2023-12-11 22:14:12,531 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 18:05:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6426, loss: 0.6426 2023-12-11 22:14:35,695 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 18:04:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.5240, loss: 0.5240 2023-12-11 22:14:48,436 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-11 22:16:20,489 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 22:16:20,573 - pyskl - INFO - top1_acc 0.8920 top5_acc 0.9909 2023-12-11 22:16:20,578 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8920, top5_acc: 0.9909 2023-12-11 22:17:02,058 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 18:03:21, time: 0.415, data_time: 0.184, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4971, loss: 0.4971 2023-12-11 22:17:25,137 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 18:02:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4516, loss: 0.4516 2023-12-11 22:17:48,295 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 18:01:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5419, loss: 0.5419 2023-12-11 22:18:11,208 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 18:00:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.5379, loss: 0.5379 2023-12-11 22:18:34,229 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 17:59:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.5318, loss: 0.5318 2023-12-11 22:18:57,382 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 17:58:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 0.5730, loss: 0.5730 2023-12-11 22:19:20,507 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 17:57:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5749, loss: 0.5749 2023-12-11 22:19:43,887 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 17:56:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.5807, loss: 0.5807 2023-12-11 22:20:07,016 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 17:55:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 0.5631, loss: 0.5631 2023-12-11 22:20:45,877 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 17:54:58, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5587, loss: 0.5587 2023-12-11 22:21:33,063 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 17:54:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.5209, loss: 0.5209 2023-12-11 22:22:20,166 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 17:53:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.5062, loss: 0.5062 2023-12-11 22:23:07,090 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 17:53:02, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5389, loss: 0.5389 2023-12-11 22:23:54,202 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 17:52:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5557, loss: 0.5557 2023-12-11 22:24:41,323 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 17:51:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5834, loss: 0.5834 2023-12-11 22:25:28,419 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 17:51:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 0.5275, loss: 0.5275 2023-12-11 22:26:15,525 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 17:50:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5991, loss: 0.5991 2023-12-11 22:27:02,641 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 17:49:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 0.6679, loss: 0.6679 2023-12-11 22:27:49,752 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 17:49:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5890, loss: 0.5890 2023-12-11 22:28:36,759 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 17:48:29, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5467, loss: 0.5467 2023-12-11 22:29:23,780 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 17:47:50, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.5358, loss: 0.5358 2023-12-11 22:30:10,800 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 17:47:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6133, loss: 0.6133 2023-12-11 22:30:57,830 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 17:46:31, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6078, loss: 0.6078 2023-12-11 22:31:23,275 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-11 22:34:10,904 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 22:34:10,985 - pyskl - INFO - top1_acc 0.8865 top5_acc 0.9867 2023-12-11 22:34:10,991 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8865, top5_acc: 0.9867 2023-12-11 22:35:16,545 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 17:45:27, time: 0.655, data_time: 0.192, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.5671, loss: 0.5671 2023-12-11 22:36:02,811 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 17:44:47, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5274, loss: 0.5274 2023-12-11 22:36:49,037 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 17:44:07, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5112, loss: 0.5112 2023-12-11 22:37:35,244 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 17:43:28, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4712, loss: 0.4712 2023-12-11 22:38:21,432 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 17:42:48, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5029, loss: 0.5029 2023-12-11 22:39:07,733 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 17:42:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.5210, loss: 0.5210 2023-12-11 22:39:53,968 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 17:41:29, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4953, loss: 0.4953 2023-12-11 22:40:40,256 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 17:40:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.5551, loss: 0.5551 2023-12-11 22:41:26,501 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 17:40:09, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5080, loss: 0.5080 2023-12-11 22:42:12,769 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 17:39:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.5985, loss: 0.5985 2023-12-11 22:42:59,024 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 17:38:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5641, loss: 0.5641 2023-12-11 22:43:45,412 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 17:38:10, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.5563, loss: 0.5563 2023-12-11 22:44:31,669 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 17:37:30, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 0.5624, loss: 0.5624 2023-12-11 22:45:17,912 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 17:36:51, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 0.5891, loss: 0.5891 2023-12-11 22:46:04,314 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 17:36:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6120, loss: 0.6120 2023-12-11 22:46:50,673 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 17:35:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5867, loss: 0.5867 2023-12-11 22:47:37,008 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 17:34:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.5232, loss: 0.5232 2023-12-11 22:48:23,296 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 17:34:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5373, loss: 0.5373 2023-12-11 22:49:09,592 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 17:33:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6175, loss: 0.6175 2023-12-11 22:49:55,874 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 17:32:52, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5198, loss: 0.5198 2023-12-11 22:50:32,876 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 17:32:06, time: 0.370, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6097, loss: 0.6097 2023-12-11 22:51:07,995 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 17:31:18, time: 0.351, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.5285, loss: 0.5285 2023-12-11 22:51:57,822 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 17:30:41, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.5684, loss: 0.5684 2023-12-11 22:52:24,783 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-11 22:55:23,267 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 22:55:23,349 - pyskl - INFO - top1_acc 0.8972 top5_acc 0.9898 2023-12-11 22:55:23,354 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8972, top5_acc: 0.9898 2023-12-11 22:56:31,912 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 17:29:38, time: 0.686, data_time: 0.188, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4867, loss: 0.4867 2023-12-11 22:57:13,260 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 17:28:55, time: 0.413, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5202, loss: 0.5202 2023-12-11 22:57:41,776 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 17:28:02, time: 0.285, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.5081, loss: 0.5081 2023-12-11 22:58:28,705 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 17:27:23, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5582, loss: 0.5582 2023-12-11 22:59:15,862 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 17:26:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.5111, loss: 0.5111 2023-12-11 23:00:03,069 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 17:26:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4956, loss: 0.4956 2023-12-11 23:00:50,186 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 17:25:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.5116, loss: 0.5116 2023-12-11 23:01:37,353 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 17:24:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5758, loss: 0.5758 2023-12-11 23:02:24,517 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 17:24:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4901, loss: 0.4901 2023-12-11 23:03:11,621 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 17:23:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.5837, loss: 0.5837 2023-12-11 23:03:58,782 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 17:22:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 0.5039, loss: 0.5039 2023-12-11 23:04:45,896 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 17:22:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5102, loss: 0.5102 2023-12-11 23:05:32,981 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 17:21:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.5521, loss: 0.5521 2023-12-11 23:06:20,065 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 17:20:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5493, loss: 0.5493 2023-12-11 23:07:07,156 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 17:20:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5502, loss: 0.5502 2023-12-11 23:07:54,257 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 17:19:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5786, loss: 0.5786 2023-12-11 23:08:41,350 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 17:18:53, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.5772, loss: 0.5772 2023-12-11 23:09:28,446 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 17:18:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.5663, loss: 0.5663 2023-12-11 23:10:15,569 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 17:17:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5140, loss: 0.5140 2023-12-11 23:11:02,687 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 17:16:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.5439, loss: 0.5439 2023-12-11 23:11:49,779 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 17:16:16, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5958, loss: 0.5958 2023-12-11 23:12:36,921 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 17:15:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.5073, loss: 0.5073 2023-12-11 23:13:24,027 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 17:14:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5596, loss: 0.5596 2023-12-11 23:13:49,629 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-11 23:16:37,405 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 23:16:37,485 - pyskl - INFO - top1_acc 0.9048 top5_acc 0.9908 2023-12-11 23:16:37,490 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9048, top5_acc: 0.9908 2023-12-11 23:17:42,804 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 17:13:52, time: 0.653, data_time: 0.189, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4420, loss: 0.4420 2023-12-11 23:18:29,068 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 17:13:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4555, loss: 0.4555 2023-12-11 23:19:15,409 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 17:12:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.4891, loss: 0.4891 2023-12-11 23:20:01,920 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 17:11:52, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4711, loss: 0.4711 2023-12-11 23:20:48,229 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 17:11:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5104, loss: 0.5104 2023-12-11 23:21:34,515 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 17:10:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5060, loss: 0.5060 2023-12-11 23:22:20,888 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 17:09:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4721, loss: 0.4721 2023-12-11 23:23:07,262 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 17:09:13, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5229, loss: 0.5229 2023-12-11 23:23:53,553 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 17:08:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.5126, loss: 0.5126 2023-12-11 23:24:39,868 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 17:07:53, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5362, loss: 0.5362 2023-12-11 23:25:26,148 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 17:07:13, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5385, loss: 0.5385 2023-12-11 23:26:12,427 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 17:06:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5609, loss: 0.5609 2023-12-11 23:26:58,740 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 17:05:53, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 0.5428, loss: 0.5428 2023-12-11 23:27:45,276 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 17:05:13, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5589, loss: 0.5589 2023-12-11 23:28:10,320 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 17:04:18, time: 0.250, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5100, loss: 0.5100 2023-12-11 23:29:00,186 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 17:03:41, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5394, loss: 0.5394 2023-12-11 23:29:49,957 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 17:03:03, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.5523, loss: 0.5523 2023-12-11 23:30:39,797 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 17:02:26, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5528, loss: 0.5528 2023-12-11 23:31:29,663 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 17:01:48, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 0.5505, loss: 0.5505 2023-12-11 23:32:19,376 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 17:01:10, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5529, loss: 0.5529 2023-12-11 23:33:09,215 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 17:00:33, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5455, loss: 0.5455 2023-12-11 23:33:59,132 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 16:59:55, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5107, loss: 0.5107 2023-12-11 23:34:48,919 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 16:59:18, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.5034, loss: 0.5034 2023-12-11 23:35:04,658 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-11 23:37:52,839 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 23:37:52,922 - pyskl - INFO - top1_acc 0.8898 top5_acc 0.9890 2023-12-11 23:37:52,928 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8898, top5_acc: 0.9890 2023-12-11 23:38:57,780 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 16:58:12, time: 0.648, data_time: 0.186, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.4885, loss: 0.4885 2023-12-11 23:39:44,220 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 16:57:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4428, loss: 0.4428 2023-12-11 23:40:30,600 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 16:56:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 0.4551, loss: 0.4551 2023-12-11 23:41:16,888 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 16:56:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4945, loss: 0.4945 2023-12-11 23:42:03,277 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 16:55:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4109, loss: 0.4109 2023-12-11 23:42:49,808 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 16:54:52, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4477, loss: 0.4477 2023-12-11 23:43:36,125 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 16:54:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5200, loss: 0.5200 2023-12-11 23:44:22,500 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 16:53:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5216, loss: 0.5216 2023-12-11 23:45:08,852 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 16:52:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4740, loss: 0.4740 2023-12-11 23:45:55,247 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 16:52:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5177, loss: 0.5177 2023-12-11 23:46:41,615 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 16:51:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4877, loss: 0.4877 2023-12-11 23:47:27,983 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 16:50:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 0.4672, loss: 0.4672 2023-12-11 23:48:14,419 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 16:50:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5027, loss: 0.5027 2023-12-11 23:49:00,769 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 16:49:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5833, loss: 0.5833 2023-12-11 23:49:47,206 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 16:48:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5181, loss: 0.5181 2023-12-11 23:50:33,488 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 16:48:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5592, loss: 0.5592 2023-12-11 23:51:19,873 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 16:47:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5602, loss: 0.5602 2023-12-11 23:52:06,177 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 16:46:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5597, loss: 0.5597 2023-12-11 23:52:52,510 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 16:46:11, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5558, loss: 0.5558 2023-12-11 23:53:38,813 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 16:45:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5504, loss: 0.5504 2023-12-11 23:54:25,166 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 16:44:51, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5440, loss: 0.5440 2023-12-11 23:55:11,608 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 16:44:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4483, loss: 0.4483 2023-12-11 23:55:57,926 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 16:43:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4869, loss: 0.4869 2023-12-11 23:56:22,956 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-11 23:59:11,095 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-11 23:59:11,181 - pyskl - INFO - top1_acc 0.9016 top5_acc 0.9895 2023-12-11 23:59:11,187 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9016, top5_acc: 0.9895 2023-12-12 00:00:17,003 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 16:42:26, time: 0.658, data_time: 0.187, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4390, loss: 0.4390 2023-12-12 00:01:04,211 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 16:41:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4543, loss: 0.4543 2023-12-12 00:01:51,445 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 16:41:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4678, loss: 0.4678 2023-12-12 00:02:38,665 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 16:40:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4157, loss: 0.4157 2023-12-12 00:03:25,886 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 16:39:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 0.4413, loss: 0.4413 2023-12-12 00:04:13,057 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 16:39:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4712, loss: 0.4712 2023-12-12 00:05:00,298 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 16:38:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5254, loss: 0.5254 2023-12-12 00:05:32,122 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 16:37:38, time: 0.318, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4906, loss: 0.4906 2023-12-12 00:06:14,044 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 16:36:55, time: 0.419, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9869, loss_cls: 0.4744, loss: 0.4744 2023-12-12 00:07:03,951 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 16:36:17, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4841, loss: 0.4841 2023-12-12 00:07:53,882 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 16:35:40, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5287, loss: 0.5287 2023-12-12 00:08:43,951 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 16:35:02, time: 0.501, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5188, loss: 0.5188 2023-12-12 00:09:33,953 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 16:34:24, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4645, loss: 0.4645 2023-12-12 00:10:23,935 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 16:33:46, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4833, loss: 0.4833 2023-12-12 00:11:13,941 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 16:33:08, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4959, loss: 0.4959 2023-12-12 00:12:03,885 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 16:32:30, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 0.5707, loss: 0.5707 2023-12-12 00:12:37,872 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 16:31:42, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5513, loss: 0.5513 2023-12-12 00:13:12,469 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 16:30:54, time: 0.346, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.5874, loss: 0.5874 2023-12-12 00:13:58,799 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 16:30:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4938, loss: 0.4938 2023-12-12 00:14:45,432 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 16:29:34, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5541, loss: 0.5541 2023-12-12 00:15:31,853 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 16:28:54, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5581, loss: 0.5581 2023-12-12 00:16:18,341 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 16:28:13, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4937, loss: 0.4937 2023-12-12 00:17:04,628 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 16:27:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5198, loss: 0.5198 2023-12-12 00:17:29,790 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-12 00:20:17,236 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 00:20:17,315 - pyskl - INFO - top1_acc 0.9123 top5_acc 0.9905 2023-12-12 00:20:17,319 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_84.pth was removed 2023-12-12 00:20:17,452 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. 2023-12-12 00:20:17,452 - pyskl - INFO - Best top1_acc is 0.9123 at 91 epoch. 2023-12-12 00:20:17,457 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9123, top5_acc: 0.9905 2023-12-12 00:21:23,062 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 16:26:28, time: 0.656, data_time: 0.184, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.4226, loss: 0.4226 2023-12-12 00:22:10,283 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 16:25:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4485, loss: 0.4485 2023-12-12 00:22:57,501 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 16:25:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4183, loss: 0.4183 2023-12-12 00:23:44,704 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 16:24:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4622, loss: 0.4622 2023-12-12 00:24:31,964 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 16:23:49, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4173, loss: 0.4173 2023-12-12 00:25:19,130 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 16:23:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 0.4529, loss: 0.4529 2023-12-12 00:26:06,328 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 16:22:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4303, loss: 0.4303 2023-12-12 00:26:53,546 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 16:21:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4691, loss: 0.4691 2023-12-12 00:27:40,747 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 16:21:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5234, loss: 0.5234 2023-12-12 00:28:27,932 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 16:20:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5229, loss: 0.5229 2023-12-12 00:29:15,083 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 16:19:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5626, loss: 0.5626 2023-12-12 00:30:02,279 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 16:19:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5339, loss: 0.5339 2023-12-12 00:30:49,453 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 16:18:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.4526, loss: 0.4526 2023-12-12 00:31:36,637 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 16:17:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.4402, loss: 0.4402 2023-12-12 00:32:23,814 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 16:17:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4549, loss: 0.4549 2023-12-12 00:33:10,979 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 16:16:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5192, loss: 0.5192 2023-12-12 00:33:58,107 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 16:15:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5024, loss: 0.5024 2023-12-12 00:34:45,239 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 16:15:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9956, loss_cls: 0.5371, loss: 0.5371 2023-12-12 00:35:32,342 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 16:14:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5485, loss: 0.5485 2023-12-12 00:36:19,436 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 16:13:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 0.4959, loss: 0.4959 2023-12-12 00:37:06,546 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 16:13:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5645, loss: 0.5645 2023-12-12 00:37:53,627 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 16:12:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5852, loss: 0.5852 2023-12-12 00:38:40,774 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 16:11:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5106, loss: 0.5106 2023-12-12 00:39:06,390 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-12 00:41:54,251 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 00:41:54,333 - pyskl - INFO - top1_acc 0.9168 top5_acc 0.9913 2023-12-12 00:41:54,337 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_91.pth was removed 2023-12-12 00:41:54,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-12 00:41:54,475 - pyskl - INFO - Best top1_acc is 0.9168 at 92 epoch. 