2023-12-29 22:00:26,870 - 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 0,1: 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+ ------------------------------------------------------------ 2023-12-29 22:00:27,170 - pyskl - INFO - Config: modality = 'km' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xsub/km' 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_1', num_classes=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Part_Drop'), dict(type='GenSkeFeat', feats=['km']), 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=['km']), 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=['km']), 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/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Part_Drop'), dict(type='GenSkeFeat', feats=['km']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['km']), 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='xsub_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['km']), 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='xsub_val')) optimizer = dict( type='SGD', lr=0.05, 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, 2) 2023-12-29 22:00:30,021 - pyskl - INFO - Set random seed to 346888297, deterministic: False 2023-12-29 22:00:39,367 - pyskl - INFO - 63026 videos remain after valid thresholding 2023-12-29 22:00:49,214 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-29 22:00:49,297 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km 2023-12-29 22:00:49,297 - 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 -------------------- 2023-12-29 22:00:49,297 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-29 22:00:49,297 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km by HardDiskBackend. 2023-12-29 22:01:37,697 - pyskl - INFO - Epoch [1][100/1970] lr: 5.000e-02, eta: 1 day, 15:42:39, time: 0.484, data_time: 0.244, memory: 6499, top1_acc: 0.0262, top5_acc: 0.1194, loss_cls: 5.5756, loss: 5.5756 2023-12-29 22:02:00,665 - pyskl - INFO - Epoch [1][200/1970] lr: 5.000e-02, eta: 1 day, 5:16:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0422, top5_acc: 0.1809, loss_cls: 5.1963, loss: 5.1963 2023-12-29 22:02:23,590 - pyskl - INFO - Epoch [1][300/1970] lr: 5.000e-02, eta: 1 day, 1:46:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.0519, top5_acc: 0.1959, loss_cls: 5.0827, loss: 5.0827 2023-12-29 22:02:46,587 - pyskl - INFO - Epoch [1][400/1970] lr: 5.000e-02, eta: 1 day, 0:02:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0553, top5_acc: 0.2259, loss_cls: 5.0322, loss: 5.0322 2023-12-29 22:03:09,659 - pyskl - INFO - Epoch [1][500/1970] lr: 5.000e-02, eta: 23:00:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.0797, top5_acc: 0.2631, loss_cls: 5.0435, loss: 5.0435 2023-12-29 22:03:32,738 - pyskl - INFO - Epoch [1][600/1970] lr: 5.000e-02, eta: 22:18:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.0809, top5_acc: 0.2841, loss_cls: 5.1139, loss: 5.1139 2023-12-29 22:03:55,812 - pyskl - INFO - Epoch [1][700/1970] lr: 5.000e-02, eta: 21:49:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.0978, top5_acc: 0.3194, loss_cls: 4.9350, loss: 4.9350 2023-12-29 22:04:18,905 - pyskl - INFO - Epoch [1][800/1970] lr: 5.000e-02, eta: 21:26:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1106, top5_acc: 0.3400, loss_cls: 4.6852, loss: 4.6852 2023-12-29 22:04:42,022 - pyskl - INFO - Epoch [1][900/1970] lr: 5.000e-02, eta: 21:09:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1288, top5_acc: 0.3791, loss_cls: 4.6842, loss: 4.6842 2023-12-29 22:05:05,155 - pyskl - INFO - Epoch [1][1000/1970] lr: 5.000e-02, eta: 20:55:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1653, top5_acc: 0.4419, loss_cls: 4.6461, loss: 4.6461 2023-12-29 22:05:28,290 - pyskl - INFO - Epoch [1][1100/1970] lr: 5.000e-02, eta: 20:44:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1487, top5_acc: 0.4578, loss_cls: 4.5983, loss: 4.5983 2023-12-29 22:05:51,406 - pyskl - INFO - Epoch [1][1200/1970] lr: 5.000e-02, eta: 20:34:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1872, top5_acc: 0.4972, loss_cls: 4.4322, loss: 4.4322 2023-12-29 22:06:14,551 - pyskl - INFO - Epoch [1][1300/1970] lr: 5.000e-02, eta: 20:26:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2006, top5_acc: 0.5253, loss_cls: 4.2068, loss: 4.2068 2023-12-29 22:06:37,662 - pyskl - INFO - Epoch [1][1400/1970] lr: 5.000e-02, eta: 20:19:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2281, top5_acc: 0.5469, loss_cls: 4.0004, loss: 4.0004 2023-12-29 22:07:00,793 - pyskl - INFO - Epoch [1][1500/1970] lr: 5.000e-02, eta: 20:13:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2494, top5_acc: 0.5809, loss_cls: 3.7997, loss: 3.7997 2023-12-29 22:07:23,910 - pyskl - INFO - Epoch [1][1600/1970] lr: 5.000e-02, eta: 20:08:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2644, top5_acc: 0.5934, loss_cls: 3.6952, loss: 3.6952 2023-12-29 22:07:47,039 - pyskl - INFO - Epoch [1][1700/1970] lr: 5.000e-02, eta: 20:03:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2747, top5_acc: 0.6294, loss_cls: 3.5411, loss: 3.5411 2023-12-29 22:08:10,191 - pyskl - INFO - Epoch [1][1800/1970] lr: 5.000e-02, eta: 19:58:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2872, top5_acc: 0.6378, loss_cls: 3.4398, loss: 3.4398 2023-12-29 22:08:33,383 - pyskl - INFO - Epoch [1][1900/1970] lr: 4.999e-02, eta: 19:55:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.2963, top5_acc: 0.6581, loss_cls: 3.3333, loss: 3.3333 2023-12-29 22:08:50,097 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-29 22:10:51,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:10:52,087 - pyskl - INFO - top1_acc 0.2552 top5_acc 0.6079 2023-12-29 22:10:52,228 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-29 22:10:52,230 - pyskl - INFO - Best top1_acc is 0.2552 at 1 epoch. 2023-12-29 22:10:52,249 - pyskl - INFO - Epoch(val) [1][1592] top1_acc: 0.2552, top5_acc: 0.6079 2023-12-29 22:11:39,204 - pyskl - INFO - Epoch [2][100/1970] lr: 4.999e-02, eta: 20:07:18, time: 0.469, data_time: 0.239, memory: 6499, top1_acc: 0.3216, top5_acc: 0.6800, loss_cls: 3.1669, loss: 3.1669 2023-12-29 22:12:02,309 - pyskl - INFO - Epoch [2][200/1970] lr: 4.999e-02, eta: 20:03:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.3525, top5_acc: 0.7109, loss_cls: 3.0980, loss: 3.0980 2023-12-29 22:12:25,273 - pyskl - INFO - Epoch [2][300/1970] lr: 4.999e-02, eta: 19:59:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3600, top5_acc: 0.7047, loss_cls: 3.0285, loss: 3.0285 2023-12-29 22:12:48,271 - pyskl - INFO - Epoch [2][400/1970] lr: 4.999e-02, eta: 19:55:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3703, top5_acc: 0.7181, loss_cls: 2.9722, loss: 2.9722 2023-12-29 22:13:11,303 - pyskl - INFO - Epoch [2][500/1970] lr: 4.999e-02, eta: 19:52:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3894, top5_acc: 0.7356, loss_cls: 2.8575, loss: 2.8575 2023-12-29 22:13:34,274 - pyskl - INFO - Epoch [2][600/1970] lr: 4.999e-02, eta: 19:49:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3850, top5_acc: 0.7247, loss_cls: 2.9122, loss: 2.9122 2023-12-29 22:13:57,263 - pyskl - INFO - Epoch [2][700/1970] lr: 4.999e-02, eta: 19:46:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4209, top5_acc: 0.7438, loss_cls: 2.7600, loss: 2.7600 2023-12-29 22:14:20,360 - pyskl - INFO - Epoch [2][800/1970] lr: 4.999e-02, eta: 19:43:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4041, top5_acc: 0.7575, loss_cls: 2.7744, loss: 2.7744 2023-12-29 22:14:43,405 - pyskl - INFO - Epoch [2][900/1970] lr: 4.999e-02, eta: 19:41:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4134, top5_acc: 0.7525, loss_cls: 2.7351, loss: 2.7351 2023-12-29 22:15:06,333 - pyskl - INFO - Epoch [2][1000/1970] lr: 4.999e-02, eta: 19:38:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4144, top5_acc: 0.7575, loss_cls: 2.7029, loss: 2.7029 2023-12-29 22:15:29,256 - pyskl - INFO - Epoch [2][1100/1970] lr: 4.999e-02, eta: 19:36:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4150, top5_acc: 0.7612, loss_cls: 2.7063, loss: 2.7063 2023-12-29 22:15:52,170 - pyskl - INFO - Epoch [2][1200/1970] lr: 4.999e-02, eta: 19:34:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4331, top5_acc: 0.7759, loss_cls: 2.6070, loss: 2.6070 2023-12-29 22:16:15,158 - pyskl - INFO - Epoch [2][1300/1970] lr: 4.998e-02, eta: 19:32:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4434, top5_acc: 0.7750, loss_cls: 2.5543, loss: 2.5543 2023-12-29 22:16:38,152 - pyskl - INFO - Epoch [2][1400/1970] lr: 4.998e-02, eta: 19:30:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4491, top5_acc: 0.7759, loss_cls: 2.5485, loss: 2.5485 2023-12-29 22:17:01,180 - pyskl - INFO - Epoch [2][1500/1970] lr: 4.998e-02, eta: 19:28:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4441, top5_acc: 0.7972, loss_cls: 2.5109, loss: 2.5109 2023-12-29 22:17:24,209 - pyskl - INFO - Epoch [2][1600/1970] lr: 4.998e-02, eta: 19:26:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4369, top5_acc: 0.7759, loss_cls: 2.5630, loss: 2.5630 2023-12-29 22:17:47,209 - pyskl - INFO - Epoch [2][1700/1970] lr: 4.998e-02, eta: 19:24:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4625, top5_acc: 0.7934, loss_cls: 2.4769, loss: 2.4769 2023-12-29 22:18:10,237 - pyskl - INFO - Epoch [2][1800/1970] lr: 4.998e-02, eta: 19:23:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4566, top5_acc: 0.7928, loss_cls: 2.4596, loss: 2.4596 2023-12-29 22:18:33,347 - pyskl - INFO - Epoch [2][1900/1970] lr: 4.998e-02, eta: 19:21:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4822, top5_acc: 0.8047, loss_cls: 2.3695, loss: 2.3695 2023-12-29 22:18:50,045 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-29 22:20:53,324 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:20:53,852 - pyskl - INFO - top1_acc 0.4096 top5_acc 0.7526 2023-12-29 22:20:53,856 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_1.pth was removed 2023-12-29 22:20:53,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-29 22:20:53,999 - pyskl - INFO - Best top1_acc is 0.4096 at 2 epoch. 2023-12-29 22:20:54,018 - pyskl - INFO - Epoch(val) [2][1592] top1_acc: 0.4096, top5_acc: 0.7526 2023-12-29 22:21:40,164 - pyskl - INFO - Epoch [3][100/1970] lr: 4.998e-02, eta: 19:27:51, time: 0.461, data_time: 0.231, memory: 6499, top1_acc: 0.4897, top5_acc: 0.8169, loss_cls: 2.3162, loss: 2.3162 2023-12-29 22:22:03,113 - pyskl - INFO - Epoch [3][200/1970] lr: 4.998e-02, eta: 19:26:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4738, top5_acc: 0.8109, loss_cls: 2.3344, loss: 2.3344 2023-12-29 22:22:26,022 - pyskl - INFO - Epoch [3][300/1970] lr: 4.997e-02, eta: 19:24:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4894, top5_acc: 0.8241, loss_cls: 2.2801, loss: 2.2801 2023-12-29 22:22:48,944 - pyskl - INFO - Epoch [3][400/1970] lr: 4.997e-02, eta: 19:22:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5109, top5_acc: 0.8281, loss_cls: 2.2096, loss: 2.2096 2023-12-29 22:23:11,887 - pyskl - INFO - Epoch [3][500/1970] lr: 4.997e-02, eta: 19:21:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5047, top5_acc: 0.8137, loss_cls: 2.2618, loss: 2.2618 2023-12-29 22:23:34,822 - pyskl - INFO - Epoch [3][600/1970] lr: 4.997e-02, eta: 19:19:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5075, top5_acc: 0.8300, loss_cls: 2.1974, loss: 2.1974 2023-12-29 22:23:57,805 - pyskl - INFO - Epoch [3][700/1970] lr: 4.997e-02, eta: 19:18:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5012, top5_acc: 0.8378, loss_cls: 2.2051, loss: 2.2051 2023-12-29 22:24:20,827 - pyskl - INFO - Epoch [3][800/1970] lr: 4.997e-02, eta: 19:17:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5175, top5_acc: 0.8319, loss_cls: 2.1602, loss: 2.1602 2023-12-29 22:24:43,788 - pyskl - INFO - Epoch [3][900/1970] lr: 4.997e-02, eta: 19:15:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5106, top5_acc: 0.8328, loss_cls: 2.1716, loss: 2.1716 2023-12-29 22:25:06,775 - pyskl - INFO - Epoch [3][1000/1970] lr: 4.997e-02, eta: 19:14:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5256, top5_acc: 0.8381, loss_cls: 2.0959, loss: 2.0959 2023-12-29 22:25:29,738 - pyskl - INFO - Epoch [3][1100/1970] lr: 4.996e-02, eta: 19:13:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5288, top5_acc: 0.8438, loss_cls: 2.1032, loss: 2.1032 2023-12-29 22:25:52,703 - pyskl - INFO - Epoch [3][1200/1970] lr: 4.996e-02, eta: 19:12:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5347, top5_acc: 0.8287, loss_cls: 2.1098, loss: 2.1098 2023-12-29 22:26:15,671 - pyskl - INFO - Epoch [3][1300/1970] lr: 4.996e-02, eta: 19:11:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5534, top5_acc: 0.8534, loss_cls: 2.0020, loss: 2.0020 2023-12-29 22:26:38,641 - pyskl - INFO - Epoch [3][1400/1970] lr: 4.996e-02, eta: 19:09:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5381, top5_acc: 0.8512, loss_cls: 2.0482, loss: 2.0482 2023-12-29 22:27:01,629 - pyskl - INFO - Epoch [3][1500/1970] lr: 4.996e-02, eta: 19:08:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5278, top5_acc: 0.8428, loss_cls: 2.1069, loss: 2.1069 2023-12-29 22:27:24,621 - pyskl - INFO - Epoch [3][1600/1970] lr: 4.996e-02, eta: 19:07:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5231, top5_acc: 0.8369, loss_cls: 2.1190, loss: 2.1190 2023-12-29 22:27:47,564 - pyskl - INFO - Epoch [3][1700/1970] lr: 4.996e-02, eta: 19:06:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5347, top5_acc: 0.8547, loss_cls: 2.0412, loss: 2.0412 2023-12-29 22:28:10,516 - pyskl - INFO - Epoch [3][1800/1970] lr: 4.995e-02, eta: 19:05:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5072, top5_acc: 0.8319, loss_cls: 2.1287, loss: 2.1287 2023-12-29 22:28:33,498 - pyskl - INFO - Epoch [3][1900/1970] lr: 4.995e-02, eta: 19:04:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5341, top5_acc: 0.8481, loss_cls: 2.0550, loss: 2.0550 2023-12-29 22:28:50,064 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-29 22:30:52,238 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:30:52,735 - pyskl - INFO - top1_acc 0.4865 top5_acc 0.8266 2023-12-29 22:30:52,738 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_2.pth was removed 2023-12-29 22:30:52,874 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-29 22:30:52,876 - pyskl - INFO - Best top1_acc is 0.4865 at 3 epoch. 2023-12-29 22:30:52,894 - pyskl - INFO - Epoch(val) [3][1592] top1_acc: 0.4865, top5_acc: 0.8266 2023-12-29 22:31:39,265 - pyskl - INFO - Epoch [4][100/1970] lr: 4.995e-02, eta: 19:08:47, time: 0.464, data_time: 0.232, memory: 6499, top1_acc: 0.5450, top5_acc: 0.8597, loss_cls: 2.0003, loss: 2.0003 2023-12-29 22:32:02,368 - pyskl - INFO - Epoch [4][200/1970] lr: 4.995e-02, eta: 19:07:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5509, top5_acc: 0.8628, loss_cls: 1.9833, loss: 1.9833 2023-12-29 22:32:25,468 - pyskl - INFO - Epoch [4][300/1970] lr: 4.995e-02, eta: 19:06:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5616, top5_acc: 0.8678, loss_cls: 1.9373, loss: 1.9373 2023-12-29 22:32:48,521 - pyskl - INFO - Epoch [4][400/1970] lr: 4.994e-02, eta: 19:05:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5503, top5_acc: 0.8631, loss_cls: 1.9841, loss: 1.9841 2023-12-29 22:33:11,592 - pyskl - INFO - Epoch [4][500/1970] lr: 4.994e-02, eta: 19:05:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5459, top5_acc: 0.8531, loss_cls: 2.0012, loss: 2.0012 2023-12-29 22:33:34,621 - pyskl - INFO - Epoch [4][600/1970] lr: 4.994e-02, eta: 19:04:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5659, top5_acc: 0.8691, loss_cls: 1.8949, loss: 1.8949 2023-12-29 22:33:57,679 - pyskl - INFO - Epoch [4][700/1970] lr: 4.994e-02, eta: 19:03:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5497, top5_acc: 0.8581, loss_cls: 1.9759, loss: 1.9759 2023-12-29 22:34:20,842 - pyskl - INFO - Epoch [4][800/1970] lr: 4.994e-02, eta: 19:02:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5581, top5_acc: 0.8619, loss_cls: 1.9713, loss: 1.9713 2023-12-29 22:34:43,958 - pyskl - INFO - Epoch [4][900/1970] lr: 4.993e-02, eta: 19:01:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5531, top5_acc: 0.8616, loss_cls: 1.9648, loss: 1.9648 2023-12-29 22:35:07,064 - pyskl - INFO - Epoch [4][1000/1970] lr: 4.993e-02, eta: 19:00:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5606, top5_acc: 0.8669, loss_cls: 1.9144, loss: 1.9144 2023-12-29 22:35:30,070 - pyskl - INFO - Epoch [4][1100/1970] lr: 4.993e-02, eta: 18:59:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5531, top5_acc: 0.8622, loss_cls: 1.9297, loss: 1.9297 2023-12-29 22:35:53,125 - pyskl - INFO - Epoch [4][1200/1970] lr: 4.993e-02, eta: 18:58:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5722, top5_acc: 0.8684, loss_cls: 1.8949, loss: 1.8949 2023-12-29 22:36:16,087 - pyskl - INFO - Epoch [4][1300/1970] lr: 4.993e-02, eta: 18:58:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5572, top5_acc: 0.8572, loss_cls: 1.9592, loss: 1.9592 2023-12-29 22:36:39,023 - pyskl - INFO - Epoch [4][1400/1970] lr: 4.992e-02, eta: 18:57:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5700, top5_acc: 0.8716, loss_cls: 1.8516, loss: 1.8516 2023-12-29 22:37:02,012 - pyskl - INFO - Epoch [4][1500/1970] lr: 4.992e-02, eta: 18:56:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5866, top5_acc: 0.8753, loss_cls: 1.8261, loss: 1.8261 2023-12-29 22:37:24,938 - pyskl - INFO - Epoch [4][1600/1970] lr: 4.992e-02, eta: 18:55:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5634, top5_acc: 0.8666, loss_cls: 1.9082, loss: 1.9082 2023-12-29 22:37:47,863 - pyskl - INFO - Epoch [4][1700/1970] lr: 4.992e-02, eta: 18:54:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5706, top5_acc: 0.8559, loss_cls: 1.9126, loss: 1.9126 2023-12-29 22:38:10,893 - pyskl - INFO - Epoch [4][1800/1970] lr: 4.992e-02, eta: 18:53:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5744, top5_acc: 0.8666, loss_cls: 1.8795, loss: 1.8795 2023-12-29 22:38:33,964 - pyskl - INFO - Epoch [4][1900/1970] lr: 4.991e-02, eta: 18:53:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8681, loss_cls: 1.8444, loss: 1.8444 2023-12-29 22:38:50,609 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-29 22:40:52,326 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:40:52,840 - pyskl - INFO - top1_acc 0.4574 top5_acc 0.8114 2023-12-29 22:40:52,864 - pyskl - INFO - Epoch(val) [4][1592] top1_acc: 0.4574, top5_acc: 0.8114 2023-12-29 22:41:38,767 - pyskl - INFO - Epoch [5][100/1970] lr: 4.991e-02, eta: 18:55:53, time: 0.459, data_time: 0.230, memory: 6499, top1_acc: 0.5722, top5_acc: 0.8797, loss_cls: 1.8562, loss: 1.8562 2023-12-29 22:42:01,699 - pyskl - INFO - Epoch [5][200/1970] lr: 4.991e-02, eta: 18:55:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5928, top5_acc: 0.8688, loss_cls: 1.8265, loss: 1.8265 2023-12-29 22:42:24,715 - pyskl - INFO - Epoch [5][300/1970] lr: 4.991e-02, eta: 18:54:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5806, top5_acc: 