2023-12-12 00:41:54,480 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9168, top5_acc: 0.9913 2023-12-12 00:42:51,895 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 16:10:41, time: 0.574, data_time: 0.187, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4917, loss: 0.4917 2023-12-12 00:43:26,197 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 16:09:54, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3820, loss: 0.3820 2023-12-12 00:44:15,914 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 16:09:15, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4507, loss: 0.4507 2023-12-12 00:45:05,648 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 16:08:37, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.4641, loss: 0.4641 2023-12-12 00:45:55,249 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 16:07:59, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.4894, loss: 0.4894 2023-12-12 00:46:44,829 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 16:07:20, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4460, loss: 0.4460 2023-12-12 00:47:34,588 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 16:06:42, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4621, loss: 0.4621 2023-12-12 00:48:24,384 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 16:06:03, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4475, loss: 0.4475 2023-12-12 00:49:14,102 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 16:05:25, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4612, loss: 0.4612 2023-12-12 00:49:56,684 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 16:04:42, time: 0.426, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4654, loss: 0.4654 2023-12-12 00:50:23,323 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 16:03:50, time: 0.266, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.4523, loss: 0.4523 2023-12-12 00:51:09,650 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 16:03:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5015, loss: 0.5015 2023-12-12 00:51:55,980 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 16:02:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4874, loss: 0.4874 2023-12-12 00:52:42,196 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 16:01:48, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.5021, loss: 0.5021 2023-12-12 00:53:28,420 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 16:01:07, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.5490, loss: 0.5490 2023-12-12 00:54:15,540 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 16:00:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4701, loss: 0.4701 2023-12-12 00:55:02,717 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 15:59:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5226, loss: 0.5226 2023-12-12 00:55:49,924 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 15:59:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.5058, loss: 0.5058 2023-12-12 00:56:37,137 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 15:58:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.4141, loss: 0.4141 2023-12-12 00:57:24,281 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 15:57:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.5018, loss: 0.5018 2023-12-12 00:58:11,457 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 15:57:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5155, loss: 0.5155 2023-12-12 00:58:58,617 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 15:56:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.5037, loss: 0.5037 2023-12-12 00:59:45,760 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 15:55:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4826, loss: 0.4826 2023-12-12 01:00:11,302 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-12 01:02:59,023 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 01:02:59,101 - pyskl - INFO - top1_acc 0.9118 top5_acc 0.9910 2023-12-12 01:02:59,105 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9118, top5_acc: 0.9910 2023-12-12 01:04:05,026 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 15:54:42, time: 0.659, data_time: 0.188, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4022, loss: 0.4022 2023-12-12 01:04:52,110 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 15:54:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4395, loss: 0.4395 2023-12-12 01:05:39,249 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 15:53:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3979, loss: 0.3979 2023-12-12 01:06:26,401 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 15:52:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4714, loss: 0.4714 2023-12-12 01:07:13,532 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 15:52:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4908, loss: 0.4908 2023-12-12 01:08:00,650 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 15:51:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4672, loss: 0.4672 2023-12-12 01:08:47,775 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 15:50:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.4724, loss: 0.4724 2023-12-12 01:09:34,894 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 15:50:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4439, loss: 0.4439 2023-12-12 01:10:22,042 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 15:49:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.4415, loss: 0.4415 2023-12-12 01:11:09,155 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 15:48:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5443, loss: 0.5443 2023-12-12 01:11:56,256 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 15:48:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4198, loss: 0.4198 2023-12-12 01:12:43,355 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 15:47:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4512, loss: 0.4512 2023-12-12 01:13:30,490 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 15:46:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4795, loss: 0.4795 2023-12-12 01:14:17,643 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 15:46:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4717, loss: 0.4717 2023-12-12 01:15:04,856 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 15:45:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5049, loss: 0.5049 2023-12-12 01:15:52,025 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 15:44:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5393, loss: 0.5393 2023-12-12 01:16:39,178 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 15:44:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4687, loss: 0.4687 2023-12-12 01:17:26,346 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 15:43:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5407, loss: 0.5407 2023-12-12 01:18:13,506 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 15:42:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.4450, loss: 0.4450 2023-12-12 01:19:00,614 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 15:42:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.5195, loss: 0.5195 2023-12-12 01:19:47,790 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 15:41:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4642, loss: 0.4642 2023-12-12 01:20:35,004 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 15:40:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4764, loss: 0.4764 2023-12-12 01:21:00,647 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 15:39:47, time: 0.256, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.5413, loss: 0.5413 2023-12-12 01:21:26,872 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-12 01:24:25,888 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 01:24:25,971 - pyskl - INFO - top1_acc 0.9243 top5_acc 0.9929 2023-12-12 01:24:25,975 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_92.pth was removed 2023-12-12 01:24:26,105 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. 2023-12-12 01:24:26,106 - pyskl - INFO - Best top1_acc is 0.9243 at 94 epoch. 2023-12-12 01:24:26,110 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9243, top5_acc: 0.9929 2023-12-12 01:25:34,793 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 15:38:43, time: 0.687, data_time: 0.187, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4036, loss: 0.4036 2023-12-12 01:26:24,775 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 15:38:05, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3889, loss: 0.3889 2023-12-12 01:27:14,599 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 15:37:26, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 0.3792, loss: 0.3792 2023-12-12 01:27:41,180 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 15:36:34, time: 0.266, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3864, loss: 0.3864 2023-12-12 01:28:22,043 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 15:35:50, time: 0.409, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3864, loss: 0.3864 2023-12-12 01:29:08,448 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 15:35:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.4420, loss: 0.4420 2023-12-12 01:29:54,804 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 15:34:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.4427, loss: 0.4427 2023-12-12 01:30:41,109 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 15:33:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 0.4132, loss: 0.4132 2023-12-12 01:31:27,496 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 15:33:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3956, loss: 0.3956 2023-12-12 01:32:13,856 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 15:32:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4228, loss: 0.4228 2023-12-12 01:33:00,234 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 15:31:46, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4592, loss: 0.4592 2023-12-12 01:33:46,524 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 15:31:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4993, loss: 0.4993 2023-12-12 01:34:32,913 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 15:30:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4597, loss: 0.4597 2023-12-12 01:35:19,288 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 15:29:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4551, loss: 0.4551 2023-12-12 01:36:05,588 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 15:29:03, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4435, loss: 0.4435 2023-12-12 01:36:51,911 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 15:28:23, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4510, loss: 0.4510 2023-12-12 01:37:38,278 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 15:27:42, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5271, loss: 0.5271 2023-12-12 01:38:24,589 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 15:27:01, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4881, loss: 0.4881 2023-12-12 01:39:11,000 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 15:26:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 0.4606, loss: 0.4606 2023-12-12 01:39:57,331 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 15:25:40, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4870, loss: 0.4870 2023-12-12 01:40:43,622 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 15:24:59, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4510, loss: 0.4510 2023-12-12 01:41:30,002 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 15:24:18, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4839, loss: 0.4839 2023-12-12 01:42:16,410 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 15:23:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4486, loss: 0.4486 2023-12-12 01:42:41,646 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-12 01:45:29,305 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 01:45:29,383 - pyskl - INFO - top1_acc 0.9081 top5_acc 0.9912 2023-12-12 01:45:29,387 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9081, top5_acc: 0.9912 2023-12-12 01:46:35,898 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 15:22:32, time: 0.665, data_time: 0.193, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3915, loss: 0.3915 2023-12-12 01:47:23,093 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 15:21:52, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4322, loss: 0.4322 2023-12-12 01:48:10,264 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 15:21:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 0.4183, loss: 0.4183 2023-12-12 01:48:57,450 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 15:20:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4125, loss: 0.4125 2023-12-12 01:49:44,652 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 15:19:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3810, loss: 0.3810 2023-12-12 01:50:31,785 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 15:19:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3935, loss: 0.3935 2023-12-12 01:51:18,969 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 15:18:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3877, loss: 0.3877 2023-12-12 01:52:06,079 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 15:17:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4710, loss: 0.4710 2023-12-12 01:52:53,220 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 15:17:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4156, loss: 0.4156 2023-12-12 01:53:40,393 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 15:16:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.4166, loss: 0.4166 2023-12-12 01:54:27,609 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 15:15:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.4767, loss: 0.4767 2023-12-12 01:55:14,747 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 15:15:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9875, loss_cls: 0.4105, loss: 0.4105 2023-12-12 01:56:01,921 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 15:14:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.4730, loss: 0.4730 2023-12-12 01:56:49,079 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 15:13:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 0.4640, loss: 0.4640 2023-12-12 01:57:35,329 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 15:13:07, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.4909, loss: 0.4909 2023-12-12 01:58:10,122 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 15:12:20, time: 0.348, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.4198, loss: 0.4198 2023-12-12 01:58:48,061 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 15:11:34, time: 0.379, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4816, loss: 0.4816 2023-12-12 01:59:37,894 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 15:10:56, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4673, loss: 0.4673 2023-12-12 02:00:27,800 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 15:10:17, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4703, loss: 0.4703 2023-12-12 02:01:17,705 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 15:09:38, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.4338, loss: 0.4338 2023-12-12 02:02:07,450 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 15:08:59, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.4929, loss: 0.4929 2023-12-12 02:02:57,357 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 15:08:20, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4749, loss: 0.4749 2023-12-12 02:03:47,273 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 15:07:41, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4754, loss: 0.4754 2023-12-12 02:04:14,241 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-12 02:06:37,919 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 02:06:37,997 - pyskl - INFO - top1_acc 0.9111 top5_acc 0.9926 2023-12-12 02:06:38,002 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9111, top5_acc: 0.9926 2023-12-12 02:07:43,068 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 15:06:35, time: 0.651, data_time: 0.186, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3606, loss: 0.3606 2023-12-12 02:08:29,405 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 15:05:55, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4237, loss: 0.4237 2023-12-12 02:09:15,715 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 15:05:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4142, loss: 0.4142 2023-12-12 02:10:02,082 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 15:04:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3970, loss: 0.3970 2023-12-12 02:10:48,370 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 15:03:52, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3944, loss: 0.3944 2023-12-12 02:11:34,741 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 15:03:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3873, loss: 0.3873 2023-12-12 02:12:21,112 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 15:02:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4487, loss: 0.4487 2023-12-12 02:13:07,451 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 15:01:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4642, loss: 0.4642 2023-12-12 02:13:53,855 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 15:01:08, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4089, loss: 0.4089 2023-12-12 02:14:40,197 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 15:00:27, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.4244, loss: 0.4244 2023-12-12 02:15:26,485 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 14:59:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.4125, loss: 0.4125 2023-12-12 02:16:12,783 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 14:59:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4680, loss: 0.4680 2023-12-12 02:16:59,098 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 14:58:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4346, loss: 0.4346 2023-12-12 02:17:45,615 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 14:57:44, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4208, loss: 0.4208 2023-12-12 02:18:31,970 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 14:57:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4474, loss: 0.4474 2023-12-12 02:19:18,370 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 14:56:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.4014, loss: 0.4014 2023-12-12 02:20:04,783 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 14:55:41, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4694, loss: 0.4694 2023-12-12 02:20:51,220 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:55:00, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4688, loss: 0.4688 2023-12-12 02:21:37,679 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:54:19, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 0.4286, loss: 0.4286 2023-12-12 02:22:24,134 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:53:38, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4596, loss: 0.4596 2023-12-12 02:23:10,590 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:52:57, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5106, loss: 0.5106 2023-12-12 02:23:56,927 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:52:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4672, loss: 0.4672 2023-12-12 02:24:43,327 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:51:35, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4680, loss: 0.4680 2023-12-12 02:25:08,441 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-12 02:27:56,064 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 02:27:56,146 - pyskl - INFO - top1_acc 0.9203 top5_acc 0.9926 2023-12-12 02:27:56,151 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9203, top5_acc: 0.9926 2023-12-12 02:29:01,611 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 14:50:30, time: 0.655, data_time: 0.183, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3840, loss: 0.3840 2023-12-12 02:29:48,833 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 14:49:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3518, loss: 0.3518 2023-12-12 02:30:36,031 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 14:49:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3524, loss: 0.3524 2023-12-12 02:31:23,177 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 14:48:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3636, loss: 0.3636 2023-12-12 02:32:10,392 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 14:47:47, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3739, loss: 0.3739 2023-12-12 02:32:57,519 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 14:47:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 0.3532, loss: 0.3532 2023-12-12 02:33:44,706 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 14:46:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.4160, loss: 0.4160 2023-12-12 02:34:31,935 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 14:45:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.4194, loss: 0.4194 2023-12-12 02:35:15,527 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 14:45:03, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4306, loss: 0.4306 2023-12-12 02:35:44,152 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 14:44:13, time: 0.286, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4600, loss: 0.4600 2023-12-12 02:36:34,029 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 14:43:34, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4903, loss: 0.4903 2023-12-12 02:37:23,867 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 14:42:54, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4270, loss: 0.4270 2023-12-12 02:38:13,422 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 14:42:15, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3979, loss: 0.3979 2023-12-12 02:39:03,151 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 14:41:36, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4206, loss: 0.4206 2023-12-12 02:39:52,817 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 14:40:57, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3821, loss: 0.3821 2023-12-12 02:40:42,558 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 14:40:17, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9962, loss_cls: 0.4647, loss: 0.4647 2023-12-12 02:41:32,204 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 14:39:38, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.4156, loss: 0.4156 2023-12-12 02:42:20,299 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 14:38:58, time: 0.481, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4652, loss: 0.4652 2023-12-12 02:42:43,418 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 14:38:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3730, loss: 0.3730 2023-12-12 02:43:28,687 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 14:37:23, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4223, loss: 0.4223 2023-12-12 02:44:14,970 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 14:36:42, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4292, loss: 0.4292 2023-12-12 02:45:01,269 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 14:36:01, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4567, loss: 0.4567 2023-12-12 02:45:47,531 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 14:35:20, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4587, loss: 0.4587 2023-12-12 02:46:12,639 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-12 02:49:00,620 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 02:49:00,699 - pyskl - INFO - top1_acc 0.9212 top5_acc 0.9926 2023-12-12 02:49:00,703 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9212, top5_acc: 0.9926 2023-12-12 02:50:06,685 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 14:34:14, time: 0.660, data_time: 0.189, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3226, loss: 0.3226 2023-12-12 02:50:53,805 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 14:33:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3612, loss: 0.3612 2023-12-12 02:51:40,971 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 14:32:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3801, loss: 0.3801 2023-12-12 02:52:28,126 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 14:32:12, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3767, loss: 0.3767 2023-12-12 02:53:15,221 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 14:31:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.4011, loss: 0.4011 2023-12-12 02:54:02,407 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 14:30:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3898, loss: 0.3898 2023-12-12 02:54:49,508 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 14:30:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4056, loss: 0.4056 2023-12-12 02:55:36,601 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 14:29:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3996, loss: 0.3996 2023-12-12 02:56:23,702 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 14:28:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3405, loss: 0.3405 2023-12-12 02:57:10,783 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 14:28:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3660, loss: 0.3660 2023-12-12 02:57:57,849 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 14:27:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4578, loss: 0.4578 2023-12-12 02:58:44,944 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 14:26:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3578, loss: 0.3578 2023-12-12 02:59:32,063 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 14:26:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4225, loss: 0.4225 2023-12-12 03:00:19,249 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 14:25:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3460, loss: 0.3460 2023-12-12 03:01:06,429 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 14:24:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.4040, loss: 0.4040 2023-12-12 03:01:53,564 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 14:24:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4398, loss: 0.4398 2023-12-12 03:02:40,785 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 14:23:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3745, loss: 0.3745 2023-12-12 03:03:27,961 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 14:22:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.4110, loss: 0.4110 2023-12-12 03:04:15,187 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 14:22:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 0.4206, loss: 0.4206 2023-12-12 03:05:02,389 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 14:21:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4638, loss: 0.4638 2023-12-12 03:05:49,611 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 14:20:40, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4196, loss: 0.4196 2023-12-12 03:06:36,801 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 14:19:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4231, loss: 0.4231 2023-12-12 03:07:23,964 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 14:19:18, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4012, loss: 0.4012 2023-12-12 03:07:49,483 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-12 03:10:36,971 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 03:10:37,048 - pyskl - INFO - top1_acc 0.9094 top5_acc 0.9922 2023-12-12 03:10:37,052 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9094, top5_acc: 0.9922 2023-12-12 03:11:42,300 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 14:18:12, time: 0.652, data_time: 0.189, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3712, loss: 0.3712 2023-12-12 03:12:28,708 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 14:17:31, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3829, loss: 0.3829 2023-12-12 03:12:55,897 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 14:16:40, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3681, loss: 0.3681 2023-12-12 03:13:42,887 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 14:15:59, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3005, loss: 0.3005 2023-12-12 03:14:32,721 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 14:15:20, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 0.3799, loss: 0.3799 2023-12-12 03:15:22,552 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 14:14:40, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4016, loss: 0.4016 2023-12-12 03:16:12,440 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 14:14:01, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.3668, loss: 0.3668 2023-12-12 03:17:02,333 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 14:13:22, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3850, loss: 0.3850 2023-12-12 03:17:52,376 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 14:12:42, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3921, loss: 0.3921 2023-12-12 03:18:42,316 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 14:12:03, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4172, loss: 0.4172 2023-12-12 03:19:32,221 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 14:11:23, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3978, loss: 0.3978 2023-12-12 03:20:01,442 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 14:10:33, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3399, loss: 0.3399 2023-12-12 03:20:40,163 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 14:09:48, time: 0.387, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4475, loss: 0.4475 2023-12-12 03:21:27,315 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 14:09:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4237, loss: 0.4237 2023-12-12 03:22:14,504 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 14:08:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.3933, loss: 0.3933 2023-12-12 03:23:01,699 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 14:07:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4326, loss: 0.4326 2023-12-12 03:23:48,835 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 14:07:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3779, loss: 0.3779 2023-12-12 03:24:35,957 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 14:06:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.3662, loss: 0.3662 2023-12-12 03:25:23,105 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 14:05:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4611, loss: 0.4611 2023-12-12 03:26:10,253 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 14:05:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.3841, loss: 0.3841 2023-12-12 03:26:57,435 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 14:04:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3916, loss: 0.3916 2023-12-12 03:27:44,588 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 14:03:41, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4344, loss: 0.4344 2023-12-12 03:28:31,794 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 14:03:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4586, loss: 0.4586 2023-12-12 03:28:57,341 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-12 03:31:45,579 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 03:31:45,659 - pyskl - INFO - top1_acc 0.9194 top5_acc 0.9932 2023-12-12 03:31:45,665 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9194, top5_acc: 0.9932 2023-12-12 03:32:50,904 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 14:01:54, time: 0.652, data_time: 0.188, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3214, loss: 0.3214 2023-12-12 03:33:37,241 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 14:01:13, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3337, loss: 0.3337 2023-12-12 03:34:23,519 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 14:00:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3383, loss: 0.3383 2023-12-12 03:35:09,817 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 13:59:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3246, loss: 0.3246 2023-12-12 03:35:56,098 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 13:59:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3392, loss: 0.3392 2023-12-12 03:36:42,437 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 13:58:27, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3538, loss: 0.3538 2023-12-12 03:37:28,758 