0.8809, loss_cls: 1.8239, loss: 1.8239 2023-12-29 22:42:47,707 - pyskl - INFO - Epoch [5][400/1970] lr: 4.990e-02, eta: 18:53:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5978, top5_acc: 0.8728, loss_cls: 1.8215, loss: 1.8215 2023-12-29 22:43:10,697 - pyskl - INFO - Epoch [5][500/1970] lr: 4.990e-02, eta: 18:52:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5763, top5_acc: 0.8784, loss_cls: 1.8501, loss: 1.8501 2023-12-29 22:43:33,707 - pyskl - INFO - Epoch [5][600/1970] lr: 4.990e-02, eta: 18:51:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5831, top5_acc: 0.8750, loss_cls: 1.8056, loss: 1.8056 2023-12-29 22:43:56,929 - pyskl - INFO - Epoch [5][700/1970] lr: 4.990e-02, eta: 18:51:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5744, top5_acc: 0.8728, loss_cls: 1.8680, loss: 1.8680 2023-12-29 22:44:20,032 - pyskl - INFO - Epoch [5][800/1970] lr: 4.989e-02, eta: 18:50:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5763, top5_acc: 0.8634, loss_cls: 1.8702, loss: 1.8702 2023-12-29 22:44:43,044 - pyskl - INFO - Epoch [5][900/1970] lr: 4.989e-02, eta: 18:49:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5931, top5_acc: 0.8716, loss_cls: 1.8098, loss: 1.8098 2023-12-29 22:45:06,217 - pyskl - INFO - Epoch [5][1000/1970] lr: 4.989e-02, eta: 18:49:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5822, top5_acc: 0.8688, loss_cls: 1.8591, loss: 1.8591 2023-12-29 22:45:29,311 - pyskl - INFO - Epoch [5][1100/1970] lr: 4.989e-02, eta: 18:48:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5897, top5_acc: 0.8803, loss_cls: 1.7818, loss: 1.7818 2023-12-29 22:45:52,360 - pyskl - INFO - Epoch [5][1200/1970] lr: 4.988e-02, eta: 18:47:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5966, top5_acc: 0.8844, loss_cls: 1.7482, loss: 1.7482 2023-12-29 22:46:15,405 - pyskl - INFO - Epoch [5][1300/1970] lr: 4.988e-02, eta: 18:47:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8731, loss_cls: 1.7954, loss: 1.7954 2023-12-29 22:46:38,335 - pyskl - INFO - Epoch [5][1400/1970] lr: 4.988e-02, eta: 18:46:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5959, top5_acc: 0.8816, loss_cls: 1.7781, loss: 1.7781 2023-12-29 22:47:01,262 - pyskl - INFO - Epoch [5][1500/1970] lr: 4.988e-02, eta: 18:45:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8803, loss_cls: 1.7867, loss: 1.7867 2023-12-29 22:47:24,177 - pyskl - INFO - Epoch [5][1600/1970] lr: 4.987e-02, eta: 18:44:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5997, top5_acc: 0.8791, loss_cls: 1.7719, loss: 1.7719 2023-12-29 22:47:47,105 - pyskl - INFO - Epoch [5][1700/1970] lr: 4.987e-02, eta: 18:44:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5947, top5_acc: 0.8706, loss_cls: 1.7902, loss: 1.7902 2023-12-29 22:48:10,021 - pyskl - INFO - Epoch [5][1800/1970] lr: 4.987e-02, eta: 18:43:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5934, top5_acc: 0.8728, loss_cls: 1.8259, loss: 1.8259 2023-12-29 22:48:32,966 - pyskl - INFO - Epoch [5][1900/1970] lr: 4.987e-02, eta: 18:42:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6016, top5_acc: 0.8728, loss_cls: 1.7746, loss: 1.7746 2023-12-29 22:48:49,526 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-29 22:50:52,456 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 22:50:52,954 - pyskl - INFO - top1_acc 0.4442 top5_acc 0.7788 2023-12-29 22:50:52,974 - pyskl - INFO - Epoch(val) [5][1592] top1_acc: 0.4442, top5_acc: 0.7788 2023-12-29 22:51:38,755 - pyskl - INFO - Epoch [6][100/1970] lr: 4.986e-02, eta: 18:44:45, time: 0.458, data_time: 0.228, memory: 6499, top1_acc: 0.6247, top5_acc: 0.8953, loss_cls: 1.6727, loss: 1.6727 2023-12-29 22:52:01,640 - pyskl - INFO - Epoch [6][200/1970] lr: 4.986e-02, eta: 18:44:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.8794, loss_cls: 1.6618, loss: 1.6618 2023-12-29 22:52:24,533 - pyskl - INFO - Epoch [6][300/1970] lr: 4.985e-02, eta: 18:43:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6034, top5_acc: 0.8856, loss_cls: 1.7228, loss: 1.7228 2023-12-29 22:52:47,436 - pyskl - INFO - Epoch [6][400/1970] lr: 4.985e-02, eta: 18:42:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5887, top5_acc: 0.8709, loss_cls: 1.8131, loss: 1.8131 2023-12-29 22:53:10,355 - pyskl - INFO - Epoch [6][500/1970] lr: 4.985e-02, eta: 18:41:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.8788, loss_cls: 1.7392, loss: 1.7392 2023-12-29 22:53:33,318 - pyskl - INFO - Epoch [6][600/1970] lr: 4.985e-02, eta: 18:41:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6041, top5_acc: 0.8872, loss_cls: 1.7388, loss: 1.7388 2023-12-29 22:53:56,475 - pyskl - INFO - Epoch [6][700/1970] lr: 4.984e-02, eta: 18:40:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6066, top5_acc: 0.8794, loss_cls: 1.7254, loss: 1.7254 2023-12-29 22:54:19,412 - pyskl - INFO - Epoch [6][800/1970] lr: 4.984e-02, eta: 18:39:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.8819, loss_cls: 1.7355, loss: 1.7355 2023-12-29 22:54:42,395 - pyskl - INFO - Epoch [6][900/1970] lr: 4.984e-02, eta: 18:39:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5741, top5_acc: 0.8709, loss_cls: 1.8035, loss: 1.8035 2023-12-29 22:55:05,384 - pyskl - INFO - Epoch [6][1000/1970] lr: 4.983e-02, eta: 18:38:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6175, top5_acc: 0.8869, loss_cls: 1.7081, loss: 1.7081 2023-12-29 22:55:28,345 - pyskl - INFO - Epoch [6][1100/1970] lr: 4.983e-02, eta: 18:37:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6138, top5_acc: 0.8844, loss_cls: 1.7192, loss: 1.7192 2023-12-29 22:55:51,273 - pyskl - INFO - Epoch [6][1200/1970] lr: 4.983e-02, eta: 18:37:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.8844, loss_cls: 1.7713, loss: 1.7713 2023-12-29 22:56:14,213 - pyskl - INFO - Epoch [6][1300/1970] lr: 4.982e-02, eta: 18:36:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.8862, loss_cls: 1.7115, loss: 1.7115 2023-12-29 22:56:37,171 - pyskl - INFO - Epoch [6][1400/1970] lr: 4.982e-02, eta: 18:35:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6250, top5_acc: 0.8878, loss_cls: 1.6516, loss: 1.6516 2023-12-29 22:57:00,133 - pyskl - INFO - Epoch [6][1500/1970] lr: 4.982e-02, eta: 18:35:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6309, top5_acc: 0.8903, loss_cls: 1.6624, loss: 1.6624 2023-12-29 22:57:23,144 - pyskl - INFO - Epoch [6][1600/1970] lr: 4.982e-02, eta: 18:34:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.8778, loss_cls: 1.7574, loss: 1.7574 2023-12-29 22:57:46,146 - pyskl - INFO - Epoch [6][1700/1970] lr: 4.981e-02, eta: 18:34:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6194, top5_acc: 0.8900, loss_cls: 1.7198, loss: 1.7198 2023-12-29 22:58:09,148 - pyskl - INFO - Epoch [6][1800/1970] lr: 4.981e-02, eta: 18:33:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.8806, loss_cls: 1.7404, loss: 1.7404 2023-12-29 22:58:32,150 - pyskl - INFO - Epoch [6][1900/1970] lr: 4.981e-02, eta: 18:32:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.8844, loss_cls: 1.6872, loss: 1.6872 2023-12-29 22:58:48,728 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-29 23:00:51,566 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:00:52,086 - pyskl - INFO - top1_acc 0.4882 top5_acc 0.8266 2023-12-29 23:00:52,090 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_3.pth was removed 2023-12-29 23:00:52,208 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-29 23:00:52,210 - pyskl - INFO - Best top1_acc is 0.4882 at 6 epoch. 2023-12-29 23:00:52,229 - pyskl - INFO - Epoch(val) [6][1592] top1_acc: 0.4882, top5_acc: 0.8266 2023-12-29 23:01:37,872 - pyskl - INFO - Epoch [7][100/1970] lr: 4.980e-02, eta: 18:34:23, time: 0.456, data_time: 0.227, memory: 6499, top1_acc: 0.6297, top5_acc: 0.8966, loss_cls: 1.6420, loss: 1.6420 2023-12-29 23:02:00,789 - pyskl - INFO - Epoch [7][200/1970] lr: 4.980e-02, eta: 18:33:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6319, top5_acc: 0.8850, loss_cls: 1.6513, loss: 1.6513 2023-12-29 23:02:23,756 - pyskl - INFO - Epoch [7][300/1970] lr: 4.979e-02, eta: 18:33:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6134, top5_acc: 0.8888, loss_cls: 1.6768, loss: 1.6768 2023-12-29 23:02:46,673 - pyskl - INFO - Epoch [7][400/1970] lr: 4.979e-02, eta: 18:32:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6244, top5_acc: 0.8944, loss_cls: 1.6542, loss: 1.6542 2023-12-29 23:03:09,595 - pyskl - INFO - Epoch [7][500/1970] lr: 4.979e-02, eta: 18:31:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6291, top5_acc: 0.8881, loss_cls: 1.6544, loss: 1.6544 2023-12-29 23:03:32,496 - pyskl - INFO - Epoch [7][600/1970] lr: 4.978e-02, eta: 18:31:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6200, top5_acc: 0.8875, loss_cls: 1.6859, loss: 1.6859 2023-12-29 23:03:55,442 - pyskl - INFO - Epoch [7][700/1970] lr: 4.978e-02, eta: 18:30:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6206, top5_acc: 0.8953, loss_cls: 1.6357, loss: 1.6357 2023-12-29 23:04:18,388 - pyskl - INFO - Epoch [7][800/1970] lr: 4.978e-02, eta: 18:29:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6188, top5_acc: 0.8847, loss_cls: 1.6849, loss: 1.6849 2023-12-29 23:04:41,320 - pyskl - INFO - Epoch [7][900/1970] lr: 4.977e-02, eta: 18:29:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6153, top5_acc: 0.8969, loss_cls: 1.6582, loss: 1.6582 2023-12-29 23:05:04,242 - pyskl - INFO - Epoch [7][1000/1970] lr: 4.977e-02, eta: 18:28:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6272, top5_acc: 0.8975, loss_cls: 1.6320, loss: 1.6320 2023-12-29 23:05:27,165 - pyskl - INFO - Epoch [7][1100/1970] lr: 4.976e-02, eta: 18:28:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.8797, loss_cls: 1.7132, loss: 1.7132 2023-12-29 23:05:50,072 - pyskl - INFO - Epoch [7][1200/1970] lr: 4.976e-02, eta: 18:27:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6334, top5_acc: 0.8897, loss_cls: 1.6469, loss: 1.6469 2023-12-29 23:06:12,953 - pyskl - INFO - Epoch [7][1300/1970] lr: 4.976e-02, eta: 18:26:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.8875, loss_cls: 1.6828, loss: 1.6828 2023-12-29 23:06:35,941 - pyskl - INFO - Epoch [7][1400/1970] lr: 4.975e-02, eta: 18:26:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6303, top5_acc: 0.8906, loss_cls: 1.6154, loss: 1.6154 2023-12-29 23:06:58,838 - pyskl - INFO - Epoch [7][1500/1970] lr: 4.975e-02, eta: 18:25:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6284, top5_acc: 0.8975, loss_cls: 1.6189, loss: 1.6189 2023-12-29 23:07:21,721 - pyskl - INFO - Epoch [7][1600/1970] lr: 4.975e-02, eta: 18:25:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6259, top5_acc: 0.8891, loss_cls: 1.6485, loss: 1.6485 2023-12-29 23:07:44,643 - pyskl - INFO - Epoch [7][1700/1970] lr: 4.974e-02, eta: 18:24:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.8903, loss_cls: 1.6876, loss: 1.6876 2023-12-29 23:08:07,559 - pyskl - INFO - Epoch [7][1800/1970] lr: 4.974e-02, eta: 18:23:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6078, top5_acc: 0.8750, loss_cls: 1.7509, loss: 1.7509 2023-12-29 23:08:30,443 - pyskl - INFO - Epoch [7][1900/1970] lr: 4.973e-02, eta: 18:23:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6078, top5_acc: 0.8825, loss_cls: 1.7084, loss: 1.7084 2023-12-29 23:08:46,975 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-29 23:10:49,959 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:10:50,439 - pyskl - INFO - top1_acc 0.5513 top5_acc 0.8444 2023-12-29 23:10:50,443 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_6.pth was removed 2023-12-29 23:10:50,563 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-29 23:10:50,565 - pyskl - INFO - Best top1_acc is 0.5513 at 7 epoch. 2023-12-29 23:10:50,583 - pyskl - INFO - Epoch(val) [7][1592] top1_acc: 0.5513, top5_acc: 0.8444 2023-12-29 23:11:36,356 - pyskl - INFO - Epoch [8][100/1970] lr: 4.973e-02, eta: 18:24:34, time: 0.458, data_time: 0.228, memory: 6499, top1_acc: 0.6353, top5_acc: 0.8959, loss_cls: 1.6173, loss: 1.6173 2023-12-29 23:11:59,364 - pyskl - INFO - Epoch [8][200/1970] lr: 4.972e-02, eta: 18:24:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6159, top5_acc: 0.8844, loss_cls: 1.6802, loss: 1.6802 2023-12-29 23:12:22,352 - pyskl - INFO - Epoch [8][300/1970] lr: 4.972e-02, eta: 18:23:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6316, top5_acc: 0.8981, loss_cls: 1.6235, loss: 1.6235 2023-12-29 23:12:45,290 - pyskl - INFO - Epoch [8][400/1970] lr: 4.972e-02, eta: 18:22:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6416, top5_acc: 0.8975, loss_cls: 1.6026, loss: 1.6026 2023-12-29 23:13:08,266 - pyskl - INFO - Epoch [8][500/1970] lr: 4.971e-02, eta: 18:22:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.9009, loss_cls: 1.6047, loss: 1.6047 2023-12-29 23:13:31,265 - pyskl - INFO - Epoch [8][600/1970] lr: 4.971e-02, eta: 18:21:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6425, top5_acc: 0.8984, loss_cls: 1.5975, loss: 1.5975 2023-12-29 23:13:54,238 - pyskl - INFO - Epoch [8][700/1970] lr: 4.970e-02, eta: 18:21:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.8912, loss_cls: 1.6396, loss: 1.6396 2023-12-29 23:14:17,257 - pyskl - INFO - Epoch [8][800/1970] lr: 4.970e-02, eta: 18:20:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6297, top5_acc: 0.8947, loss_cls: 1.6403, loss: 1.6403 2023-12-29 23:14:40,214 - pyskl - INFO - Epoch [8][900/1970] lr: 4.970e-02, eta: 18:20:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9009, loss_cls: 1.5823, loss: 1.5823 2023-12-29 23:15:03,233 - pyskl - INFO - Epoch [8][1000/1970] lr: 4.969e-02, eta: 18:19:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.8953, loss_cls: 1.5837, loss: 1.5837 2023-12-29 23:15:26,280 - pyskl - INFO - Epoch [8][1100/1970] lr: 4.969e-02, eta: 18:18:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6459, top5_acc: 0.8975, loss_cls: 1.5802, loss: 1.5802 2023-12-29 23:15:49,232 - pyskl - INFO - Epoch [8][1200/1970] lr: 4.968e-02, eta: 18:18:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6272, top5_acc: 0.8959, loss_cls: 1.6232, loss: 1.6232 2023-12-29 23:16:12,285 - pyskl - INFO - Epoch [8][1300/1970] lr: 4.968e-02, eta: 18:17:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6088, top5_acc: 0.8884, loss_cls: 1.6747, loss: 1.6747 2023-12-29 23:16:35,330 - pyskl - INFO - Epoch [8][1400/1970] lr: 4.967e-02, eta: 18:17:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.9022, loss_cls: 1.5603, loss: 1.5603 2023-12-29 23:16:58,347 - pyskl - INFO - Epoch [8][1500/1970] lr: 4.967e-02, eta: 18:16:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.8912, loss_cls: 1.6411, loss: 1.6411 2023-12-29 23:17:21,348 - pyskl - INFO - Epoch [8][1600/1970] lr: 4.967e-02, eta: 18:16:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6384, top5_acc: 0.8919, loss_cls: 1.6340, loss: 1.6340 2023-12-29 23:17:44,256 - pyskl - INFO - Epoch [8][1700/1970] lr: 4.966e-02, eta: 18:15:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.8925, loss_cls: 1.6054, loss: 1.6054 2023-12-29 23:18:07,153 - pyskl - INFO - Epoch [8][1800/1970] lr: 4.966e-02, eta: 18:15:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.8966, loss_cls: 1.5932, loss: 1.5932 2023-12-29 23:18:30,048 - pyskl - INFO - Epoch [8][1900/1970] lr: 4.965e-02, eta: 18:14:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6497, top5_acc: 0.8981, loss_cls: 1.5651, loss: 1.5651 2023-12-29 23:18:46,533 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-29 23:20:47,842 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:20:48,361 - pyskl - INFO - top1_acc 0.5346 top5_acc 0.8481 2023-12-29 23:20:48,381 - pyskl - INFO - Epoch(val) [8][1592] top1_acc: 0.5346, top5_acc: 0.8481 2023-12-29 23:21:34,332 - pyskl - INFO - Epoch [9][100/1970] lr: 4.965e-02, eta: 18:15:40, time: 0.459, data_time: 0.229, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9038, loss_cls: 1.5488, loss: 1.5488 2023-12-29 23:21:57,346 - pyskl - INFO - Epoch [9][200/1970] lr: 4.964e-02, eta: 18:15:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6400, top5_acc: 0.9062, loss_cls: 1.5682, loss: 1.5682 2023-12-29 23:22:20,328 - pyskl - INFO - Epoch [9][300/1970] lr: 4.964e-02, eta: 18:14:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6384, top5_acc: 0.8931, loss_cls: 1.6048, loss: 1.6048 2023-12-29 23:22:43,299 - pyskl - INFO - Epoch [9][400/1970] lr: 4.963e-02, eta: 18:14:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6378, top5_acc: 0.8988, loss_cls: 1.6176, loss: 1.6176 2023-12-29 23:23:06,282 - pyskl - INFO - Epoch [9][500/1970] lr: 4.963e-02, eta: 18:13:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6334, top5_acc: 0.9016, loss_cls: 1.5986, loss: 1.5986 2023-12-29 23:23:29,243 - pyskl - INFO - Epoch [9][600/1970] lr: 4.962e-02, eta: 18:12:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6175, top5_acc: 0.8891, loss_cls: 1.6975, loss: 1.6975 2023-12-29 23:23:52,182 - pyskl - INFO - Epoch [9][700/1970] lr: 4.962e-02, eta: 18:12:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.9041, loss_cls: 1.5736, loss: 1.5736 2023-12-29 23:24:15,140 - pyskl - INFO - Epoch [9][800/1970] lr: 4.961e-02, eta: 18:11:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.8844, loss_cls: 1.6479, loss: 1.6479 2023-12-29 23:24:38,137 - pyskl - INFO - Epoch [9][900/1970] lr: 4.961e-02, eta: 18:11:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6334, top5_acc: 0.8941, loss_cls: 1.6043, loss: 1.6043 2023-12-29 23:25:01,165 - pyskl - INFO - Epoch [9][1000/1970] lr: 4.960e-02, eta: 18:10:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6491, top5_acc: 0.8978, loss_cls: 1.5462, loss: 1.5462 2023-12-29 23:25:24,098 - pyskl - INFO - Epoch [9][1100/1970] lr: 4.960e-02, eta: 18:10:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6391, top5_acc: 0.9031, loss_cls: 1.5872, loss: 1.5872 2023-12-29 23:25:47,042 - pyskl - INFO - Epoch [9][1200/1970] lr: 4.959e-02, eta: 18:09:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6491, top5_acc: 0.8978, loss_cls: 1.5753, loss: 1.5753 2023-12-29 23:26:09,999 - pyskl - INFO - Epoch [9][1300/1970] lr: 4.959e-02, eta: 18:09:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6416, top5_acc: 0.8962, loss_cls: 1.6133, loss: 1.6133 2023-12-29 23:26:32,986 - pyskl - INFO - Epoch [9][1400/1970] lr: 4.959e-02, eta: 18:08:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6391, top5_acc: 0.8931, loss_cls: 1.5818, loss: 1.5818 2023-12-29 23:26:55,941 - pyskl - INFO - Epoch [9][1500/1970] lr: 4.958e-02, eta: 18:08:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.8953, loss_cls: 1.6270, loss: 1.6270 2023-12-29 23:27:18,932 - pyskl - INFO - Epoch [9][1600/1970] lr: 4.958e-02, eta: 18:07:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.8938, loss_cls: 1.6085, loss: 1.6085 2023-12-29 23:27:41,919 - pyskl - INFO - Epoch [9][1700/1970] lr: 4.957e-02, eta: 18:07:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6428, top5_acc: 0.8956, loss_cls: 1.5734, loss: 1.5734 2023-12-29 23:28:04,892 - pyskl - INFO - Epoch [9][1800/1970] lr: 4.957e-02, eta: 18:06:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6359, top5_acc: 0.8988, loss_cls: 1.5743, loss: 1.5743 2023-12-29 23:28:27,883 - pyskl - INFO - Epoch [9][1900/1970] lr: 4.956e-02, eta: 18:06:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6422, top5_acc: 0.9022, loss_cls: 1.5578, loss: 1.5578 2023-12-29 23:28:44,513 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-29 23:30:46,013 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:30:46,517 - pyskl - INFO - top1_acc 0.5629 top5_acc 0.8803 2023-12-29 23:30:46,521 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_7.pth was removed 2023-12-29 23:30:46,639 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2023-12-29 23:30:46,641 - pyskl - INFO - Best top1_acc is 0.5629 at 9 epoch. 