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:57:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.3889, loss: 0.3889 2023-12-12 03:38:15,026 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:57:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2777, loss: 0.2777 2023-12-12 03:39:01,463 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:56:23, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3563, loss: 0.3563 2023-12-12 03:39:47,753 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:55:42, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4117, loss: 0.4117 2023-12-12 03:40:34,107 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:55:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3585, loss: 0.3585 2023-12-12 03:41:20,343 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:54:19, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4134, loss: 0.4134 2023-12-12 03:42:06,788 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:53:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 0.4194, loss: 0.4194 2023-12-12 03:42:53,180 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:52:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4142, loss: 0.4142 2023-12-12 03:43:39,500 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:52:15, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4417, loss: 0.4417 2023-12-12 03:44:25,726 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:51:34, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.4077, loss: 0.4077 2023-12-12 03:45:12,141 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:50:53, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4563, loss: 0.4563 2023-12-12 03:45:58,523 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:50:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.3581, loss: 0.3581 2023-12-12 03:46:44,868 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:49:30, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3650, loss: 0.3650 2023-12-12 03:47:31,143 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:48:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.4027, loss: 0.4027 2023-12-12 03:48:17,472 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:48:07, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.4254, loss: 0.4254 2023-12-12 03:49:03,832 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:47:26, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3450, loss: 0.3450 2023-12-12 03:49:50,179 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:46:44, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3788, loss: 0.3788 2023-12-12 03:50:15,239 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-12 03:53:07,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 03:53:07,436 - pyskl - INFO - top1_acc 0.9028 top5_acc 0.9905 2023-12-12 03:53:07,441 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9028, top5_acc: 0.9905 2023-12-12 03:54:16,161 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 13:45:40, time: 0.687, data_time: 0.189, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3344, loss: 0.3344 2023-12-12 03:55:06,037 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 13:45:00, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2868, loss: 0.2868 2023-12-12 03:55:55,958 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 13:44:21, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3216, loss: 0.3216 2023-12-12 03:56:45,750 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 13:43:41, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3679, loss: 0.3679 2023-12-12 03:57:23,719 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 13:42:55, time: 0.380, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.3359, loss: 0.3359 2023-12-12 03:57:55,218 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 13:42:07, time: 0.315, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3189, loss: 0.3189 2023-12-12 03:58:42,381 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 13:41:26, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3796, loss: 0.3796 2023-12-12 03:59:29,556 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 13:40:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3581, loss: 0.3581 2023-12-12 04:00:16,693 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 13:40:04, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.4180, loss: 0.4180 2023-12-12 04:01:03,855 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 13:39:23, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3973, loss: 0.3973 2023-12-12 04:01:51,042 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 13:38:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.4030, loss: 0.4030 2023-12-12 04:02:38,251 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 13:38:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3722, loss: 0.3722 2023-12-12 04:03:25,413 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 13:37:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 0.3929, loss: 0.3929 2023-12-12 04:04:12,597 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 13:36:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.4018, loss: 0.4018 2023-12-12 04:04:59,786 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 13:35:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3624, loss: 0.3624 2023-12-12 04:05:46,964 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 13:35:17, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.3898, loss: 0.3898 2023-12-12 04:06:34,143 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 13:34:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.4042, loss: 0.4042 2023-12-12 04:07:21,383 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 13:33:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3882, loss: 0.3882 2023-12-12 04:08:08,554 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 13:33:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 0.3634, loss: 0.3634 2023-12-12 04:08:55,730 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 13:32:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3653, loss: 0.3653 2023-12-12 04:09:42,868 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 13:31:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3539, loss: 0.3539 2023-12-12 04:10:30,027 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 13:31:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.3970, loss: 0.3970 2023-12-12 04:11:17,157 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 13:30:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.3970, loss: 0.3970 2023-12-12 04:11:42,721 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-12 04:14:29,674 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 04:14:29,752 - pyskl - INFO - top1_acc 0.9253 top5_acc 0.9929 2023-12-12 04:14:29,757 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_94.pth was removed 2023-12-12 04:14:30,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. 2023-12-12 04:14:30,096 - pyskl - INFO - Best top1_acc is 0.9253 at 102 epoch. 2023-12-12 04:14:30,103 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9253, top5_acc: 0.9929 2023-12-12 04:15:36,155 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 13:29:23, time: 0.660, data_time: 0.191, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 0.3330, loss: 0.3330 2023-12-12 04:16:23,294 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 13:28:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2943, loss: 0.2943 2023-12-12 04:17:10,478 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 13:28:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3044, loss: 0.3044 2023-12-12 04:17:57,672 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 13:27:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3341, loss: 0.3341 2023-12-12 04:18:44,854 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 13:26:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3564, loss: 0.3564 2023-12-12 04:19:31,988 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 13:25:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3615, loss: 0.3615 2023-12-12 04:20:19,131 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 13:25:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2617, loss: 0.2617 2023-12-12 04:21:06,254 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 13:24:36, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3245, loss: 0.3245 2023-12-12 04:21:53,463 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 13:23:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3324, loss: 0.3324 2023-12-12 04:22:40,654 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 13:23:13, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3281, loss: 0.3281 2023-12-12 04:23:27,867 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 13:22:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3012, loss: 0.3012 2023-12-12 04:24:15,036 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 13:21:51, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3343, loss: 0.3343 2023-12-12 04:25:02,206 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 13:21:10, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3904, loss: 0.3904 2023-12-12 04:25:49,391 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 13:20:29, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 0.3425, loss: 0.3425 2023-12-12 04:26:36,538 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 13:19:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3779, loss: 0.3779 2023-12-12 04:27:23,799 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 13:19:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3834, loss: 0.3834 2023-12-12 04:28:09,397 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 13:18:25, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4053, loss: 0.4053 2023-12-12 04:28:36,319 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 13:17:34, time: 0.269, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3560, loss: 0.3560 2023-12-12 04:29:26,144 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 13:16:54, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3729, loss: 0.3729 2023-12-12 04:30:15,967 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 13:16:14, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.4185, loss: 0.4185 2023-12-12 04:31:05,856 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 13:15:34, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3960, loss: 0.3960 2023-12-12 04:31:55,721 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 13:14:54, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3816, loss: 0.3816 2023-12-12 04:32:45,586 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 13:14:14, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3525, loss: 0.3525 2023-12-12 04:33:12,469 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-12 04:35:40,252 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 04:35:40,333 - pyskl - INFO - top1_acc 0.9273 top5_acc 0.9930 2023-12-12 04:35:40,339 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_102.pth was removed 2023-12-12 04:35:40,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. 2023-12-12 04:35:40,475 - pyskl - INFO - Best top1_acc is 0.9273 at 103 epoch. 2023-12-12 04:35:40,480 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9273, top5_acc: 0.9930 2023-12-12 04:36:47,059 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 13:13:09, time: 0.666, data_time: 0.195, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2785, loss: 0.2785 2023-12-12 04:37:34,238 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 13:12:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2888, loss: 0.2888 2023-12-12 04:38:21,389 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 13:11:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3121, loss: 0.3121 2023-12-12 04:39:08,637 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 13:11:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3062, loss: 0.3062 2023-12-12 04:39:55,830 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 13:10:24, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3411, loss: 0.3411 2023-12-12 04:40:43,048 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 13:09:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3996, loss: 0.3996 2023-12-12 04:41:30,185 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 13:09:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3309, loss: 0.3309 2023-12-12 04:42:17,358 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 13:08:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3092, loss: 0.3092 2023-12-12 04:43:04,529 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 13:07:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3443, loss: 0.3443 2023-12-12 04:43:51,693 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 13:06:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3847, loss: 0.3847 2023-12-12 04:44:38,856 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 13:06:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3403, loss: 0.3403 2023-12-12 04:45:25,968 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 13:05:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.3538, loss: 0.3538 2023-12-12 04:46:13,102 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 13:04:54, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.3458, loss: 0.3458 2023-12-12 04:47:00,204 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 13:04:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 0.3714, loss: 0.3714 2023-12-12 04:47:47,428 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 13:03:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3130, loss: 0.3130 2023-12-12 04:48:34,602 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 13:02:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3861, loss: 0.3861 2023-12-12 04:49:21,761 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 13:02:09, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3815, loss: 0.3815 2023-12-12 04:50:08,934 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 13:01:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9975, loss_cls: 0.3829, loss: 0.3829 2023-12-12 04:50:56,061 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 13:00:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 0.3196, loss: 0.3196 2023-12-12 04:51:43,236 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 13:00:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3869, loss: 0.3869 2023-12-12 04:52:30,371 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:59:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3912, loss: 0.3912 2023-12-12 04:53:17,552 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:58:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3451, loss: 0.3451 2023-12-12 04:54:04,697 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:58:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3498, loss: 0.3498 2023-12-12 04:54:30,204 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-12 04:57:18,096 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 04:57:18,180 - pyskl - INFO - top1_acc 0.9253 top5_acc 0.9933 2023-12-12 04:57:18,186 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9253, top5_acc: 0.9933 2023-12-12 04:58:23,479 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:56:55, time: 0.653, data_time: 0.190, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.2833, loss: 0.2833 2023-12-12 04:59:09,823 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:56:13, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3090, loss: 0.3090 2023-12-12 04:59:56,115 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:55:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2541, loss: 0.2541 2023-12-12 05:00:42,407 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:54:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2985, loss: 0.2985 2023-12-12 05:01:28,771 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:54:08, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2684, loss: 0.2684 2023-12-12 05:02:15,086 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:53:26, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3313, loss: 0.3313 2023-12-12 05:03:01,421 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:52:45, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3380, loss: 0.3380 2023-12-12 05:03:47,713 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:52:03, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2912, loss: 0.2912 2023-12-12 05:04:34,033 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:51:21, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.3170, loss: 0.3170 2023-12-12 05:05:20,316 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:50:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2839, loss: 0.2839 2023-12-12 05:05:48,383 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:49:50, time: 0.281, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3121, loss: 0.3121 2023-12-12 05:06:35,116 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:49:08, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.3126, loss: 0.3126 2023-12-12 05:07:24,834 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:48:28, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3236, loss: 0.3236 2023-12-12 05:08:14,710 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:47:48, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3469, loss: 0.3469 2023-12-12 05:09:04,466 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:47:08, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.3033, loss: 0.3033 2023-12-12 05:09:54,330 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:46:27, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3339, loss: 0.3339 2023-12-12 05:10:44,175 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:45:47, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3129, loss: 0.3129 2023-12-12 05:11:33,885 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:45:07, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 0.3360, loss: 0.3360 2023-12-12 05:12:23,696 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:44:27, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3320, loss: 0.3320 2023-12-12 05:12:53,557 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:43:38, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 0.3897, loss: 0.3897 2023-12-12 05:13:32,533 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:42:53, time: 0.390, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.3756, loss: 0.3756 2023-12-12 05:14:19,690 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:42:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3506, loss: 0.3506 2023-12-12 05:15:06,866 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 12:41:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3698, loss: 0.3698 2023-12-12 05:15:32,422 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-12 05:18:19,991 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 05:18:20,073 - pyskl - INFO - top1_acc 0.9202 top5_acc 0.9923 2023-12-12 05:18:20,077 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9202, top5_acc: 0.9923 2023-12-12 05:19:25,737 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 12:40:24, time: 0.657, data_time: 0.185, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3272, loss: 0.3272 2023-12-12 05:20:12,932 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 12:39:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3158, loss: 0.3158 2023-12-12 05:21:00,058 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 12:39:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.3043, loss: 0.3043 2023-12-12 05:21:47,217 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 12:38:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2510, loss: 0.2510 2023-12-12 05:22:34,363 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 12:37:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3014, loss: 0.3014 2023-12-12 05:23:21,586 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 12:36:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.3078, loss: 0.3078 2023-12-12 05:24:08,840 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 12:36:15, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3696, loss: 0.3696 2023-12-12 05:24:56,033 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 12:35:34, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 0.2811, loss: 0.2811 2023-12-12 05:25:43,258 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 12:34:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3192, loss: 0.3192 2023-12-12 05:26:30,420 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 12:34:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3144, loss: 0.3144 2023-12-12 05:27:17,550 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 12:33:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2881, loss: 0.2881 2023-12-12 05:28:04,758 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 12:32:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2913, loss: 0.2913 2023-12-12 05:28:51,929 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 12:32:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3111, loss: 0.3111 2023-12-12 05:29:39,180 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 12:31:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.3007, loss: 0.3007 2023-12-12 05:30:26,336 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 12:30:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3225, loss: 0.3225 2023-12-12 05:31:13,495 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 12:30:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2900, loss: 0.2900 2023-12-12 05:32:00,637 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 12:29:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3666, loss: 0.3666 2023-12-12 05:32:47,811 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 12:28:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3705, loss: 0.3705 2023-12-12 05:33:34,974 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 12:27:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3563, loss: 0.3563 2023-12-12 05:34:22,131 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 12:27:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3627, loss: 0.3627 2023-12-12 05:35:09,262 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 12:26:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3392, loss: 0.3392 2023-12-12 05:35:56,474 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 12:25:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 0.3201, loss: 0.3201 2023-12-12 05:36:43,620 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 12:25:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3247, loss: 0.3247 2023-12-12 05:37:09,150 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-12 05:39:57,061 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 05:39:57,148 - pyskl - INFO - top1_acc 0.9308 top5_acc 0.9933 2023-12-12 05:39:57,152 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_103.pth was removed 2023-12-12 05:39:57,290 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-12 05:39:57,290 - pyskl - INFO - Best top1_acc is 0.9308 at 106 epoch. 2023-12-12 05:39:57,295 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9308, top5_acc: 0.9933 2023-12-12 05:41:02,434 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 12:24:06, time: 0.651, data_time: 0.189, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2503, loss: 0.2503 2023-12-12 05:41:48,779 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 12:23:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2639, loss: 0.2639 2023-12-12 05:42:35,009 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 12:22:42, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2821, loss: 0.2821 2023-12-12 05:43:09,272 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 12:21:55, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2648, loss: 0.2648 2023-12-12 05:43:48,273 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 12:21:10, time: 0.390, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 0.3292, loss: 0.3292 2023-12-12 05:44:37,978 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 12:20:30, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2718, loss: 0.2718 2023-12-12 05:45:27,683 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 12:19:49, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2374, loss: 0.2374 2023-12-12 05:46:17,294 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 12:19:09, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2431, loss: 0.2431 2023-12-12 05:47:06,913 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 12:18:28, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2601, loss: 0.2601 2023-12-12 05:47:56,540 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 12:17:48, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.3040, loss: 0.3040 2023-12-12 05:48:46,264 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 12:17:07, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3042, loss: 0.3042 2023-12-12 05:49:35,920 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 12:16:27, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.3001, loss: 0.3001 2023-12-12 05:50:13,701 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 12:15:41, time: 0.378, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3252, loss: 0.3252 2023-12-12 05:50:45,956 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 12:14:54, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 0.2630, loss: 0.2630 2023-12-12 05:51:33,059 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 12:14:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3150, loss: 0.3150 2023-12-12 05:52:20,099 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 12:13:30, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 0.3288, loss: 0.3288 2023-12-12 05:53:07,154 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 12:12:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3740, loss: 0.3740 2023-12-12 05:53:54,259 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 12:12:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3501, loss: 0.3501 2023-12-12 05:54:41,364 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 12:11:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3040, loss: 0.3040 2023-12-12 05:55:28,506 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 12:10:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3216, loss: 0.3216 2023-12-12 05:56:15,611 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 12:10:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3415, loss: 0.3415 2023-12-12 05:57:02,678 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 12:09:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3350, loss: 0.3350 2023-12-12 05:57:49,778 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 12:08:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.3515, loss: 0.3515 2023-12-12 05:58:15,267 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-12 06:01:03,091 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 06:01:03,174 - pyskl - INFO - top1_acc 0.9268 top5_acc 0.9918 2023-12-12 06:01:03,179 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9268, top5_acc: 0.9918 2023-12-12 06:02:09,338 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 12:07:33, time: 0.662, data_time: 0.191, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2639, loss: 0.2639 2023-12-12 06:02:56,439 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 12:06:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2364, loss: 0.2364 2023-12-12 06:03:43,581 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 12:06:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2527, loss: 0.2527 2023-12-12 06:04:30,681 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 12:05:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2500, loss: 0.2500 2023-12-12 06:05:17,809 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 12:04:47, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2649, loss: 0.2649 2023-12-12 06:06:04,959 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 12:04:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3168, loss: 0.3168 2023-12-12 06:06:52,003 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 12:03:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2680, loss: 0.2680 2023-12-12 06:07:39,058 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 12:02:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2671, loss: 0.2671 2023-12-12 06:08:26,172 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 12:02:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2936, loss: 0.2936 2023-12-12 06:09:13,256 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 12:01:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2387, loss: 0.2387 2023-12-12 06:10:00,354 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 12:00:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2715, loss: 0.2715 2023-12-12 06:10:47,469 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:59:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3148, loss: 0.3148 2023-12-12 06:11:34,548 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:59:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2929, loss: 0.2929 2023-12-12 06:12:21,639 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:58:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.2992, loss: 0.2992 2023-12-12 06:13:08,751 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:57:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2793, loss: 0.2793 2023-12-12 06:13:55,876 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:57:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3150, loss: 0.3150 2023-12-12 06:14:42,988 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:56:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2525, loss: 0.2525 2023-12-12 06:15:30,082 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:55:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3259, loss: 0.3259 2023-12-12 06:16:17,179 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:55:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2836, loss: 0.2836 2023-12-12 06:17:04,223 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:54:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3381, loss: 0.3381 2023-12-12 06:17:51,305 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:53:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2994, loss: 0.2994 2023-12-12 06:18:38,400 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:52:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3412, loss: 0.3412 2023-12-12 06:19:25,426 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:52:16, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.3058, loss: 0.3058 2023-12-12 06:19:50,976 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-12 06:22:21,617 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 06:22:21,695 - pyskl - INFO - top1_acc 0.9292 top5_acc 0.9932 2023-12-12 06:22:21,700 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9292, top5_acc: 0.9932 2023-12-12 06:23:30,735 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:51:11, time: 0.690, data_time: 0.194, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2560, loss: 0.2560 2023-12-12 06:24:20,358 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:50:31, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2115, loss: 0.2115 2023-12-12 06:25:10,056 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:49:50, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2569, loss: 0.2569 2023-12-12 06:25:59,806 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:49:09, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2427, loss: 0.2427 2023-12-12 06:26:49,387 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:48:28, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2396, loss: 0.2396 2023-12-12 06:27:33,855 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:47:46, time: 0.445, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2576, loss: 0.2576 2023-12-12 06:27:59,844 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:46:56, time: 0.260, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2572, loss: 0.2572 2023-12-12 06:28:46,233 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:46:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2157, loss: 0.2157 2023-12-12 06:29:32,527 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:45:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2695, loss: 0.2695 2023-12-12 06:30:18,874 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:44:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 0.2476, loss: 0.2476 2023-12-12 06:31:05,181 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:44:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2869, loss: 0.2869 2023-12-12 06:31:51,450 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:43:26, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2686, loss: 0.2686 2023-12-12 06:32:37,729 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:42:44, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2704, loss: 0.2704 2023-12-12 06:33:24,016 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:42:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2559, loss: 0.2559 2023-12-12 06:34:10,188 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:41:19, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2671, loss: 0.2671 2023-12-12 06:34:56,482 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:40:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2460, loss: 0.2460 2023-12-12 06:35:42,767 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:39:55, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.2925, loss: 0.2925 2023-12-12 06:36:28,948 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:39:13, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 0.2705, loss: 0.2705 2023-12-12 06:37:15,258 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:38:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2659, loss: 0.2659 2023-12-12 06:38:01,551 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:37:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2924, loss: 0.2924 2023-12-12 06:38:47,891 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 11:37:07, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2971, loss: 0.2971 2023-12-12 06:39:34,155 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 11:36:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 0.2971, loss: 0.2971 2023-12-12 06:40:20,328 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 11:35:43, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2728, loss: 0.2728 2023-12-12 06:40:45,503 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-12 06:43:32,895 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 06:43:32,979 - pyskl - INFO - top1_acc 0.9348 top5_acc 0.9941 2023-12-12 06:43:32,983 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_106.pth was removed 2023-12-12 06:43:33,110 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. 