2023-12-29 23:30:46,659 - pyskl - INFO - Epoch(val) [9][1592] top1_acc: 0.5629, top5_acc: 0.8803 2023-12-29 23:31:32,583 - pyskl - INFO - Epoch [10][100/1970] lr: 4.955e-02, eta: 18:06:59, time: 0.459, data_time: 0.229, memory: 6499, top1_acc: 0.6447, top5_acc: 0.8981, loss_cls: 1.5624, loss: 1.5624 2023-12-29 23:31:55,558 - pyskl - INFO - Epoch [10][200/1970] lr: 4.955e-02, eta: 18:06:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6362, top5_acc: 0.8997, loss_cls: 1.5899, loss: 1.5899 2023-12-29 23:32:18,502 - pyskl - INFO - Epoch [10][300/1970] lr: 4.954e-02, eta: 18:05:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9056, loss_cls: 1.5234, loss: 1.5234 2023-12-29 23:32:41,483 - pyskl - INFO - Epoch [10][400/1970] lr: 4.954e-02, eta: 18:05:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.8988, loss_cls: 1.5337, loss: 1.5337 2023-12-29 23:33:04,443 - pyskl - INFO - Epoch [10][500/1970] lr: 4.953e-02, eta: 18:04:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6659, top5_acc: 0.9025, loss_cls: 1.5117, loss: 1.5117 2023-12-29 23:33:27,935 - pyskl - INFO - Epoch [10][600/1970] lr: 4.953e-02, eta: 18:04:30, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6397, top5_acc: 0.8950, loss_cls: 1.6033, loss: 1.6033 2023-12-29 23:33:51,162 - pyskl - INFO - Epoch [10][700/1970] lr: 4.952e-02, eta: 18:04:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.8969, loss_cls: 1.5487, loss: 1.5487 2023-12-29 23:34:14,256 - pyskl - INFO - Epoch [10][800/1970] lr: 4.952e-02, eta: 18:03:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.8975, loss_cls: 1.5970, loss: 1.5970 2023-12-29 23:34:37,243 - pyskl - INFO - Epoch [10][900/1970] lr: 4.951e-02, eta: 18:03:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9066, loss_cls: 1.5048, loss: 1.5048 2023-12-29 23:35:00,168 - pyskl - INFO - Epoch [10][1000/1970] lr: 4.951e-02, eta: 18:02:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9022, loss_cls: 1.5322, loss: 1.5322 2023-12-29 23:35:23,096 - pyskl - INFO - Epoch [10][1100/1970] lr: 4.950e-02, eta: 18:02:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6509, top5_acc: 0.9022, loss_cls: 1.5375, loss: 1.5375 2023-12-29 23:35:46,030 - pyskl - INFO - Epoch [10][1200/1970] lr: 4.950e-02, eta: 18:01:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6416, top5_acc: 0.9059, loss_cls: 1.5582, loss: 1.5582 2023-12-29 23:36:09,114 - pyskl - INFO - Epoch [10][1300/1970] lr: 4.949e-02, eta: 18:01:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6491, top5_acc: 0.8919, loss_cls: 1.5646, loss: 1.5646 2023-12-29 23:36:32,182 - pyskl - INFO - Epoch [10][1400/1970] lr: 4.948e-02, eta: 18:00:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9069, loss_cls: 1.5045, loss: 1.5045 2023-12-29 23:36:55,178 - pyskl - INFO - Epoch [10][1500/1970] lr: 4.948e-02, eta: 18:00:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6466, top5_acc: 0.8975, loss_cls: 1.5685, loss: 1.5685 2023-12-29 23:37:18,128 - pyskl - INFO - Epoch [10][1600/1970] lr: 4.947e-02, eta: 17:59:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9031, loss_cls: 1.5020, loss: 1.5020 2023-12-29 23:37:41,054 - pyskl - INFO - Epoch [10][1700/1970] lr: 4.947e-02, eta: 17:58:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6591, top5_acc: 0.9003, loss_cls: 1.5208, loss: 1.5208 2023-12-29 23:38:03,959 - pyskl - INFO - Epoch [10][1800/1970] lr: 4.946e-02, eta: 17:58:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6497, top5_acc: 0.8988, loss_cls: 1.5405, loss: 1.5405 2023-12-29 23:38:26,887 - pyskl - INFO - Epoch [10][1900/1970] lr: 4.946e-02, eta: 17:57:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6572, top5_acc: 0.9003, loss_cls: 1.5521, loss: 1.5521 2023-12-29 23:38:43,447 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-29 23:40:44,933 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:40:45,428 - pyskl - INFO - top1_acc 0.5739 top5_acc 0.8577 2023-12-29 23:40:45,432 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_9.pth was removed 2023-12-29 23:40:45,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2023-12-29 23:40:45,555 - pyskl - INFO - Best top1_acc is 0.5739 at 10 epoch. 2023-12-29 23:40:45,575 - pyskl - INFO - Epoch(val) [10][1592] top1_acc: 0.5739, top5_acc: 0.8577 2023-12-29 23:41:31,284 - pyskl - INFO - Epoch [11][100/1970] lr: 4.945e-02, eta: 17:58:39, time: 0.457, data_time: 0.227, memory: 6499, top1_acc: 0.6716, top5_acc: 0.9031, loss_cls: 1.4609, loss: 1.4609 2023-12-29 23:41:54,262 - pyskl - INFO - Epoch [11][200/1970] lr: 4.944e-02, eta: 17:58:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9078, loss_cls: 1.4684, loss: 1.4684 2023-12-29 23:42:17,194 - pyskl - INFO - Epoch [11][300/1970] lr: 4.944e-02, eta: 17:57:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9000, loss_cls: 1.5030, loss: 1.5030 2023-12-29 23:42:40,182 - pyskl - INFO - Epoch [11][400/1970] lr: 4.943e-02, eta: 17:57:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6488, top5_acc: 0.9059, loss_cls: 1.5232, loss: 1.5232 2023-12-29 23:43:03,128 - pyskl - INFO - Epoch [11][500/1970] lr: 4.943e-02, eta: 17:56:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9034, loss_cls: 1.5137, loss: 1.5137 2023-12-29 23:43:26,105 - pyskl - INFO - Epoch [11][600/1970] lr: 4.942e-02, eta: 17:56:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6422, top5_acc: 0.9056, loss_cls: 1.5431, loss: 1.5431 2023-12-29 23:43:49,040 - pyskl - INFO - Epoch [11][700/1970] lr: 4.941e-02, eta: 17:55:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9087, loss_cls: 1.5186, loss: 1.5186 2023-12-29 23:44:11,978 - pyskl - INFO - Epoch [11][800/1970] lr: 4.941e-02, eta: 17:55:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6603, top5_acc: 0.9084, loss_cls: 1.5166, loss: 1.5166 2023-12-29 23:44:34,900 - pyskl - INFO - Epoch [11][900/1970] lr: 4.940e-02, eta: 17:54:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6609, top5_acc: 0.9087, loss_cls: 1.4925, loss: 1.4925 2023-12-29 23:44:57,803 - pyskl - INFO - Epoch [11][1000/1970] lr: 4.940e-02, eta: 17:54:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6503, top5_acc: 0.9031, loss_cls: 1.5260, loss: 1.5260 2023-12-29 23:45:20,698 - pyskl - INFO - Epoch [11][1100/1970] lr: 4.939e-02, eta: 17:53:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9028, loss_cls: 1.5061, loss: 1.5061 2023-12-29 23:45:43,894 - pyskl - INFO - Epoch [11][1200/1970] lr: 4.939e-02, eta: 17:53:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.8931, loss_cls: 1.5465, loss: 1.5465 2023-12-29 23:46:07,042 - pyskl - INFO - Epoch [11][1300/1970] lr: 4.938e-02, eta: 17:52:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9028, loss_cls: 1.5302, loss: 1.5302 2023-12-29 23:46:30,084 - pyskl - INFO - Epoch [11][1400/1970] lr: 4.937e-02, eta: 17:52:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9081, loss_cls: 1.5406, loss: 1.5406 2023-12-29 23:46:53,062 - pyskl - INFO - Epoch [11][1500/1970] lr: 4.937e-02, eta: 17:51:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.8931, loss_cls: 1.5883, loss: 1.5883 2023-12-29 23:47:15,963 - pyskl - INFO - Epoch [11][1600/1970] lr: 4.936e-02, eta: 17:51:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9050, loss_cls: 1.4978, loss: 1.4978 2023-12-29 23:47:38,859 - pyskl - INFO - Epoch [11][1700/1970] lr: 4.936e-02, eta: 17:50:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6469, top5_acc: 0.9000, loss_cls: 1.5391, loss: 1.5391 2023-12-29 23:48:01,743 - pyskl - INFO - Epoch [11][1800/1970] lr: 4.935e-02, eta: 17:50:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9109, loss_cls: 1.5065, loss: 1.5065 2023-12-29 23:48:24,629 - pyskl - INFO - Epoch [11][1900/1970] lr: 4.934e-02, eta: 17:49:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6541, top5_acc: 0.9072, loss_cls: 1.5083, loss: 1.5083 2023-12-29 23:48:41,129 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-29 23:50:42,964 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-29 23:50:43,472 - pyskl - INFO - top1_acc 0.5926 top5_acc 0.8670 2023-12-29 23:50:43,476 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_10.pth was removed 2023-12-29 23:50:43,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2023-12-29 23:50:43,600 - pyskl - INFO - Best top1_acc is 0.5926 at 11 epoch. 