2023-12-12 06:43:33,110 - pyskl - INFO - Best top1_acc is 0.9348 at 109 epoch. 2023-12-12 06:43:33,114 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9348, top5_acc: 0.9941 2023-12-12 06:44:39,185 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 11:34:36, time: 0.661, data_time: 0.193, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2563, loss: 0.2563 2023-12-12 06:45:26,276 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 11:33:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2341, loss: 0.2341 2023-12-12 06:46:13,366 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 11:33:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2753, loss: 0.2753 2023-12-12 06:47:00,441 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 11:32:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2384, loss: 0.2384 2023-12-12 06:47:47,509 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 11:31:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2173, loss: 0.2173 2023-12-12 06:48:34,545 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 11:31:07, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2378, loss: 0.2378 2023-12-12 06:49:21,637 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 11:30:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2409, loss: 0.2409 2023-12-12 06:50:08,721 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 11:29:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2409, loss: 0.2409 2023-12-12 06:50:55,768 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 11:29:02, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2809, loss: 0.2809 2023-12-12 06:51:42,846 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 11:28:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2222, loss: 0.2222 2023-12-12 06:52:29,968 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 11:27:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2253, loss: 0.2253 2023-12-12 06:53:17,055 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 11:26:56, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2783, loss: 0.2783 2023-12-12 06:54:04,097 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 11:26:14, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 0.2452, loss: 0.2452 2023-12-12 06:54:51,174 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 11:25:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2324, loss: 0.2324 2023-12-12 06:55:38,157 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 11:24:51, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2718, loss: 0.2718 2023-12-12 06:56:25,220 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 11:24:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2913, loss: 0.2913 2023-12-12 06:57:12,300 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 11:23:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2931, loss: 0.2931 2023-12-12 06:57:59,342 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 11:22:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.3032, loss: 0.3032 2023-12-12 06:58:24,921 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 11:21:55, time: 0.256, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2890, loss: 0.2890 2023-12-12 06:59:13,300 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 11:21:14, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3166, loss: 0.3166 2023-12-12 07:00:02,814 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 11:20:33, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2958, loss: 0.2958 2023-12-12 07:00:52,281 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 11:19:52, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2915, loss: 0.2915 2023-12-12 07:01:41,802 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 11:19:11, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.3354, loss: 0.3354 2023-12-12 07:02:08,594 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-12 07:05:06,070 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 07:05:06,152 - pyskl - INFO - top1_acc 0.9283 top5_acc 0.9921 2023-12-12 07:05:06,157 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9283, top5_acc: 0.9921 2023-12-12 07:06:05,862 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 11:18:02, time: 0.597, data_time: 0.188, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.2299, loss: 0.2299 2023-12-12 07:06:52,000 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 11:17:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1893, loss: 0.1893 2023-12-12 07:07:38,281 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 11:16:38, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2218, loss: 0.2218 2023-12-12 07:08:24,526 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 11:15:56, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1788, loss: 0.1788 2023-12-12 07:09:10,714 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 11:15:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2317, loss: 0.2317 2023-12-12 07:09:57,010 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 11:14:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 0.2591, loss: 0.2591 2023-12-12 07:10:43,319 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 11:13:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2560, loss: 0.2560 2023-12-12 07:11:29,541 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 11:13:07, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2034, loss: 0.2034 2023-12-12 07:12:15,923 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 11:12:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2240, loss: 0.2240 2023-12-12 07:13:02,199 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 11:11:43, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2404, loss: 0.2404 2023-12-12 07:13:48,508 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 11:11:00, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2668, loss: 0.2668 2023-12-12 07:14:34,813 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 11:10:18, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.2741, loss: 0.2741 2023-12-12 07:15:20,992 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 11:09:36, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2399, loss: 0.2399 2023-12-12 07:16:07,266 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 11:08:54, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2587, loss: 0.2587 2023-12-12 07:16:53,479 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 11:08:11, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2407, loss: 0.2407 2023-12-12 07:17:39,826 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 11:07:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.2051, loss: 0.2051 2023-12-12 07:18:26,197 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 11:06:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2682, loss: 0.2682 2023-12-12 07:19:12,404 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 11:06:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2402, loss: 0.2402 2023-12-12 07:19:58,655 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 11:05:23, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2730, loss: 0.2730 2023-12-12 07:20:44,973 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 11:04:40, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.2662, loss: 0.2662 2023-12-12 07:21:31,147 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 11:03:58, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2383, loss: 0.2383 2023-12-12 07:22:17,309 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 11:03:16, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2723, loss: 0.2723 2023-12-12 07:23:03,538 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 11:02:34, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2842, loss: 0.2842 2023-12-12 07:23:28,589 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-12 07:26:16,291 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 07:26:16,374 - pyskl - INFO - top1_acc 0.9304 top5_acc 0.9925 2023-12-12 07:26:16,380 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9304, top5_acc: 0.9925 2023-12-12 07:27:21,694 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 11:01:27, time: 0.653, data_time: 0.191, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2000, loss: 0.2000 2023-12-12 07:28:07,970 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 11:00:45, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1935, loss: 0.1935 2023-12-12 07:28:54,180 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 11:00:02, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1871, loss: 0.1871 2023-12-12 07:29:40,471 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:59:20, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2222, loss: 0.2222 2023-12-12 07:30:26,665 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:58:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2421, loss: 0.2421 2023-12-12 07:31:12,900 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:57:56, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2427, loss: 0.2427 2023-12-12 07:31:59,167 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:57:13, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2175, loss: 0.2175 2023-12-12 07:32:45,469 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:56:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2322, loss: 0.2322 2023-12-12 07:33:31,672 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:55:49, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2306, loss: 0.2306 2023-12-12 07:34:18,033 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:55:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2151, loss: 0.2151 2023-12-12 07:35:04,421 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:54:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2224, loss: 0.2224 2023-12-12 07:35:38,476 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:53:38, time: 0.341, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2233, loss: 0.2233 2023-12-12 07:36:17,845 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:52:53, time: 0.394, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2230, loss: 0.2230 2023-12-12 07:37:07,758 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:52:12, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2114, loss: 0.2114 2023-12-12 07:37:57,574 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:51:31, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2079, loss: 0.2079 2023-12-12 07:38:47,307 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:50:50, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2495, loss: 0.2495 2023-12-12 07:39:37,055 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:50:09, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2469, loss: 0.2469 2023-12-12 07:40:26,795 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:49:28, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2617, loss: 0.2617 2023-12-12 07:41:16,433 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:48:47, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2356, loss: 0.2356 2023-12-12 07:42:06,126 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:48:05, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2698, loss: 0.2698 2023-12-12 07:42:43,405 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:47:20, time: 0.373, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.2496, loss: 0.2496 2023-12-12 07:43:15,046 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:46:33, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2314, loss: 0.2314 2023-12-12 07:44:01,256 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:45:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2419, loss: 0.2419 2023-12-12 07:44:26,376 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-12 07:47:14,638 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 07:47:14,717 - pyskl - INFO - top1_acc 0.9286 top5_acc 0.9924 2023-12-12 07:47:14,722 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9286, top5_acc: 0.9924 2023-12-12 07:48:21,105 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:44:44, time: 0.664, data_time: 0.193, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1876, loss: 0.1876 2023-12-12 07:49:08,254 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:44:02, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1638, loss: 0.1638 2023-12-12 07:49:55,411 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:43:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1716, loss: 0.1716 2023-12-12 07:50:42,543 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:42:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.1954, loss: 0.1954 2023-12-12 07:51:29,748 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:41:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2015, loss: 0.2015 2023-12-12 07:52:16,905 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:41:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1936, loss: 0.1936 2023-12-12 07:53:04,111 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:40:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2037, loss: 0.2037 2023-12-12 07:53:51,295 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:39:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2426, loss: 0.2426 2023-12-12 07:54:38,471 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:39:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2532, loss: 0.2532 2023-12-12 07:55:25,620 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:38:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2083, loss: 0.2083 2023-12-12 07:56:12,748 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:37:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2263, loss: 0.2263 2023-12-12 07:56:59,928 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:37:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2304, loss: 0.2304 2023-12-12 07:57:47,058 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:36:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2671, loss: 0.2671 2023-12-12 07:58:34,224 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:35:38, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2470, loss: 0.2470 2023-12-12 07:59:21,398 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:34:56, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2328, loss: 0.2328 2023-12-12 08:00:08,536 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:34:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2174, loss: 0.2174 2023-12-12 08:00:55,689 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:33:32, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1949, loss: 0.1949 2023-12-12 08:01:42,850 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 10:32:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2294, loss: 0.2294 2023-12-12 08:02:29,993 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 10:32:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2642, loss: 0.2642 2023-12-12 08:03:17,221 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 10:31:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2387, loss: 0.2387 2023-12-12 08:04:04,329 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 10:30:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 0.2118, loss: 0.2118 2023-12-12 08:04:51,497 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 10:30:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2325, loss: 0.2325 2023-12-12 08:05:38,605 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 10:29:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2839, loss: 0.2839 2023-12-12 08:06:04,147 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-12 08:08:52,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 08:08:52,639 - pyskl - INFO - top1_acc 0.9313 top5_acc 0.9930 2023-12-12 08:08:52,643 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9313, top5_acc: 0.9930 2023-12-12 08:09:58,650 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 10:28:13, time: 0.660, data_time: 0.188, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2138, loss: 0.2138 2023-12-12 08:10:45,810 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 10:27:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2013, loss: 0.2013 2023-12-12 08:11:33,001 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 10:26:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.1942, loss: 0.1942 2023-12-12 08:12:20,175 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 10:26:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2095, loss: 0.2095 2023-12-12 08:13:00,247 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 10:25:22, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.2034, loss: 0.2034 2023-12-12 08:13:33,245 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 10:24:35, time: 0.330, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2097, loss: 0.2097 2023-12-12 08:14:23,092 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 10:23:54, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1888, loss: 0.1888 2023-12-12 08:15:12,843 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 10:23:13, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2030, loss: 0.2030 2023-12-12 08:16:02,563 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 10:22:31, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2160, loss: 0.2160 2023-12-12 08:16:52,207 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 10:21:50, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2061, loss: 0.2061 2023-12-12 08:17:41,926 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 10:21:09, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2448, loss: 0.2448 2023-12-12 08:18:31,537 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 10:20:27, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1964, loss: 0.1964 2023-12-12 08:19:21,232 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 10:19:46, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2034, loss: 0.2034 2023-12-12 08:20:05,208 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 10:19:03, time: 0.440, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2005, loss: 0.2005 2023-12-12 08:20:30,976 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 10:18:14, time: 0.258, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2153, loss: 0.2153 2023-12-12 08:21:17,326 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 10:17:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2412, loss: 0.2412 2023-12-12 08:22:03,599 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 10:16:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2235, loss: 0.2235 2023-12-12 08:22:49,903 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 10:16:07, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2012, loss: 0.2012 2023-12-12 08:23:36,213 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 10:15:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2003, loss: 0.2003 2023-12-12 08:24:22,511 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 10:14:42, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1910, loss: 0.1910 2023-12-12 08:25:08,954 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 10:13:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2295, loss: 0.2295 2023-12-12 08:25:55,209 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 10:13:17, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2256, loss: 0.2256 2023-12-12 08:26:41,475 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 10:12:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2142, loss: 0.2142 2023-12-12 08:27:06,512 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-12 08:29:54,376 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 08:29:54,458 - pyskl - INFO - top1_acc 0.9384 top5_acc 0.9938 2023-12-12 08:29:54,463 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_109.pth was removed 2023-12-12 08:29:54,675 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2023-12-12 08:29:54,675 - pyskl - INFO - Best top1_acc is 0.9384 at 114 epoch. 2023-12-12 08:29:54,683 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9384, top5_acc: 0.9938 2023-12-12 08:31:00,114 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 10:11:28, time: 0.654, data_time: 0.191, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1681, loss: 0.1681 2023-12-12 08:31:46,386 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 10:10:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1540, loss: 0.1540 2023-12-12 08:32:32,621 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 10:10:03, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1791, loss: 0.1791 2023-12-12 08:33:18,869 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 10:09:21, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1720, loss: 0.1720 2023-12-12 08:34:05,230 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 10:08:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1808, loss: 0.1808 2023-12-12 08:34:51,470 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 10:07:56, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2099, loss: 0.2099 2023-12-12 08:35:37,662 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 10:07:13, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1567, loss: 0.1567 2023-12-12 08:36:23,915 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 10:06:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 0.2311, loss: 0.2311 2023-12-12 08:37:10,253 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 10:05:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.2064, loss: 0.2064 2023-12-12 08:37:56,572 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 10:05:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1733, loss: 0.1733 2023-12-12 08:38:42,878 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 10:04:23, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1799, loss: 0.1799 2023-12-12 08:39:29,157 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 10:03:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1719, loss: 0.1719 2023-12-12 08:40:15,447 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 10:02:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1827, loss: 0.1827 2023-12-12 08:41:01,747 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 10:02:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1865, loss: 0.1865 2023-12-12 08:41:48,038 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 10:01:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2072, loss: 0.2072 2023-12-12 08:42:34,384 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 10:00:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2194, loss: 0.2194 2023-12-12 08:43:20,670 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 10:00:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2151, loss: 0.2151 2023-12-12 08:44:07,117 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:59:26, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2502, loss: 0.2502 2023-12-12 08:44:53,428 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:58:44, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2101, loss: 0.2101 2023-12-12 08:45:39,656 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:58:01, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1950, loss: 0.1950 2023-12-12 08:46:26,052 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:57:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2001, loss: 0.2001 2023-12-12 08:47:12,415 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:56:36, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1701, loss: 0.1701 2023-12-12 08:47:58,781 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:55:54, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1797, loss: 0.1797 2023-12-12 08:48:23,903 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-12 08:50:51,047 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 08:50:51,136 - pyskl - INFO - top1_acc 0.9308 top5_acc 0.9935 2023-12-12 08:50:51,143 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9308, top5_acc: 0.9935 2023-12-12 08:52:00,049 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:54:48, time: 0.689, data_time: 0.191, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1573, loss: 0.1573 2023-12-12 08:52:49,821 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:54:07, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1937, loss: 0.1937 2023-12-12 08:53:39,563 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:53:25, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1686, loss: 0.1686 2023-12-12 08:54:29,376 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:52:44, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1619, loss: 0.1619 2023-12-12 08:55:19,001 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:52:02, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1555, loss: 0.1555 2023-12-12 08:56:08,715 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:51:21, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1660, loss: 0.1660 2023-12-12 08:56:58,377 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:50:39, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1554, loss: 0.1554 2023-12-12 08:57:22,896 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:49:50, time: 0.245, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1799, loss: 0.1799 2023-12-12 08:58:05,659 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:49:07, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.1988, loss: 0.1988 2023-12-12 08:58:51,973 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:48:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1996, loss: 0.1996 2023-12-12 08:59:38,294 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:47:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1589, loss: 0.1589 2023-12-12 09:00:24,565 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:46:59, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1900, loss: 0.1900 2023-12-12 09:01:10,822 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:46:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2047, loss: 0.2047 2023-12-12 09:01:57,115 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:45:34, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2275, loss: 0.2275 2023-12-12 09:02:43,324 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:44:51, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2271, loss: 0.2271 2023-12-12 09:03:29,576 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:44:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.1949, loss: 0.1949 2023-12-12 09:04:15,902 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:43:26, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1904, loss: 0.1904 2023-12-12 09:05:02,313 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:42:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.1901, loss: 0.1901 2023-12-12 09:05:48,800 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:42:01, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2149, loss: 0.2149 2023-12-12 09:06:35,071 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:41:19, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1817, loss: 0.1817 2023-12-12 09:07:21,345 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:40:36, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1881, loss: 0.1881 2023-12-12 09:08:07,656 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:39:53, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1594, loss: 0.1594 2023-12-12 09:08:53,943 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:39:11, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1940, loss: 0.1940 2023-12-12 09:09:18,984 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-12 09:12:06,542 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 09:12:06,621 - pyskl - INFO - top1_acc 0.9360 top5_acc 0.9931 2023-12-12 09:12:06,625 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9360, top5_acc: 0.9931 2023-12-12 09:13:12,050 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:38:04, time: 0.654, data_time: 0.191, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1423, loss: 0.1423 2023-12-12 09:13:58,459 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:37:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1637, loss: 0.1637 2023-12-12 09:14:44,737 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:36:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1284, loss: 0.1284 2023-12-12 09:15:30,984 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:35:57, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1219, loss: 0.1219 2023-12-12 09:16:17,283 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:35:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1536, loss: 0.1536 2023-12-12 09:17:03,592 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:34:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1264, loss: 0.1264 2023-12-12 09:17:49,935 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:33:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1218, loss: 0.1218 2023-12-12 09:18:36,290 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:33:06, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1583, loss: 0.1583 2023-12-12 09:19:22,706 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:32:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1450, loss: 0.1450 2023-12-12 09:20:09,054 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:31:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1430, loss: 0.1430 2023-12-12 09:20:55,283 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:30:59, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1709, loss: 0.1709 2023-12-12 09:21:41,589 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:30:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1493, loss: 0.1493 2023-12-12 09:22:27,901 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:29:33, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1907, loss: 0.1907 2023-12-12 09:23:14,219 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 9:28:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2019, loss: 0.2019 2023-12-12 09:24:00,604 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 9:28:08, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1669, loss: 0.1669 2023-12-12 09:24:46,902 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 9:27:26, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1726, loss: 0.1726 2023-12-12 09:25:33,151 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 9:26:43, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1765, loss: 0.1765 2023-12-12 09:26:19,600 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 9:26:00, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1753, loss: 0.1753 2023-12-12 09:27:05,903 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 9:25:18, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1679, loss: 0.1679 2023-12-12 09:27:38,721 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 9:24:31, time: 0.328, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1431, loss: 0.1431 2023-12-12 09:28:19,857 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 9:23:47, time: 0.411, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1853, loss: 0.1853 2023-12-12 09:29:09,399 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 9:23:06, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1550, loss: 0.1550 2023-12-12 09:29:59,053 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 9:22:24, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1619, loss: 0.1619 2023-12-12 09:30:25,995 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-12 09:33:24,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 09:33:24,394 - pyskl - INFO - top1_acc 0.9334 top5_acc 0.9930 2023-12-12 09:33:24,398 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9334, top5_acc: 0.9930 2023-12-12 09:34:18,602 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 9:21:14, time: 0.542, data_time: 0.186, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1459, loss: 0.1459 2023-12-12 09:34:52,325 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 9:20:28, time: 0.337, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1335, loss: 0.1335 2023-12-12 09:35:39,433 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 9:19:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1327, loss: 0.1327 2023-12-12 09:36:26,580 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 9:19:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1434, loss: 0.1434 2023-12-12 09:37:13,765 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 9:18:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1426, loss: 0.1426 2023-12-12 09:38:00,890 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 9:17:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1579, loss: 0.1579 2023-12-12 09:38:48,000 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 9:16:56, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1682, loss: 0.1682 2023-12-12 09:39:35,157 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 9:16:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1769, loss: 0.1769 2023-12-12 09:40:22,303 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 9:15:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.1837, loss: 0.1837 2023-12-12 09:41:09,407 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 9:14:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1500, loss: 0.1500 2023-12-12 09:41:56,538 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 9:14:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1397, loss: 0.1397 2023-12-12 09:42:43,624 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 9:13:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1439, loss: 0.1439 2023-12-12 09:43:30,792 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 9:12:42, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1620, loss: 0.1620 2023-12-12 09:44:17,955 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 9:11:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1475, loss: 0.1475 2023-12-12 09:45:05,047 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 9:11:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1474, loss: 0.1474 2023-12-12 09:45:52,145 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 9:10:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1420, loss: 0.1420 2023-12-12 09:46:39,266 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 9:09:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1488, loss: 0.1488 2023-12-12 09:47:26,376 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 9:09:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1873, loss: 0.1873 2023-12-12 09:48:13,489 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 9:08:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1635, loss: 0.1635 2023-12-12 09:49:00,650 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 9:07:45, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1873, loss: 0.1873 2023-12-12 09:49:47,823 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 9:07:02, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1495, loss: 0.1495 2023-12-12 09:50:34,979 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 9:06:20, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1281, loss: 0.1281 2023-12-12 09:51:22,138 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 9:05:37, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1554, loss: 0.1554 2023-12-12 09:51:47,628 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-12 09:54:35,303 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 09:54:35,386 - pyskl - INFO - top1_acc 0.9399 top5_acc 0.9938 2023-12-12 09:54:35,390 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_114.pth was removed 2023-12-12 09:54:35,520 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-12 09:54:35,521 - pyskl - INFO - Best top1_acc is 0.9399 at 118 epoch. 2023-12-12 09:54:35,525 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9399, top5_acc: 0.9938 2023-12-12 09:55:41,438 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 9:04:31, time: 0.659, data_time: 0.187, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1257, loss: 0.1257 2023-12-12 09:56:28,597 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 9:03:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1178, loss: 0.1178 2023-12-12 09:57:15,780 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 9:03:06, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1092, loss: 0.1092 2023-12-12 09:58:02,912 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 9:02:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1426, loss: 0.1426 2023-12-12 09:58:50,030 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 9:01:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1374, loss: 0.1374 2023-12-12 09:59:37,144 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 9:00:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1131, loss: 0.1131 2023-12-12 10:00:24,304 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 9:00:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0973, loss: 0.0973 2023-12-12 10:01:11,462 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:59:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 2023-12-12 10:01:58,117 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:58:51, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1407, loss: 0.1407 2023-12-12 10:02:44,379 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:58:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1109, loss: 0.1109 2023-12-12 10:03:30,704 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:57:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1146, loss: 0.1146 2023-12-12 10:04:17,067 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:56:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1504, loss: 0.1504 2023-12-12 10:04:59,111 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:55:59, time: 0.420, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1560, loss: 0.1560 2023-12-12 10:05:29,319 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:55:12, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1366, loss: 0.1366 2023-12-12 10:06:19,059 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:54:30, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.1305, loss: 0.1305 2023-12-12 10:07:08,836 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:53:48, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1670, loss: 0.1670 2023-12-12 10:07:58,708 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:53:06, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1290, loss: 0.1290 2023-12-12 10:08:48,473 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:52:25, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1749, loss: 0.1749 2023-12-12 10:09:38,367 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:51:43, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1531, loss: 0.1531 2023-12-12 10:10:28,099 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:51:01, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1430, loss: 0.1430 2023-12-12 10:11:17,771 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:50:19, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1671, loss: 0.1671 2023-12-12 10:12:04,157 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:49:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1907, loss: 0.1907 2023-12-12 10:12:27,824 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:48:48, time: 0.237, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1379, loss: 0.1379 2023-12-12 10:12:53,403 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-12 10:15:41,238 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 10:15:41,317 - pyskl - INFO - top1_acc 0.9375 top5_acc 0.9931 2023-12-12 10:15:41,321 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9375, top5_acc: 0.9931 2023-12-12 10:16:47,222 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:47:41, time: 0.659, data_time: 0.189, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1020, loss: 0.1020 2023-12-12 10:17:34,363 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:46:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 2023-12-12 10:18:21,521 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:46:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0995, loss: 0.0995 2023-12-12 10:19:08,660 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:45:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1237, loss: 0.1237 2023-12-12 10:19:55,775 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:44:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 2023-12-12 10:20:42,910 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:44:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1159, loss: 0.1159 2023-12-12 10:21:30,032 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:43:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1290, loss: 0.1290 2023-12-12 10:22:17,171 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:42:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0912, loss: 0.0912 2023-12-12 10:23:04,293 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:42:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1097, loss: 0.1097 2023-12-12 10:23:51,433 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:41:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1131, loss: 0.1131 2023-12-12 10:24:38,620 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:40:36, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1419, loss: 0.1419 2023-12-12 10:25:25,791 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:39:53, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 2023-12-12 10:26:12,937 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:39:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1183, loss: 0.1183 2023-12-12 10:27:00,038 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:38:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 2023-12-12 10:27:47,127 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:37:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1439, loss: 0.1439 2023-12-12 10:28:34,253 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:37:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1190, loss: 0.1190 2023-12-12 10:29:21,361 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:36:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1025, loss: 0.1025 2023-12-12 10:30:08,453 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:35:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1668, loss: 0.1668 2023-12-12 10:30:55,562 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:34:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1365, loss: 0.1365 2023-12-12 10:31:42,645 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:34:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1473, loss: 0.1473 2023-12-12 10:32:29,725 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:33:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1487, loss: 0.1487 2023-12-12 10:33:16,847 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:32:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1711, loss: 0.1711 2023-12-12 10:34:03,975 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:32:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1164, loss: 0.1164 2023-12-12 10:34:29,598 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-12 10:37:17,148 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 10:37:17,227 - pyskl - INFO - top1_acc 0.9420 top5_acc 0.9935 2023-12-12 10:37:17,231 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_118.pth was removed 2023-12-12 10:37:17,361 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2023-12-12 10:37:17,362 - pyskl - INFO - Best top1_acc is 0.9420 at 120 epoch. 2023-12-12 10:37:17,366 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9420, top5_acc: 0.9935 2023-12-12 10:38:22,498 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:30:58, time: 0.651, data_time: 0.190, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0901, loss: 0.0901 2023-12-12 10:39:08,726 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:30:15, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0875, loss: 0.0875 2023-12-12 10:39:54,944 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:29:33, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 2023-12-12 10:40:41,164 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:28:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1054, loss: 0.1054 2023-12-12 10:41:27,417 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:28:07, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1086, loss: 0.1086 2023-12-12 10:42:13,664 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:27:24, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0966, loss: 0.0966 2023-12-12 10:42:38,839 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:26:36, time: 0.252, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0691, loss: 0.0691 2023-12-12 10:43:28,134 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:25:54, time: 0.493, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1413, loss: 0.1413 2023-12-12 10:44:17,727 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 8:25:12, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0999, loss: 0.0999 2023-12-12 10:45:07,442 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 8:24:30, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 2023-12-12 10:45:57,038 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 8:23:48, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1156, loss: 0.1156 2023-12-12 10:46:46,611 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 8:23:06, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000 2023-12-12 10:47:36,095 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 8:22:24, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1209, loss: 0.1209 2023-12-12 10:48:25,739 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 8:21:42, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1392, loss: 0.1392 2023-12-12 10:49:15,416 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 8:21:00, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1228, loss: 0.1228 2023-12-12 10:49:43,213 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 8:20:13, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1247, loss: 0.1247 2023-12-12 10:50:22,536 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 8:19:28, time: 0.393, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1082, loss: 0.1082 2023-12-12 10:51:09,649 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 8:18:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1339, loss: 0.1339 2023-12-12 10:51:56,798 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 8:18:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1059, loss: 0.1059 2023-12-12 10:52:43,924 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 8:17:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1255, loss: 0.1255 2023-12-12 10:53:31,032 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 8:16:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1157, loss: 0.1157 2023-12-12 10:54:18,170 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 8:15:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0997, loss: 0.0997 2023-12-12 10:55:05,265 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 8:15:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1206, loss: 0.1206 2023-12-12 10:55:30,893 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-12 10:58:18,608 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 10:58:18,691 - pyskl - INFO - top1_acc 0.9387 top5_acc 0.9937 2023-12-12 10:58:18,697 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9387, top5_acc: 0.9937 2023-12-12 10:59:23,554 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 8:14:05, time: 0.649, data_time: 0.187, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 2023-12-12 11:00:09,849 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 8:13:23, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1127, loss: 0.1127 2023-12-12 11:00:56,102 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 8:12:40, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1246, loss: 0.1246 2023-12-12 11:01:42,444 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 8:11:57, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1086, loss: 0.1086 2023-12-12 11:02:28,700 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 8:11:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0963, loss: 0.0963 2023-12-12 11:03:14,934 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 8:10:31, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1034, loss: 0.1034 2023-12-12 11:04:01,247 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 8:09:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0979, loss: 0.0979 2023-12-12 11:04:47,571 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 8:09:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1029, loss: 0.1029 2023-12-12 11:05:33,757 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 8:08:23, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 2023-12-12 11:06:20,111 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 8:07:40, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0913, loss: 0.0913 2023-12-12 11:07:06,304 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 8:06:57, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0990, loss: 0.0990 2023-12-12 11:07:52,660 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 8:06:14, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836 2023-12-12 11:08:38,907 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 8:05:31, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1338, loss: 0.1338 2023-12-12 11:09:25,175 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 8:04:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1066, loss: 0.1066 2023-12-12 11:10:11,460 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 8:04:05, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1092, loss: 0.1092 2023-12-12 11:10:57,757 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 8:03:22, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1063, loss: 0.1063 2023-12-12 11:11:43,959 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 8:02:40, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1129, loss: 0.1129 2023-12-12 11:12:30,267 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 8:01:57, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1121, loss: 0.1121 2023-12-12 11:13:16,517 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 8:01:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1209, loss: 0.1209 2023-12-12 11:14:02,715 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 8:00:31, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0985, loss: 0.0985 2023-12-12 11:14:48,942 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:59:48, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 2023-12-12 11:15:35,128 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:59:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1188, loss: 0.1188 2023-12-12 11:16:21,457 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:58:22, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0893, loss: 0.0893 2023-12-12 11:16:46,517 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-12 11:19:33,988 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 11:19:34,067 - pyskl - INFO - top1_acc 0.9423 top5_acc 0.9937 2023-12-12 11:19:34,072 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_120.pth was removed 2023-12-12 11:19:34,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. 2023-12-12 11:19:34,219 - pyskl - INFO - Best top1_acc is 0.9423 at 122 epoch. 2023-12-12 11:19:34,225 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9423, top5_acc: 0.9937 2023-12-12 11:20:32,958 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:57:14, time: 0.587, data_time: 0.190, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 2023-12-12 11:21:22,393 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:56:32, time: 0.494, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 2023-12-12 11:22:12,110 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:55:49, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0815, loss: 0.0815 2023-12-12 11:23:01,707 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:55:07, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 2023-12-12 11:23:51,197 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:54:25, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 2023-12-12 11:24:40,794 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:53:43, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0802, loss: 0.0802 2023-12-12 11:25:30,495 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:53:01, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 2023-12-12 11:26:20,100 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:52:19, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 2023-12-12 11:26:57,350 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:51:34, time: 0.372, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-12 11:27:28,823 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:50:47, time: 0.315, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 2023-12-12 11:28:14,990 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:50:04, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0774, loss: 0.0774 2023-12-12 11:29:01,197 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:49:22, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 2023-12-12 11:29:47,477 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:48:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 2023-12-12 11:30:33,671 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:47:56, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0756, loss: 0.0756 2023-12-12 11:31:19,928 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:47:13, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 2023-12-12 11:32:06,251 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:46:30, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 2023-12-12 11:32:52,475 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:45:47, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0933, loss: 0.0933 2023-12-12 11:33:38,691 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:45:04, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1016, loss: 0.1016 2023-12-12 11:34:25,020 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:44:21, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 2023-12-12 11:35:11,224 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:43:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1115, loss: 0.1115 2023-12-12 11:35:57,469 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:42:55, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0924, loss: 0.0924 2023-12-12 11:36:43,801 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:42:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0841, loss: 0.0841 2023-12-12 11:37:30,090 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:41:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0966, loss: 0.0966 2023-12-12 11:37:55,106 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-12 11:40:42,845 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 11:40:42,925 - pyskl - INFO - top1_acc 0.9420 top5_acc 0.9937 2023-12-12 11:40:42,930 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9420, top5_acc: 0.9937 2023-12-12 11:41:48,555 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:40:22, time: 0.656, data_time: 0.186, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 2023-12-12 11:42:35,662 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:39:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 2023-12-12 11:43:22,782 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:38:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 2023-12-12 11:44:09,887 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:38:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 2023-12-12 11:44:56,966 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:37:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-12 11:45:44,041 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:36:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0818, loss: 0.0818 2023-12-12 11:46:31,081 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:36:06, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0803, loss: 0.0803 2023-12-12 11:47:18,122 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:35:23, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 2023-12-12 11:48:05,221 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:34:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0891, loss: 0.0891 2023-12-12 11:48:52,253 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:33:57, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 2023-12-12 11:49:39,367 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:33:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0905, loss: 0.0905 2023-12-12 11:50:26,434 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:32:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-12 11:51:13,517 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:31:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0766, loss: 0.0766 2023-12-12 11:52:00,597 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:31:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 2023-12-12 11:52:47,685 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:30:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0932, loss: 0.0932 2023-12-12 11:53:34,742 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:29:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0866, loss: 0.0866 2023-12-12 11:54:21,866 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:28:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0950, loss: 0.0950 2023-12-12 11:55:08,987 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:28:15, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0944, loss: 0.0944 2023-12-12 11:55:56,062 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:27:32, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 2023-12-12 11:56:43,131 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:26:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0923, loss: 0.0923 2023-12-12 11:57:27,895 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:26:06, time: 0.448, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 2023-12-12 11:57:54,637 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:25:19, time: 0.267, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 2023-12-12 11:58:44,222 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:24:36, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 2023-12-12 11:59:10,999 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-12 12:02:09,289 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 12:02:09,383 - pyskl - INFO - top1_acc 0.9456 top5_acc 0.9947 2023-12-12 12:02:09,390 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_122.pth was removed 2023-12-12 12:02:09,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-12 12:02:09,587 - pyskl - INFO - Best top1_acc is 0.9456 at 124 epoch. 