2023-12-29 23:50:43,620 - pyskl - INFO - Epoch(val) [11][1592] top1_acc: 0.5926, top5_acc: 0.8670 2023-12-29 23:51:29,413 - pyskl - INFO - Epoch [12][100/1970] lr: 4.933e-02, eta: 17:50:14, time: 0.458, data_time: 0.227, memory: 6499, top1_acc: 0.6691, top5_acc: 0.9053, loss_cls: 1.4573, loss: 1.4573 2023-12-29 23:51:52,341 - pyskl - INFO - Epoch [12][200/1970] lr: 4.933e-02, eta: 17:49:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9028, loss_cls: 1.5342, loss: 1.5342 2023-12-29 23:52:15,273 - pyskl - INFO - Epoch [12][300/1970] lr: 4.932e-02, eta: 17:49:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6753, top5_acc: 0.9141, loss_cls: 1.4434, loss: 1.4434 2023-12-29 23:52:38,177 - pyskl - INFO - Epoch [12][400/1970] lr: 4.932e-02, eta: 17:48:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6584, top5_acc: 0.9091, loss_cls: 1.4775, loss: 1.4775 2023-12-29 23:53:01,105 - pyskl - INFO - Epoch [12][500/1970] lr: 4.931e-02, eta: 17:48:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9025, loss_cls: 1.5172, loss: 1.5172 2023-12-29 23:53:24,070 - pyskl - INFO - Epoch [12][600/1970] lr: 4.930e-02, eta: 17:47:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6647, top5_acc: 0.9072, loss_cls: 1.4933, loss: 1.4933 2023-12-29 23:53:47,012 - pyskl - INFO - Epoch [12][700/1970] lr: 4.930e-02, eta: 17:47:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.8950, loss_cls: 1.5445, loss: 1.5445 2023-12-29 23:54:09,958 - pyskl - INFO - Epoch [12][800/1970] lr: 4.929e-02, eta: 17:46:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9025, loss_cls: 1.5145, loss: 1.5145 2023-12-29 23:54:32,912 - pyskl - INFO - Epoch [12][900/1970] lr: 4.928e-02, eta: 17:46:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6447, top5_acc: 0.8981, loss_cls: 1.5537, loss: 1.5537 2023-12-29 23:54:55,890 - pyskl - INFO - Epoch [12][1000/1970] lr: 4.928e-02, eta: 17:45:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9031, loss_cls: 1.4732, loss: 1.4732 2023-12-29 23:55:18,869 - pyskl - INFO - Epoch [12][1100/1970] lr: 4.927e-02, eta: 17:45:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9050, loss_cls: 1.5182, loss: 1.5182 2023-12-29 23:55:41,837 - pyskl - INFO - Epoch [12][1200/1970] lr: 4.926e-02, eta: 17:44:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6641, top5_acc: 0.9072, loss_cls: 1.4728, loss: 1.4728 2023-12-29 23:56:04,812 - pyskl - INFO - Epoch [12][1300/1970] lr: 4.926e-02, eta: 17:44:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6559, top5_acc: 0.9106, loss_cls: 1.4766, loss: 1.4766 2023-12-29 23:56:27,797 - pyskl - INFO - Epoch [12][1400/1970] lr: 4.925e-02, eta: 17:43:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9009, loss_cls: 1.4773, loss: 1.4773 2023-12-29 23:56:50,712 - pyskl - INFO - Epoch [12][1500/1970] lr: 4.925e-02, eta: 17:43:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9019, loss_cls: 1.5478, loss: 1.5478 2023-12-29 23:57:13,660 - pyskl - INFO - Epoch [12][1600/1970] lr: 4.924e-02, eta: 17:42:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9113, loss_cls: 1.4518, loss: 1.4518 2023-12-29 23:57:36,581 - pyskl - INFO - Epoch [12][1700/1970] lr: 4.923e-02, eta: 17:42:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9147, loss_cls: 1.4178, loss: 1.4178 2023-12-29 23:57:59,534 - pyskl - INFO - Epoch [12][1800/1970] lr: 4.923e-02, eta: 17:41:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6609, top5_acc: 0.9113, loss_cls: 1.4924, loss: 1.4924 2023-12-29 23:58:22,485 - pyskl - INFO - Epoch [12][1900/1970] lr: 4.922e-02, eta: 17:41:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6675, top5_acc: 0.9116, loss_cls: 1.4770, loss: 1.4770 2023-12-29 23:58:38,996 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-30 00:00:41,768 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:00:42,283 - pyskl - INFO - top1_acc 0.5403 top5_acc 0.8408 2023-12-30 00:00:42,301 - pyskl - INFO - Epoch(val) [12][1592] top1_acc: 0.5403, top5_acc: 0.8408 2023-12-30 00:01:27,395 - pyskl - INFO - Epoch [13][100/1970] lr: 4.921e-02, eta: 17:41:47, time: 0.451, data_time: 0.220, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9134, loss_cls: 1.4763, loss: 1.4763 2023-12-30 00:01:50,402 - pyskl - INFO - Epoch [13][200/1970] lr: 4.920e-02, eta: 17:41:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9097, loss_cls: 1.4195, loss: 1.4195 2023-12-30 00:02:13,293 - pyskl - INFO - Epoch [13][300/1970] lr: 4.919e-02, eta: 17:40:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9144, loss_cls: 1.3964, loss: 1.3964 2023-12-30 00:02:36,181 - pyskl - INFO - Epoch [13][400/1970] lr: 4.919e-02, eta: 17:40:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9134, loss_cls: 1.4366, loss: 1.4366 2023-12-30 00:02:59,077 - pyskl - INFO - Epoch [13][500/1970] lr: 4.918e-02, eta: 17:39:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6684, top5_acc: 0.9144, loss_cls: 1.4355, loss: 1.4355 2023-12-30 00:03:21,953 - pyskl - INFO - Epoch [13][600/1970] lr: 4.917e-02, eta: 17:39:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9103, loss_cls: 1.4804, loss: 1.4804 2023-12-30 00:03:44,835 - pyskl - INFO - Epoch [13][700/1970] lr: 4.917e-02, eta: 17:38:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9072, loss_cls: 1.4959, loss: 1.4959 2023-12-30 00:04:07,709 - pyskl - INFO - Epoch [13][800/1970] lr: 4.916e-02, eta: 17:38:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6634, top5_acc: 0.9050, loss_cls: 1.4843, loss: 1.4843 2023-12-30 00:04:30,582 - pyskl - INFO - Epoch [13][900/1970] lr: 4.915e-02, eta: 17:37:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9019, loss_cls: 1.5049, loss: 1.5049 2023-12-30 00:04:53,485 - pyskl - INFO - Epoch [13][1000/1970] lr: 4.915e-02, eta: 17:37:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6603, top5_acc: 0.9022, loss_cls: 1.4945, loss: 1.4945 2023-12-30 00:05:16,371 - pyskl - INFO - Epoch [13][1100/1970] lr: 4.914e-02, eta: 17:36:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6697, top5_acc: 0.9084, loss_cls: 1.4325, loss: 1.4325 2023-12-30 00:05:39,257 - pyskl - INFO - Epoch [13][1200/1970] lr: 4.913e-02, eta: 17:36:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9100, loss_cls: 1.4912, loss: 1.4912 2023-12-30 00:06:02,163 - pyskl - INFO - Epoch [13][1300/1970] lr: 4.913e-02, eta: 17:35:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.8988, loss_cls: 1.5377, loss: 1.5377 2023-12-30 00:06:25,044 - pyskl - INFO - Epoch [13][1400/1970] lr: 4.912e-02, eta: 17:35:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6734, top5_acc: 0.9113, loss_cls: 1.4619, loss: 1.4619 2023-12-30 00:06:47,949 - pyskl - INFO - Epoch [13][1500/1970] lr: 4.911e-02, eta: 17:34:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6716, top5_acc: 0.9012, loss_cls: 1.4749, loss: 1.4749 2023-12-30 00:07:10,850 - pyskl - INFO - Epoch [13][1600/1970] lr: 4.911e-02, eta: 17:34:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6522, top5_acc: 0.9097, loss_cls: 1.5018, loss: 1.5018 2023-12-30 00:07:33,742 - pyskl - INFO - Epoch [13][1700/1970] lr: 4.910e-02, eta: 17:33:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6641, top5_acc: 0.9178, loss_cls: 1.4475, loss: 1.4475 2023-12-30 00:07:56,755 - pyskl - INFO - Epoch [13][1800/1970] lr: 4.909e-02, eta: 17:33:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9097, loss_cls: 1.4628, loss: 1.4628 2023-12-30 00:08:19,875 - pyskl - INFO - Epoch [13][1900/1970] lr: 4.908e-02, eta: 17:33:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6597, top5_acc: 0.9062, loss_cls: 1.4897, loss: 1.4897 2023-12-30 00:08:36,427 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-30 00:10:37,982 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:10:38,451 - pyskl - INFO - top1_acc 0.5680 top5_acc 0.8646 2023-12-30 00:10:38,469 - pyskl - INFO - Epoch(val) [13][1592] top1_acc: 0.5680, top5_acc: 0.8646 2023-12-30 00:11:23,843 - pyskl - INFO - Epoch [14][100/1970] lr: 4.907e-02, eta: 17:33:23, time: 0.454, data_time: 0.224, memory: 6499, top1_acc: 0.6547, top5_acc: 0.9075, loss_cls: 1.5107, loss: 1.5107 2023-12-30 00:11:46,829 - pyskl - INFO - Epoch [14][200/1970] lr: 4.906e-02, eta: 17:32:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6697, top5_acc: 0.9169, loss_cls: 1.4106, loss: 1.4106 2023-12-30 00:12:09,781 - pyskl - INFO - Epoch [14][300/1970] lr: 4.906e-02, eta: 17:32:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6675, top5_acc: 0.9059, loss_cls: 1.4496, loss: 1.4496 2023-12-30 00:12:32,705 - pyskl - INFO - Epoch [14][400/1970] lr: 4.905e-02, eta: 17:31:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6603, top5_acc: 0.9022, loss_cls: 1.4966, loss: 1.4966 2023-12-30 00:12:55,617 - pyskl - INFO - Epoch [14][500/1970] lr: 4.904e-02, eta: 17:31:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9153, loss_cls: 1.4306, loss: 1.4306 2023-12-30 00:13:18,606 - pyskl - INFO - Epoch [14][600/1970] lr: 4.904e-02, eta: 17:31:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9103, loss_cls: 1.4572, loss: 1.4572 2023-12-30 00:13:41,644 - pyskl - INFO - Epoch [14][700/1970] lr: 4.903e-02, eta: 17:30:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6622, top5_acc: 0.9053, loss_cls: 1.4860, loss: 1.4860 2023-12-30 00:14:04,611 - pyskl - INFO - Epoch [14][800/1970] lr: 4.902e-02, eta: 17:30:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6659, top5_acc: 0.9091, loss_cls: 1.4444, loss: 1.4444 2023-12-30 00:14:27,517 - pyskl - INFO - Epoch [14][900/1970] lr: 4.901e-02, eta: 17:29:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9172, loss_cls: 1.4237, loss: 1.4237 2023-12-30 00:14:50,486 - pyskl - INFO - Epoch [14][1000/1970] lr: 4.901e-02, eta: 17:29:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9044, loss_cls: 1.5046, loss: 1.5046 2023-12-30 00:15:13,442 - pyskl - INFO - Epoch [14][1100/1970] lr: 4.900e-02, eta: 17:28:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6678, top5_acc: 0.9100, loss_cls: 1.4478, loss: 1.4478 2023-12-30 00:15:36,368 - pyskl - INFO - Epoch [14][1200/1970] lr: 4.899e-02, eta: 17:28:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9097, loss_cls: 1.4426, loss: 1.4426 2023-12-30 00:15:59,347 - pyskl - INFO - Epoch [14][1300/1970] lr: 4.898e-02, eta: 17:27:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9150, loss_cls: 1.4085, loss: 1.4085 2023-12-30 00:16:22,313 - pyskl - INFO - Epoch [14][1400/1970] lr: 4.898e-02, eta: 17:27:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9056, loss_cls: 1.4669, loss: 1.4669 2023-12-30 00:16:45,578 - pyskl - INFO - Epoch [14][1500/1970] lr: 4.897e-02, eta: 17:26:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9075, loss_cls: 1.4985, loss: 1.4985 2023-12-30 00:17:08,634 - pyskl - INFO - Epoch [14][1600/1970] lr: 4.896e-02, eta: 17:26:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9153, loss_cls: 1.3895, loss: 1.3895 2023-12-30 00:17:31,681 - pyskl - INFO - Epoch [14][1700/1970] lr: 4.895e-02, eta: 17:25:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6797, top5_acc: 0.9119, loss_cls: 1.4185, loss: 1.4185 2023-12-30 00:17:54,693 - pyskl - INFO - Epoch [14][1800/1970] lr: 4.895e-02, eta: 17:25:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6553, top5_acc: 0.9034, loss_cls: 1.5002, loss: 1.5002 2023-12-30 00:18:17,697 - pyskl - INFO - Epoch [14][1900/1970] lr: 4.894e-02, eta: 17:25:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6716, top5_acc: 0.9062, loss_cls: 1.4477, loss: 1.4477 2023-12-30 00:18:34,178 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-30 00:20:36,230 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:20:36,720 - pyskl - INFO - top1_acc 0.6022 top5_acc 0.8905 2023-12-30 00:20:36,724 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_11.pth was removed 2023-12-30 00:20:36,942 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2023-12-30 00:20:36,944 - pyskl - INFO - Best top1_acc is 0.6022 at 14 epoch. 2023-12-30 00:20:36,962 - pyskl - INFO - Epoch(val) [14][1592] top1_acc: 0.6022, top5_acc: 0.8905 2023-12-30 00:21:22,071 - pyskl - INFO - Epoch [15][100/1970] lr: 4.893e-02, eta: 17:25:17, time: 0.451, data_time: 0.220, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9081, loss_cls: 1.4660, loss: 1.4660 2023-12-30 00:21:45,081 - pyskl - INFO - Epoch [15][200/1970] lr: 4.892e-02, eta: 17:24:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6747, top5_acc: 0.9119, loss_cls: 1.4430, loss: 1.4430 2023-12-30 00:22:08,004 - pyskl - INFO - Epoch [15][300/1970] lr: 4.891e-02, eta: 17:24:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9184, loss_cls: 1.3976, loss: 1.3976 2023-12-30 00:22:30,914 - pyskl - INFO - Epoch [15][400/1970] lr: 4.890e-02, eta: 17:23:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9097, loss_cls: 1.4670, loss: 1.4670 2023-12-30 00:22:53,846 - pyskl - INFO - Epoch [15][500/1970] lr: 4.889e-02, eta: 17:23:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9153, loss_cls: 1.4023, loss: 1.4023 2023-12-30 00:23:16,748 - pyskl - INFO - Epoch [15][600/1970] lr: 4.889e-02, eta: 17:22:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6791, top5_acc: 0.9103, loss_cls: 1.4229, loss: 1.4229 2023-12-30 00:23:39,636 - pyskl - INFO - Epoch [15][700/1970] lr: 4.888e-02, eta: 17:22:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6591, top5_acc: 0.9019, loss_cls: 1.5013, loss: 1.5013 2023-12-30 00:24:02,531 - pyskl - INFO - Epoch [15][800/1970] lr: 4.887e-02, eta: 17:22:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6653, top5_acc: 0.9113, loss_cls: 1.4577, loss: 1.4577 2023-12-30 00:24:25,441 - pyskl - INFO - Epoch [15][900/1970] lr: 4.886e-02, eta: 17:21:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9147, loss_cls: 1.4070, loss: 1.4070 2023-12-30 00:24:48,366 - pyskl - INFO - Epoch [15][1000/1970] lr: 4.885e-02, eta: 17:21:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9034, loss_cls: 1.4932, loss: 1.4932 2023-12-30 00:25:11,452 - pyskl - INFO - Epoch [15][1100/1970] lr: 4.885e-02, eta: 17:20:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6753, top5_acc: 0.9100, loss_cls: 1.4355, loss: 1.4355 2023-12-30 00:25:34,576 - pyskl - INFO - Epoch [15][1200/1970] lr: 4.884e-02, eta: 17:20:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6647, top5_acc: 0.9069, loss_cls: 1.4732, loss: 1.4732 2023-12-30 00:25:57,670 - pyskl - INFO - Epoch [15][1300/1970] lr: 4.883e-02, eta: 17:19:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6766, top5_acc: 0.9172, loss_cls: 1.4290, loss: 1.4290 2023-12-30 00:26:20,661 - pyskl - INFO - Epoch [15][1400/1970] lr: 4.882e-02, eta: 17:19:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6828, top5_acc: 0.9209, loss_cls: 1.3851, loss: 1.3851 2023-12-30 00:26:43,646 - pyskl - INFO - Epoch [15][1500/1970] lr: 4.881e-02, eta: 17:18:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9163, loss_cls: 1.4052, loss: 1.4052 2023-12-30 00:27:06,681 - pyskl - INFO - Epoch [15][1600/1970] lr: 4.881e-02, eta: 17:18:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6659, top5_acc: 0.9078, loss_cls: 1.4541, loss: 1.4541 2023-12-30 00:27:29,740 - pyskl - INFO - Epoch [15][1700/1970] lr: 4.880e-02, eta: 17:17:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6691, top5_acc: 0.9019, loss_cls: 1.4548, loss: 1.4548 2023-12-30 00:27:52,781 - pyskl - INFO - Epoch [15][1800/1970] lr: 4.879e-02, eta: 17:17:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9137, loss_cls: 1.4597, loss: 1.4597 2023-12-30 00:28:15,786 - pyskl - INFO - Epoch [15][1900/1970] lr: 4.878e-02, eta: 17:17:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9087, loss_cls: 1.4598, loss: 1.4598 2023-12-30 00:28:32,373 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-30 00:30:35,084 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:30:35,604 - pyskl - INFO - top1_acc 0.5648 top5_acc 0.8547 2023-12-30 00:30:35,624 - pyskl - INFO - Epoch(val) [15][1592] top1_acc: 0.5648, top5_acc: 0.8547 2023-12-30 00:31:20,850 - pyskl - INFO - Epoch [16][100/1970] lr: 4.877e-02, eta: 17:17:14, time: 0.452, data_time: 0.222, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9141, loss_cls: 1.4232, loss: 1.4232 2023-12-30 00:31:43,841 - pyskl - INFO - Epoch [16][200/1970] lr: 4.876e-02, eta: 17:16:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6659, top5_acc: 0.9056, loss_cls: 1.4382, loss: 1.4382 2023-12-30 00:32:06,966 - pyskl - INFO - Epoch [16][300/1970] lr: 4.875e-02, eta: 17:16:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9125, loss_cls: 1.4248, loss: 1.4248 2023-12-30 00:32:29,973 - pyskl - INFO - Epoch [16][400/1970] lr: 4.874e-02, eta: 17:15:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9106, loss_cls: 1.4438, loss: 1.4438 2023-12-30 00:32:52,998 - pyskl - INFO - Epoch [16][500/1970] lr: 4.874e-02, eta: 17:15:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6675, top5_acc: 0.9103, loss_cls: 1.4573, loss: 1.4573 2023-12-30 00:33:16,040 - pyskl - INFO - Epoch [16][600/1970] lr: 4.873e-02, eta: 17:15:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6703, top5_acc: 0.9131, loss_cls: 1.4348, loss: 1.4348 2023-12-30 00:33:39,102 - pyskl - INFO - Epoch [16][700/1970] lr: 4.872e-02, eta: 17:14:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9163, loss_cls: 1.3831, loss: 1.3831 2023-12-30 00:34:02,078 - pyskl - INFO - Epoch [16][800/1970] lr: 4.871e-02, eta: 17:14:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9156, loss_cls: 1.4355, loss: 1.4355 2023-12-30 00:34:25,056 - pyskl - INFO - Epoch [16][900/1970] lr: 4.870e-02, eta: 17:13:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9184, loss_cls: 1.3965, loss: 1.3965 2023-12-30 00:34:48,037 - pyskl - INFO - Epoch [16][1000/1970] lr: 4.869e-02, eta: 17:13:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9109, loss_cls: 1.4191, loss: 1.4191 2023-12-30 00:35:10,982 - pyskl - INFO - Epoch [16][1100/1970] lr: 4.868e-02, eta: 17:12:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9103, loss_cls: 1.4076, loss: 1.4076 2023-12-30 00:35:33,936 - pyskl - INFO - Epoch [16][1200/1970] lr: 4.868e-02, eta: 17:12:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9166, loss_cls: 1.4041, loss: 1.4041 2023-12-30 00:35:56,863 - pyskl - INFO - Epoch [16][1300/1970] lr: 4.867e-02, eta: 17:11:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6547, top5_acc: 0.9078, loss_cls: 1.4913, loss: 1.4913 2023-12-30 00:36:19,795 - pyskl - INFO - Epoch [16][1400/1970] lr: 4.866e-02, eta: 17:11:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9113, loss_cls: 1.4488, loss: 1.4488 2023-12-30 00:36:42,737 - pyskl - INFO - Epoch [16][1500/1970] lr: 4.865e-02, eta: 17:10:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6541, top5_acc: 0.9078, loss_cls: 1.4716, loss: 1.4716 2023-12-30 00:37:05,678 - pyskl - INFO - Epoch [16][1600/1970] lr: 4.864e-02, eta: 17:10:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9081, loss_cls: 1.4392, loss: 1.4392 2023-12-30 00:37:28,662 - pyskl - INFO - Epoch [16][1700/1970] lr: 4.863e-02, eta: 17:10:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9134, loss_cls: 1.4212, loss: 1.4212 2023-12-30 00:37:51,649 - pyskl - INFO - Epoch [16][1800/1970] lr: 4.862e-02, eta: 17:09:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6816, top5_acc: 0.9122, loss_cls: 1.4177, loss: 1.4177 2023-12-30 00:38:14,606 - pyskl - INFO - Epoch [16][1900/1970] lr: 4.862e-02, eta: 17:09:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6747, top5_acc: 