2023-12-12 12:02:09,596 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9456, top5_acc: 0.9947 2023-12-12 12:03:18,533 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:23:30, time: 0.689, data_time: 0.193, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 2023-12-12 12:04:07,160 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:22:48, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 2023-12-12 12:04:30,279 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:22:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 2023-12-12 12:05:15,253 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 7:21:17, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 2023-12-12 12:06:02,239 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 7:20:34, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0635, loss: 0.0635 2023-12-12 12:06:49,301 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 7:19:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 2023-12-12 12:07:36,372 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 7:19:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 2023-12-12 12:08:23,436 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 7:18:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 2023-12-12 12:09:10,545 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 7:17:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-12 12:09:57,633 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 7:17:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 2023-12-12 12:10:44,696 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 7:16:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 2023-12-12 12:11:31,802 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 7:15:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 2023-12-12 12:12:18,870 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 7:14:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0633, loss: 0.0633 2023-12-12 12:13:05,895 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 7:14:08, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 2023-12-12 12:13:53,041 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 7:13:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 2023-12-12 12:14:40,142 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 7:12:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0842, loss: 0.0842 2023-12-12 12:15:27,259 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 7:12:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0734, loss: 0.0734 2023-12-12 12:16:14,346 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 7:11:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-12 12:17:01,430 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 7:10:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 2023-12-12 12:17:48,567 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 7:09:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0721, loss: 0.0721 2023-12-12 12:18:35,663 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 7:09:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 2023-12-12 12:19:22,736 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 7:08:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 2023-12-12 12:20:09,866 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 7:07:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 2023-12-12 12:20:35,302 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-12 12:23:23,025 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 12:23:23,104 - pyskl - INFO - top1_acc 0.9470 top5_acc 0.9932 2023-12-12 12:23:23,108 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_124.pth was removed 2023-12-12 12:23:23,242 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-12 12:23:23,242 - pyskl - INFO - Best top1_acc is 0.9470 at 125 epoch. 2023-12-12 12:23:23,247 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9470, top5_acc: 0.9932 2023-12-12 12:24:28,817 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 7:06:35, time: 0.656, data_time: 0.190, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 2023-12-12 12:25:15,874 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 7:05:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 2023-12-12 12:26:02,964 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 7:05:10, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 2023-12-12 12:26:50,023 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 7:04:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 2023-12-12 12:27:37,128 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 7:03:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 2023-12-12 12:28:24,174 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 7:03:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 2023-12-12 12:29:11,219 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 7:02:18, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 2023-12-12 12:29:58,295 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 7:01:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 2023-12-12 12:30:45,412 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 7:00:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0602, loss: 0.0602 2023-12-12 12:31:32,539 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 7:00:09, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 2023-12-12 12:32:19,627 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:59:26, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677 2023-12-12 12:33:06,796 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:58:43, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 2023-12-12 12:33:53,891 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:58:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 2023-12-12 12:34:41,017 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:57:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0771, loss: 0.0771 2023-12-12 12:35:11,843 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:56:32, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 2023-12-12 12:35:54,191 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:55:48, time: 0.423, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 2023-12-12 12:36:43,828 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:55:05, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 2023-12-12 12:37:33,372 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:54:23, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0674, loss: 0.0674 2023-12-12 12:38:22,946 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:53:40, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0603, loss: 0.0603 2023-12-12 12:39:12,626 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:52:58, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 2023-12-12 12:40:02,150 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:52:15, time: 0.495, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 2023-12-12 12:40:51,771 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:51:33, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 2023-12-12 12:41:41,331 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:50:51, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 2023-12-12 12:42:05,679 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-12 12:44:46,119 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 12:44:46,198 - pyskl - INFO - top1_acc 0.9493 top5_acc 0.9938 2023-12-12 12:44:46,203 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_125.pth was removed 2023-12-12 12:44:46,352 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2023-12-12 12:44:46,353 - pyskl - INFO - Best top1_acc is 0.9493 at 126 epoch. 2023-12-12 12:44:46,358 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9493, top5_acc: 0.9938 2023-12-12 12:45:51,899 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:49:44, time: 0.655, data_time: 0.185, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 2023-12-12 12:46:39,065 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:49:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 2023-12-12 12:47:26,158 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:48:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 2023-12-12 12:48:13,249 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:47:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0741, loss: 0.0741 2023-12-12 12:49:00,298 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:46:52, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0763, loss: 0.0763 2023-12-12 12:49:47,335 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:46:09, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 2023-12-12 12:50:34,343 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:45:26, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 2023-12-12 12:51:21,468 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:44:43, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 2023-12-12 12:52:08,534 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:44:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 2023-12-12 12:52:55,553 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:43:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 2023-12-12 12:53:42,610 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:42:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0464, loss: 0.0464 2023-12-12 12:54:29,687 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:41:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 2023-12-12 12:55:16,779 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:41:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 2023-12-12 12:56:03,955 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:40:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 2023-12-12 12:56:51,099 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:39:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 2023-12-12 12:57:38,237 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:38:59, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 2023-12-12 12:58:25,406 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:38:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 2023-12-12 12:59:12,575 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:37:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 2023-12-12 12:59:59,733 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:36:50, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 2023-12-12 13:00:46,859 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:36:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0582, loss: 0.0582 2023-12-12 13:01:33,994 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:35:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 2023-12-12 13:02:21,117 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:34:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 2023-12-12 13:03:08,255 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:33:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 2023-12-12 13:03:33,762 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-12 13:06:21,480 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 13:06:21,559 - pyskl - INFO - top1_acc 0.9487 top5_acc 0.9946 2023-12-12 13:06:21,564 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9487, top5_acc: 0.9946 2023-12-12 13:07:26,372 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:32:51, time: 0.648, data_time: 0.185, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 2023-12-12 13:08:12,649 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:32:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2023-12-12 13:08:59,067 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:31:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-12 13:09:45,413 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:30:42, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 2023-12-12 13:10:31,723 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:29:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 2023-12-12 13:11:17,998 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:29:15, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 2023-12-12 13:12:04,413 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:28:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 2023-12-12 13:12:43,291 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:27:48, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 2023-12-12 13:13:16,955 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:27:02, time: 0.337, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0418, loss: 0.0418 2023-12-12 13:14:06,713 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:26:20, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 2023-12-12 13:14:56,442 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:25:37, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 2023-12-12 13:15:46,315 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:24:54, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 2023-12-12 13:16:36,084 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:24:12, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0557, loss: 0.0557 2023-12-12 13:17:25,803 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:23:29, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 2023-12-12 13:18:15,501 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:22:47, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 2023-12-12 13:19:05,259 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:22:04, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 2023-12-12 13:19:48,243 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:21:20, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 2023-12-12 13:20:15,396 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:20:34, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 2023-12-12 13:21:01,709 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:19:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 2023-12-12 13:21:47,953 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:19:08, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 2023-12-12 13:22:34,346 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 6:18:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 2023-12-12 13:23:20,667 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 6:17:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 2023-12-12 13:24:06,968 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 6:16:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 2023-12-12 13:24:32,032 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-12 13:27:19,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 13:27:19,871 - pyskl - INFO - top1_acc 0.9477 top5_acc 0.9937 2023-12-12 13:27:19,877 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9477, top5_acc: 0.9937 2023-12-12 13:28:25,880 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 6:15:51, time: 0.660, data_time: 0.189, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 2023-12-12 13:29:13,075 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 6:15:08, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 2023-12-12 13:30:00,234 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 6:14:25, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 2023-12-12 13:30:47,324 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 6:13:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 2023-12-12 13:31:34,507 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 6:12:59, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 2023-12-12 13:32:21,676 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 6:12:16, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 2023-12-12 13:33:08,805 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 6:11:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0413, loss: 0.0413 2023-12-12 13:33:55,933 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 6:10:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 2023-12-12 13:34:43,057 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 6:10:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 2023-12-12 13:35:30,162 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 6:09:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 2023-12-12 13:36:17,280 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 6:08:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 2023-12-12 13:37:04,443 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 6:07:57, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 2023-12-12 13:37:51,598 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 6:07:14, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 2023-12-12 13:38:38,732 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 6:06:31, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 2023-12-12 13:39:25,893 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 6:05:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 2023-12-12 13:40:13,031 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 6:05:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2023-12-12 13:41:00,141 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 6:04:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 2023-12-12 13:41:47,279 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 6:03:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 2023-12-12 13:42:34,421 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 6:02:56, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 2023-12-12 13:43:21,521 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 6:02:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 2023-12-12 13:44:08,743 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 6:01:30, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 2023-12-12 13:44:55,902 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 6:00:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 2023-12-12 13:45:43,041 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 6:00:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 2023-12-12 13:46:08,598 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-12 13:48:56,276 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 13:48:56,358 - pyskl - INFO - top1_acc 0.9503 top5_acc 0.9942 2023-12-12 13:48:56,362 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_126.pth was removed 2023-12-12 13:48:56,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-12 13:48:56,497 - pyskl - INFO - Best top1_acc is 0.9503 at 129 epoch. 2023-12-12 13:48:56,502 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9503, top5_acc: 0.9942 2023-12-12 13:50:00,528 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:58:56, time: 0.640, data_time: 0.191, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2023-12-12 13:50:27,201 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:58:10, time: 0.267, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2023-12-12 13:51:16,922 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:57:27, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 2023-12-12 13:52:06,603 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:56:44, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 2023-12-12 13:52:56,341 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:56:02, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2023-12-12 13:53:46,141 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:55:19, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 2023-12-12 13:54:35,890 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:54:36, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 2023-12-12 13:55:25,684 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:53:53, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 2023-12-12 13:56:15,455 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:53:11, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 2023-12-12 13:57:05,137 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:52:28, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 2023-12-12 13:57:28,908 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:51:41, time: 0.238, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-12 13:58:13,366 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:50:58, time: 0.445, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 2023-12-12 13:59:00,475 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:50:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 2023-12-12 13:59:47,627 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:49:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 2023-12-12 14:00:34,829 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:48:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 2023-12-12 14:01:21,998 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:48:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 2023-12-12 14:02:09,166 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:47:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-12 14:02:55,570 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:46:39, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-12 14:03:41,848 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:45:55, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-12 14:04:28,270 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:45:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2023-12-12 14:05:14,556 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:44:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 2023-12-12 14:06:00,813 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:43:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0444, loss: 0.0444 2023-12-12 14:06:47,215 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:43:02, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 2023-12-12 14:07:12,316 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-12 14:09:59,930 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 14:10:00,014 - pyskl - INFO - top1_acc 0.9530 top5_acc 0.9944 2023-12-12 14:10:00,018 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_129.pth was removed 2023-12-12 14:10:00,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2023-12-12 14:10:00,146 - pyskl - INFO - Best top1_acc is 0.9530 at 130 epoch. 2023-12-12 14:10:00,150 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9530, top5_acc: 0.9944 2023-12-12 14:11:04,847 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:41:55, time: 0.647, data_time: 0.184, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 2023-12-12 14:11:51,130 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:41:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-12 14:12:37,468 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:40:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-12 14:13:23,721 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:39:45, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 2023-12-12 14:14:10,038 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:39:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-12 14:14:56,444 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:38:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-12 14:15:42,679 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:37:35, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-12 14:16:28,894 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:36:52, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-12 14:17:15,299 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:36:09, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 2023-12-12 14:18:01,673 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:35:25, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 2023-12-12 14:18:47,969 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:34:42, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 2023-12-12 14:19:34,433 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:33:59, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-12 14:20:20,772 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:33:16, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-12 14:21:07,057 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:32:32, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2023-12-12 14:21:53,336 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:31:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-12 14:22:39,642 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:31:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 2023-12-12 14:23:26,027 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:30:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 2023-12-12 14:24:12,283 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:29:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-12 14:24:58,755 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:28:56, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-12 14:25:45,162 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:28:12, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-12 14:26:31,520 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:27:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-12 14:27:17,828 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:26:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-12 14:27:49,872 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:26:00, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-12 14:28:07,775 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-12 14:31:06,564 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 14:31:06,643 - pyskl - INFO - top1_acc 0.9542 top5_acc 0.9941 2023-12-12 14:31:06,647 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_130.pth was removed 2023-12-12 14:31:06,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. 2023-12-12 14:31:06,775 - pyskl - INFO - Best top1_acc is 0.9542 at 131 epoch. 2023-12-12 14:31:06,779 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9542, top5_acc: 0.9941 2023-12-12 14:32:15,573 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:24:54, time: 0.688, data_time: 0.190, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-12 14:33:05,367 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:24:11, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-12 14:33:55,102 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:23:28, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 2023-12-12 14:34:29,970 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:22:43, time: 0.349, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-12 14:35:04,223 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:21:58, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-12 14:35:50,585 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:21:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-12 14:36:37,051 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:20:31, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 2023-12-12 14:37:23,325 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:19:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-12 14:38:09,565 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:19:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-12 14:38:55,876 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:18:21, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-12 14:39:42,261 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:17:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-12 14:40:28,641 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:16:55, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 2023-12-12 14:41:14,946 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:16:11, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2023-12-12 14:42:01,323 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:15:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-12 14:42:47,693 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 5:14:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2023-12-12 14:43:34,100 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 5:14:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 2023-12-12 14:44:20,380 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 5:13:18, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-12 14:45:06,739 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 5:12:35, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-12 14:45:52,999 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 5:11:51, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-12 14:46:39,270 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 5:11:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-12 14:47:25,570 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 5:10:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-12 14:48:11,856 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 5:09:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-12 14:48:58,142 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 5:08:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-12 14:49:23,240 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-12 14:52:10,466 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 14:52:10,551 - pyskl - INFO - top1_acc 0.9555 top5_acc 0.9942 2023-12-12 14:52:10,555 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_131.pth was removed 2023-12-12 14:52:10,813 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-12 14:52:10,814 - pyskl - INFO - Best top1_acc is 0.9555 at 132 epoch. 2023-12-12 14:52:10,819 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9555, top5_acc: 0.9942 2023-12-12 14:53:15,901 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 5:07:51, time: 0.651, data_time: 0.188, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-12 14:54:02,177 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 5:07:07, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-12 14:54:48,462 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 5:06:24, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-12 14:55:34,775 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 5:05:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-12 14:56:21,094 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 5:04:57, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-12 14:57:07,313 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 5:04:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-12 14:57:53,604 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 5:03:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-12 14:58:39,942 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 5:02:47, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-12 14:59:26,177 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 5:02:04, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-12 15:00:12,441 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 5:01:20, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-12 15:00:58,864 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 5:00:37, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 15:01:45,127 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:59:54, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-12 15:02:31,396 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:59:10, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-12 15:03:17,693 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:58:27, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-12 15:04:04,138 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:57:44, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-12 15:04:45,761 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:57:00, time: 0.416, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-12 15:05:15,795 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:56:14, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-12 15:06:05,657 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:55:31, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-12 15:06:55,401 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:54:48, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 2023-12-12 15:07:45,181 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:54:05, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-12 15:08:34,907 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:53:22, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-12 15:09:24,776 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:52:39, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 2023-12-12 15:10:14,581 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:51:56, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 2023-12-12 15:10:41,609 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-12 15:13:06,323 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 15:13:06,405 - pyskl - INFO - top1_acc 0.9546 top5_acc 0.9946 2023-12-12 15:13:06,410 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9546, top5_acc: 0.9946 2023-12-12 15:14:11,947 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:50:49, time: 0.655, data_time: 0.192, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-12 15:14:58,330 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:50:06, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-12 15:15:44,727 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:49:22, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 2023-12-12 15:16:31,067 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:48:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-12 15:17:17,342 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:47:56, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-12 15:18:03,665 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:47:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2023-12-12 15:18:50,119 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:46:29, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-12 15:19:36,507 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:45:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-12 15:20:22,833 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:45:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 15:21:09,192 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:44:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 2023-12-12 15:21:55,457 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:43:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-12 15:22:41,859 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:42:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-12 15:23:28,175 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:42:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-12 15:24:14,503 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:41:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 2023-12-12 15:25:00,729 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:40:41, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-12 15:25:47,059 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:39:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-12 15:26:33,381 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:39:15, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-12 15:27:19,634 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:38:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-12 15:28:05,974 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:37:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-12 15:28:52,333 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:37:04, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-12 15:29:38,620 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:36:21, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 15:30:24,948 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:35:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-12 15:31:11,336 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:34:54, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-12 15:31:36,438 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-12 15:34:23,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 15:34:23,718 - pyskl - INFO - top1_acc 0.9572 top5_acc 0.9946 2023-12-12 15:34:23,722 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_132.pth was removed 2023-12-12 15:34:23,850 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-12 15:34:23,850 - pyskl - INFO - Best top1_acc is 0.9572 at 134 epoch. 2023-12-12 15:34:23,855 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9572, top5_acc: 0.9946 2023-12-12 15:35:29,141 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:33:47, time: 0.653, data_time: 0.189, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-12 15:36:15,532 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:33:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-12 15:37:01,954 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:32:20, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-12 15:37:48,255 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:31:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 15:38:34,723 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:30:53, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-12 15:39:21,078 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:30:10, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-12 15:40:07,383 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:29:26, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-12 15:40:53,730 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:28:43, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-12 15:41:40,112 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:27:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 2023-12-12 15:42:05,334 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:27:13, time: 0.252, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-12 15:42:54,203 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:26:30, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-12 15:43:44,096 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:25:47, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-12 15:44:33,953 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:25:04, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 15:45:23,721 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:24:21, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 15:46:13,519 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:23:38, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-12 15:47:03,238 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:22:55, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-12 15:47:52,987 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:22:12, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-12 15:48:42,702 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:21:29, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-12 15:49:10,465 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:20:43, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-12 15:49:50,156 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:19:59, time: 0.397, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 15:50:36,495 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:19:15, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-12 15:51:22,919 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:18:32, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 15:52:09,245 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:17:49, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-12 15:52:34,313 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-12 15:55:22,173 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 15:55:22,255 - pyskl - INFO - top1_acc 0.9562 top5_acc 0.9947 2023-12-12 15:55:22,260 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9562, top5_acc: 0.9947 2023-12-12 15:56:28,893 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:16:42, time: 0.666, data_time: 0.195, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-12 15:57:16,071 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:15:58, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 15:58:03,266 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:15:15, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-12 15:58:50,434 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:14:31, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 15:59:37,653 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:13:48, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-12 16:00:24,830 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:13:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-12 16:01:12,034 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:12:21, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 16:01:59,237 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 4:11:38, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 16:02:46,441 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 4:10:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 16:03:33,596 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 4:10:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-12 16:04:20,783 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 4:09:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 16:05:07,902 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 4:08:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-12 16:05:55,059 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 4:08:01, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-12 16:06:42,179 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 4:07:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-12 16:07:29,314 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 4:06:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 16:08:16,362 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 4:05:51, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-12 16:09:03,445 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 4:05:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-12 16:09:50,546 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 4:04:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 16:10:37,675 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 4:03:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 16:11:24,817 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 4:02:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-12 16:12:11,966 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 4:02:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-12 16:12:59,099 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 4:01:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-12 16:13:46,233 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 4:00:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-12 16:14:11,791 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-12 16:16:59,512 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 16:16:59,601 - pyskl - INFO - top1_acc 0.9567 top5_acc 0.9947 2023-12-12 16:16:59,613 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9567, top5_acc: 0.9947 2023-12-12 16:18:05,086 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:59:39, time: 0.655, data_time: 0.192, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 2023-12-12 16:18:51,367 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:58:56, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-12 16:19:23,091 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:58:11, time: 0.317, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 2023-12-12 16:20:04,938 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:57:27, time: 0.418, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-12 16:20:54,639 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:56:44, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 2023-12-12 16:21:44,228 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:56:00, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 16:22:33,871 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:55:17, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-12 16:23:23,445 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:54:34, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 16:24:13,058 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:53:51, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-12 16:25:02,690 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:53:08, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-12 16:25:52,345 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:52:24, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 16:26:27,368 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:51:40, time: 0.350, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 2023-12-12 16:27:00,648 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:50:55, time: 0.333, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 16:27:47,779 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:50:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 16:28:34,908 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:49:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-12 16:29:21,994 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:48:45, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-12 16:30:09,092 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:48:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 16:30:56,181 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:47:18, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 16:31:43,295 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:46:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-12 16:32:30,388 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:45:51, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 16:33:17,635 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:45:07, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-12 16:34:04,729 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:44:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 16:34:51,846 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:43:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-12 16:35:17,302 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-12 16:38:04,652 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 16:38:04,731 - pyskl - INFO - top1_acc 0.9570 top5_acc 0.9945 2023-12-12 16:38:04,736 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9570, top5_acc: 0.9945 2023-12-12 16:39:10,354 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:42:33, time: 0.656, data_time: 0.193, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 16:39:56,558 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:41:49, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 16:40:42,789 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:41:06, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-12 16:41:29,071 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:40:22, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 16:42:15,340 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:39:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 16:43:01,673 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:38:55, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-12 16:43:47,921 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:38:12, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 16:44:34,340 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:37:28, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 16:45:20,656 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:36:44, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 16:46:07,010 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:36:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 16:46:53,580 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:35:17, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 16:47:39,906 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:34:34, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 16:48:26,280 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:33:50, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 16:49:12,665 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:33:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 16:49:59,105 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:32:23, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 16:50:45,389 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:31:39, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 16:51:31,834 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:30:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 16:52:18,120 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:30:12, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 16:53:04,533 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:29:29, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 16:53:50,866 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:28:45, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 16:54:37,151 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:28:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 16:55:23,489 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:27:18, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-12 16:56:09,835 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:26:34, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 16:56:34,959 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-12 16:59:19,743 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 16:59:19,832 - pyskl - INFO - top1_acc 0.9576 top5_acc 0.9943 2023-12-12 16:59:19,837 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_134.pth was removed 2023-12-12 16:59:19,978 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2023-12-12 16:59:19,979 - pyskl - INFO - Best top1_acc is 0.9576 at 138 epoch. 2023-12-12 16:59:19,984 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9576, top5_acc: 0.9943 2023-12-12 17:00:29,036 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:25:28, time: 0.690, data_time: 0.192, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 17:01:18,901 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:24:44, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 17:02:08,715 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:24:01, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-12 17:02:58,591 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:23:18, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 17:03:42,833 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:22:34, time: 0.442, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 17:04:08,630 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:21:48, time: 0.258, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 17:04:55,824 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:21:05, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 17:05:42,951 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:20:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-12 17:06:30,073 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:19:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 17:07:17,272 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:18:54, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-12 17:08:04,470 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:18:11, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 17:08:51,671 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:17:27, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 17:09:38,857 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:16:44, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 17:10:26,058 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:16:00, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-12 17:11:13,166 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:15:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 17:12:00,328 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:14:33, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 17:12:47,512 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:13:49, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-12 17:13:34,659 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:13:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-12 17:14:21,852 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:12:22, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 17:15:09,056 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:11:39, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 17:15:56,271 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:10:55, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-12 17:16:43,416 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:10:12, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-12 17:17:30,622 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:09:28, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 17:17:56,210 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-12 17:20:43,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 17:20:44,044 - pyskl - INFO - top1_acc 0.9577 top5_acc 0.9946 2023-12-12 17:20:44,051 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_138.pth was removed 2023-12-12 17:20:44,278 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-12 17:20:44,278 - pyskl - INFO - Best top1_acc is 0.9577 at 139 epoch. 2023-12-12 17:20:44,283 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9577, top5_acc: 0.9946 2023-12-12 17:21:51,003 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 3:08:21, time: 0.667, data_time: 0.202, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 17:22:37,480 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 3:07:37, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 17:23:24,151 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 3:06:54, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 17:24:10,749 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 3:06:10, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-12 17:24:57,350 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 3:05:27, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 17:25:43,899 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 3:04:43, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-12 17:26:30,331 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 3:03:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-12 17:27:16,866 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 3:03:16, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 17:28:03,415 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 3:02:32, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 17:28:49,937 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 3:01:48, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 17:29:36,469 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 3:01:05, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-12 17:30:23,128 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 3:00:21, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 17:31:09,625 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:59:37, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-12 17:31:56,125 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:58:54, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 17:32:42,595 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:58:10, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 17:33:29,074 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:57:27, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 17:34:15,617 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:56:43, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 17:34:41,246 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:55:58, time: 0.256, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 17:35:30,821 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:55:14, time: 0.496, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-12 17:36:20,869 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:54:31, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-12 17:37:10,799 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:53:47, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 17:38:00,883 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:53:04, time: 0.501, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 17:38:50,928 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:52:21, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 17:39:18,105 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-12 17:41:47,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 17:41:47,304 - pyskl - INFO - top1_acc 0.9581 top5_acc 0.9948 2023-12-12 17:41:47,309 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_139.pth was removed 2023-12-12 17:41:47,470 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-12 17:41:47,471 - pyskl - INFO - Best top1_acc is 0.9581 at 140 epoch. 2023-12-12 17:41:47,476 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9581, top5_acc: 0.9948 2023-12-12 17:42:53,608 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:51:14, time: 0.661, data_time: 0.195, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 17:43:39,978 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:50:30, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-12 17:44:27,196 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:49:46, time: 0.472, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-12 17:45:14,276 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:49:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 17:46:01,363 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:48:19, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 17:46:48,438 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:47:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 17:47:35,525 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:46:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 17:48:22,617 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:46:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-12 17:49:09,670 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:45:24, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-12 17:49:56,750 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:44:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 17:50:43,860 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:43:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-12 17:51:30,916 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:43:14, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 17:52:17,955 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:42:30, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 17:53:04,994 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:41:46, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 17:53:52,056 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:41:03, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 17:54:39,102 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:40:19, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 17:55:26,172 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:39:35, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 17:56:13,231 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:38:52, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 17:57:00,297 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:38:08, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 17:57:47,338 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:37:24, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 17:58:34,404 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:36:41, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 17:59:21,489 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:35:57, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 18:00:08,571 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:35:13, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-12 18:00:34,014 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-12 18:03:20,791 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 18:03:20,870 - pyskl - INFO - top1_acc 0.9573 top5_acc 0.9945 2023-12-12 18:03:20,874 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9573, top5_acc: 0.9945 2023-12-12 18:04:25,461 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:34:06, time: 0.646, data_time: 0.175, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 18:05:12,594 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:33:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 18:05:59,732 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:32:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 18:06:46,842 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:31:55, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 18:07:33,936 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:31:11, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 18:08:21,051 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:30:28, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 18:09:08,161 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:29:44, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 18:09:55,251 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:29:00, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 18:10:42,325 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:28:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 18:11:29,412 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:27:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 18:12:01,370 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:26:48, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 18:12:44,949 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:26:04, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 18:13:34,942 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:25:21, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 18:14:24,887 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:24:37, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 18:15:14,840 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:23:54, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-12 18:16:04,762 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:23:10, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 18:16:54,709 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:22:27, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 18:17:44,674 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:21:43, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 18:18:34,618 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:21:00, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 18:19:06,588 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:20:15, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 18:19:44,745 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:19:31, time: 0.382, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 18:20:31,387 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:18:47, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 2023-12-12 18:21:17,975 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:18:04, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 18:21:43,110 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-12 18:24:30,099 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 18:24:30,178 - pyskl - INFO - top1_acc 0.9575 top5_acc 0.9945 2023-12-12 18:24:30,182 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9575, top5_acc: 0.9945 2023-12-12 18:25:34,312 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:16:56, time: 0.641, data_time: 0.172, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 18:26:21,311 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:16:13, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 18:27:08,374 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:15:29, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 18:27:55,415 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:14:45, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 18:28:42,458 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:14:01, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-12 18:29:29,504 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:13:18, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 18:30:16,577 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:12:34, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 18:31:03,681 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:11:50, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-12 18:31:50,745 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:11:07, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 18:32:37,847 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:10:23, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 18:33:24,904 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:09:39, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 18:34:11,899 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:08:55, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 18:34:58,947 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:08:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 18:35:45,996 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:07:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 18:36:33,039 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:06:44, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 18:37:20,069 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:06:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 18:38:07,080 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 2:05:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 18:38:54,070 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 2:04:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 18:39:41,028 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 2:03:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-12 18:40:28,000 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 2:03:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 18:41:14,985 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 2:02:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 18:42:01,996 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 2:01:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-12 18:42:49,028 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 2:00:54, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-12 18:43:14,433 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-12 18:46:01,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 18:46:01,535 - pyskl - INFO - top1_acc 0.9580 top5_acc 0.9947 2023-12-12 18:46:01,539 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9580, top5_acc: 0.9947 2023-12-12 18:47:06,070 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:59:47, time: 0.645, data_time: 0.179, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-12 18:47:52,506 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:59:03, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-12 18:48:38,903 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:58:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 18:49:16,094 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:57:35, time: 0.372, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 18:49:53,145 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:56:51, time: 0.371, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 18:50:43,042 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:56:07, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 18:51:32,880 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:55:24, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0262, loss: 0.0262 2023-12-12 18:52:22,834 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:54:40, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 18:53:12,695 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:53:56, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-12 18:54:02,614 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:53:13, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 18:54:52,478 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:52:29, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 18:55:42,381 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:51:45, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 18:56:20,984 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:51:01, time: 0.386, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 18:56:54,029 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:50:17, time: 0.330, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 18:57:41,107 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:49:33, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 18:58:28,173 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:48:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 18:59:15,240 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:48:06, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 19:00:02,287 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:47:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 19:00:49,325 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:46:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 19:01:36,321 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:45:54, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 19:02:23,329 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:45:11, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 19:03:10,409 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:44:27, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 19:03:57,443 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:43:43, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 19:04:22,840 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-12 19:07:09,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 19:07:09,723 - pyskl - INFO - top1_acc 0.9583 top5_acc 0.9945 2023-12-12 19:07:09,731 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_140.pth was removed 2023-12-12 19:07:09,863 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-12 19:07:09,864 - pyskl - INFO - Best top1_acc is 0.9583 at 144 epoch. 2023-12-12 19:07:09,868 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9583, top5_acc: 0.9945 2023-12-12 19:08:13,777 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:42:36, time: 0.639, data_time: 0.176, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 19:09:00,033 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:41:52, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 19:09:46,328 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:41:08, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 19:10:32,741 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:40:24, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-12 19:11:19,121 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:39:40, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-12 19:12:05,521 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:38:57, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 19:12:52,113 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:38:13, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 19:13:38,720 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:37:29, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 19:14:25,171 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:36:45, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-12 19:15:11,530 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:36:01, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 19:15:57,856 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:35:17, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 19:16:44,118 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:34:34, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 19:17:30,402 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:33:50, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 19:18:16,676 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:33:06, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 19:19:02,965 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:32:22, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 19:19:49,367 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:31:38, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-12 19:20:35,762 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:30:54, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 19:21:22,132 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:30:11, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 19:22:08,566 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:29:27, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-12 19:22:54,939 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:28:43, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 19:23:41,318 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:27:59, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 19:24:27,609 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:27:15, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 19:25:13,943 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:26:31, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 19:25:38,987 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-12 19:28:11,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 19:28:11,821 - pyskl - INFO - top1_acc 0.9583 top5_acc 0.9945 2023-12-12 19:28:11,825 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9583, top5_acc: 0.9945 2023-12-12 19:29:19,207 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:25:24, time: 0.674, data_time: 0.176, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 19:30:08,962 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:24:40, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 19:30:58,748 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:23:57, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 19:31:48,488 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:23:13, time: 0.497, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-12 19:32:38,255 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:22:29, time: 0.498, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-12 19:33:22,981 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:21:45, time: 0.447, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 19:33:50,620 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:21:01, time: 0.276, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 19:34:37,586 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:20:17, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 19:35:24,588 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:19:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-12 19:36:11,626 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:18:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 19:36:58,599 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:18:05, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-12 19:37:45,576 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:17:22, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 19:38:32,577 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:16:38, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 19:39:19,563 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:15:54, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 19:40:06,567 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:15:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 19:40:53,533 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:14:26, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-12 19:41:40,498 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:13:42, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-12 19:42:27,426 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:12:58, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 19:43:14,361 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:12:15, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 19:44:01,289 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:11:31, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 19:44:48,253 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:10:47, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-12 19:45:35,223 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:10:03, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 19:46:22,210 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:09:19, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 19:46:47,607 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-12 19:49:34,494 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 19:49:34,572 - pyskl - INFO - top1_acc 0.9583 top5_acc 0.9944 2023-12-12 19:49:34,577 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9583, top5_acc: 0.9944 2023-12-12 19:50:39,326 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:08:12, time: 0.647, data_time: 0.178, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-12 19:51:26,312 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:07:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 19:52:13,325 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:06:44, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 2023-12-12 19:53:00,324 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:06:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-12 19:53:47,333 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:05:16, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 19:54:34,352 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:04:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 19:55:21,442 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:03:49, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 19:56:08,589 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:03:05, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-12 19:56:55,730 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 1:02:21, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 19:57:42,776 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 1:01:37, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 19:58:29,786 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 1:00:53, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 19:59:16,827 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 1:00:09, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 20:00:03,899 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:59:25, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 20:00:50,955 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:58:42, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-12 20:01:38,012 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:57:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 20:02:25,047 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:57:14, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 20:03:12,101 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:56:30, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 20:03:59,158 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:55:46, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 20:04:25,330 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:55:02, time: 0.262, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 20:05:15,317 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:54:18, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 20:06:05,268 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:53:34, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 20:06:55,288 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:52:50, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 20:07:45,303 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:52:06, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-12 20:08:12,221 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-12 20:11:06,701 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 20:11:06,778 - pyskl - INFO - top1_acc 0.9581 top5_acc 0.9945 2023-12-12 20:11:06,782 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9581, top5_acc: 0.9945 2023-12-12 20:12:09,109 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:50:59, time: 0.623, data_time: 0.178, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 20:12:55,547 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:50:15, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 20:13:42,084 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:49:31, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-12 20:14:28,594 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:48:47, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-12 20:15:15,052 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:48:03, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 20:16:01,484 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:47:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 2023-12-12 20:16:48,036 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:46:35, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 20:17:34,533 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:45:51, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-12 20:18:21,081 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:45:08, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 20:19:07,901 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:44:24, time: 0.468, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-12 20:19:54,997 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:43:40, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 20:20:42,082 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:42:56, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-12 20:21:29,127 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:42:12, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 20:22:16,173 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:41:28, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 20:23:03,196 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:40:44, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 20:23:50,200 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:40:00, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 20:24:37,222 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:39:16, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 20:25:24,259 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:38:32, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 20:26:11,312 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:37:48, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 20:26:58,382 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:37:04, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 20:27:45,456 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:36:20, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 20:28:32,534 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:35:37, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 20:29:19,541 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:34:53, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-12 20:29:44,886 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-12 20:32:32,103 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 20:32:32,181 - pyskl - INFO - top1_acc 0.9592 top5_acc 0.9947 2023-12-12 20:32:32,186 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_144.pth was removed 2023-12-12 20:32:32,319 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. 2023-12-12 20:32:32,320 - pyskl - INFO - Best top1_acc is 0.9592 at 148 epoch. 2023-12-12 20:32:32,324 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9592, top5_acc: 0.9947 2023-12-12 20:33:37,400 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:33:45, time: 0.651, data_time: 0.180, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-12 20:34:24,486 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:33:01, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-12 20:35:11,535 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:32:17, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-12 20:35:58,584 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:31:33, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 20:36:45,592 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:30:49, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 20:37:32,608 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:30:06, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-12 20:38:19,665 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:29:22, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-12 20:39:06,719 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:28:38, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-12 20:39:53,757 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:27:54, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-12 20:40:40,759 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:27:10, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-12 20:41:27,755 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:26:26, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-12 20:41:59,664 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:25:42, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 20:42:43,221 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:24:58, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-12 20:43:33,106 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:24:14, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 20:44:23,031 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:23:30, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 20:45:12,974 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:22:46, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-12 20:46:02,877 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:22:02, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-12 20:46:52,776 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:21:18, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-12 20:47:42,642 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:20:34, time: 0.499, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 20:48:32,617 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:19:50, time: 0.500, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 20:49:04,772 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:19:06, time: 0.322, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 20:49:42,771 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:18:22, time: 0.380, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 20:50:29,018 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:17:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-12 20:50:54,299 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-12 20:53:41,908 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 20:53:41,987 - pyskl - INFO - top1_acc 0.9581 top5_acc 0.9946 2023-12-12 20:53:41,991 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9581, top5_acc: 0.9946 2023-12-12 20:54:47,467 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:16:31, time: 0.655, data_time: 0.188, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 20:55:33,832 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:47, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-12 20:56:20,387 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:15:03, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-12 20:57:06,774 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:14:19, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-12 20:57:53,156 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:13:35, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-12 20:58:39,705 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:51, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 20:59:26,269 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:12:07, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-12 21:00:12,766 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:11:23, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-12 21:00:59,360 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:39, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-12 21:01:46,019 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:55, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-12 21:02:32,655 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:09:11, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-12 21:03:19,385 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:27, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-12 21:04:06,009 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:43, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-12 21:04:52,736 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:59, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-12 21:05:39,463 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:06:15, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-12 21:06:26,037 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:31, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-12 21:07:12,742 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:47, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-12 21:07:59,243 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:04:03, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-12 21:08:45,893 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:19, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-12 21:09:32,321 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:35, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-12 21:10:18,859 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:51, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-12 21:11:05,222 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:07, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-12 21:11:51,680 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:23, time: 0.465, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-12 21:12:16,905 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-12 21:15:04,901 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-12 21:15:04,980 - pyskl - INFO - top1_acc 0.9578 top5_acc 0.9946 2023-12-12 21:15:04,985 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9578, top5_acc: 0.9946 2023-12-12 21:15:13,057 - pyskl - INFO - 18932 videos remain after valid thresholding 2023-12-12 21:39:03,166 - pyskl - INFO - Testing results of the last checkpoint 2023-12-12 21:39:03,166 - pyskl - INFO - top1_acc: 0.9601 2023-12-12 21:39:03,166 - pyskl - INFO - top5_acc: 0.9948 2023-12-12 21:39:03,167 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/b_1/best_top1_acc_epoch_148.pth 2023-12-12 22:03:08,371 - pyskl - INFO - Testing results of the best checkpoint 2023-12-12 22:03:08,371 - pyskl - INFO - top1_acc: 0.9615 2023-12-12 22:03:08,371 - pyskl - INFO - top5_acc: 0.9950