0.9131, loss_cls: 1.4214, loss: 1.4214 2023-12-30 00:38:31,042 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-30 00:40:32,702 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:40:33,219 - pyskl - INFO - top1_acc 0.5924 top5_acc 0.8829 2023-12-30 00:40:33,239 - pyskl - INFO - Epoch(val) [16][1592] top1_acc: 0.5924, top5_acc: 0.8829 2023-12-30 00:41:18,364 - pyskl - INFO - Epoch [17][100/1970] lr: 4.860e-02, eta: 17:09:13, time: 0.451, data_time: 0.221, memory: 6499, top1_acc: 0.6584, top5_acc: 0.9103, loss_cls: 1.4532, loss: 1.4532 2023-12-30 00:41:41,275 - pyskl - INFO - Epoch [17][200/1970] lr: 4.859e-02, eta: 17:08:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6859, top5_acc: 0.9181, loss_cls: 1.3749, loss: 1.3749 2023-12-30 00:42:04,179 - pyskl - INFO - Epoch [17][300/1970] lr: 4.858e-02, eta: 17:08:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9097, loss_cls: 1.4594, loss: 1.4594 2023-12-30 00:42:27,070 - pyskl - INFO - Epoch [17][400/1970] lr: 4.857e-02, eta: 17:07:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6834, top5_acc: 0.9169, loss_cls: 1.4019, loss: 1.4019 2023-12-30 00:42:49,966 - pyskl - INFO - Epoch [17][500/1970] lr: 4.857e-02, eta: 17:07:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9116, loss_cls: 1.4235, loss: 1.4235 2023-12-30 00:43:12,866 - pyskl - INFO - Epoch [17][600/1970] lr: 4.856e-02, eta: 17:06:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6584, top5_acc: 0.9175, loss_cls: 1.4418, loss: 1.4418 2023-12-30 00:43:35,776 - pyskl - INFO - Epoch [17][700/1970] lr: 4.855e-02, eta: 17:06:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 1.3675, loss: 1.3675 2023-12-30 00:43:58,729 - pyskl - INFO - Epoch [17][800/1970] lr: 4.854e-02, eta: 17:06:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6778, top5_acc: 0.9109, loss_cls: 1.4147, loss: 1.4147 2023-12-30 00:44:21,679 - pyskl - INFO - Epoch [17][900/1970] lr: 4.853e-02, eta: 17:05:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6828, top5_acc: 0.9144, loss_cls: 1.4209, loss: 1.4209 2023-12-30 00:44:44,636 - pyskl - INFO - Epoch [17][1000/1970] lr: 4.852e-02, eta: 17:05:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6847, top5_acc: 0.9234, loss_cls: 1.3716, loss: 1.3716 2023-12-30 00:45:07,615 - pyskl - INFO - Epoch [17][1100/1970] lr: 4.851e-02, eta: 17:04:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9125, loss_cls: 1.3827, loss: 1.3827 2023-12-30 00:45:30,604 - pyskl - INFO - Epoch [17][1200/1970] lr: 4.850e-02, eta: 17:04:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9113, loss_cls: 1.3957, loss: 1.3957 2023-12-30 00:45:53,595 - pyskl - INFO - Epoch [17][1300/1970] lr: 4.849e-02, eta: 17:03:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9134, loss_cls: 1.4544, loss: 1.4544 2023-12-30 00:46:16,589 - pyskl - INFO - Epoch [17][1400/1970] lr: 4.848e-02, eta: 17:03:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9269, loss_cls: 1.3318, loss: 1.3318 2023-12-30 00:46:39,640 - pyskl - INFO - Epoch [17][1500/1970] lr: 4.848e-02, eta: 17:02:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6634, top5_acc: 0.9028, loss_cls: 1.4907, loss: 1.4907 2023-12-30 00:47:02,755 - pyskl - INFO - Epoch [17][1600/1970] lr: 4.847e-02, eta: 17:02:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6728, top5_acc: 0.9137, loss_cls: 1.4310, loss: 1.4310 2023-12-30 00:47:25,735 - pyskl - INFO - Epoch [17][1700/1970] lr: 4.846e-02, eta: 17:02:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9200, loss_cls: 1.4055, loss: 1.4055 2023-12-30 00:47:48,754 - pyskl - INFO - Epoch [17][1800/1970] lr: 4.845e-02, eta: 17:01:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9041, loss_cls: 1.4628, loss: 1.4628 2023-12-30 00:48:11,793 - pyskl - INFO - Epoch [17][1900/1970] lr: 4.844e-02, eta: 17:01:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9172, loss_cls: 1.4268, loss: 1.4268 2023-12-30 00:48:28,255 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-30 00:50:30,745 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 00:50:31,235 - pyskl - INFO - top1_acc 0.5975 top5_acc 0.8817 2023-12-30 00:50:31,255 - pyskl - INFO - Epoch(val) [17][1592] top1_acc: 0.5975, top5_acc: 0.8817 2023-12-30 00:51:16,408 - pyskl - INFO - Epoch [18][100/1970] lr: 4.842e-02, eta: 17:01:13, time: 0.451, data_time: 0.222, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9122, loss_cls: 1.3954, loss: 1.3954 2023-12-30 00:51:39,382 - pyskl - INFO - Epoch [18][200/1970] lr: 4.841e-02, eta: 17:00:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9197, loss_cls: 1.3728, loss: 1.3728 2023-12-30 00:52:02,309 - pyskl - INFO - Epoch [18][300/1970] lr: 4.840e-02, eta: 17:00:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6759, top5_acc: 0.9091, loss_cls: 1.4184, loss: 1.4184 2023-12-30 00:52:25,226 - pyskl - INFO - Epoch [18][400/1970] lr: 4.839e-02, eta: 16:59:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9153, loss_cls: 1.3910, loss: 1.3910 2023-12-30 00:52:48,149 - pyskl - INFO - Epoch [18][500/1970] lr: 4.839e-02, eta: 16:59:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6666, top5_acc: 0.9094, loss_cls: 1.4375, loss: 1.4375 2023-12-30 00:53:11,066 - pyskl - INFO - Epoch [18][600/1970] lr: 4.838e-02, eta: 16:58:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6584, top5_acc: 0.9081, loss_cls: 1.4664, loss: 1.4664 2023-12-30 00:53:34,033 - pyskl - INFO - Epoch [18][700/1970] lr: 4.837e-02, eta: 16:58:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9225, loss_cls: 1.4081, loss: 1.4081 2023-12-30 00:53:57,110 - pyskl - INFO - Epoch [18][800/1970] lr: 4.836e-02, eta: 16:58:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9150, loss_cls: 1.3801, loss: 1.3801 2023-12-30 00:54:20,366 - pyskl - INFO - Epoch [18][900/1970] lr: 4.835e-02, eta: 16:57:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9153, loss_cls: 1.3601, loss: 1.3601 2023-12-30 00:54:43,427 - pyskl - INFO - Epoch [18][1000/1970] lr: 4.834e-02, eta: 16:57:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9291, loss_cls: 1.3452, loss: 1.3452 2023-12-30 00:55:06,431 - pyskl - INFO - Epoch [18][1100/1970] lr: 4.833e-02, eta: 16:56:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9122, loss_cls: 1.3935, loss: 1.3935 2023-12-30 00:55:29,397 - pyskl - INFO - Epoch [18][1200/1970] lr: 4.832e-02, eta: 16:56:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6922, top5_acc: 0.9175, loss_cls: 1.3748, loss: 1.3748 2023-12-30 00:55:52,363 - pyskl - INFO - Epoch [18][1300/1970] lr: 4.831e-02, eta: 16:55:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6866, top5_acc: 0.9178, loss_cls: 1.3792, loss: 1.3792 2023-12-30 00:56:15,338 - pyskl - INFO - Epoch [18][1400/1970] lr: 4.830e-02, eta: 16:55:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9103, loss_cls: 1.4227, loss: 1.4227 2023-12-30 00:56:38,319 - pyskl - INFO - Epoch [18][1500/1970] lr: 4.829e-02, eta: 16:55:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9141, loss_cls: 1.4212, loss: 1.4212 2023-12-30 00:57:01,340 - pyskl - INFO - Epoch [18][1600/1970] lr: 4.828e-02, eta: 16:54:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6859, top5_acc: 0.9181, loss_cls: 1.3969, loss: 1.3969 2023-12-30 00:57:24,387 - pyskl - INFO - Epoch [18][1700/1970] lr: 4.827e-02, eta: 16:54:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6759, top5_acc: 0.9163, loss_cls: 1.4057, loss: 1.4057 2023-12-30 00:57:47,476 - pyskl - INFO - Epoch [18][1800/1970] lr: 4.826e-02, eta: 16:53:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6834, top5_acc: 0.9175, loss_cls: 1.3911, loss: 1.3911 2023-12-30 00:58:10,520 - pyskl - INFO - Epoch [18][1900/1970] lr: 4.825e-02, eta: 16:53:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6772, top5_acc: 0.9056, loss_cls: 1.4345, loss: 1.4345 2023-12-30 00:58:27,092 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-30 01:00:28,768 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:00:29,240 - pyskl - INFO - top1_acc 0.6282 top5_acc 0.9003 2023-12-30 01:00:29,244 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_14.pth was removed 2023-12-30 01:00:29,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2023-12-30 01:00:29,366 - pyskl - INFO - Best top1_acc is 0.6282 at 18 epoch. 2023-12-30 01:00:29,384 - pyskl - INFO - Epoch(val) [18][1592] top1_acc: 0.6282, top5_acc: 0.9003 2023-12-30 01:01:14,797 - pyskl - INFO - Epoch [19][100/1970] lr: 4.823e-02, eta: 16:53:22, time: 0.454, data_time: 0.225, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9219, loss_cls: 1.3823, loss: 1.3823 2023-12-30 01:01:37,699 - pyskl - INFO - Epoch [19][200/1970] lr: 4.822e-02, eta: 16:52:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9059, loss_cls: 1.4401, loss: 1.4401 2023-12-30 01:02:00,596 - pyskl - INFO - Epoch [19][300/1970] lr: 4.822e-02, eta: 16:52:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9141, loss_cls: 1.3493, loss: 1.3493 2023-12-30 01:02:23,491 - pyskl - INFO - Epoch [19][400/1970] lr: 4.821e-02, eta: 16:52:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9181, loss_cls: 1.4087, loss: 1.4087 2023-12-30 01:02:46,418 - pyskl - INFO - Epoch [19][500/1970] lr: 4.820e-02, eta: 16:51:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6903, top5_acc: 0.9225, loss_cls: 1.3665, loss: 1.3665 2023-12-30 01:03:09,362 - pyskl - INFO - Epoch [19][600/1970] lr: 4.819e-02, eta: 16:51:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6922, top5_acc: 0.9175, loss_cls: 1.3627, loss: 1.3627 2023-12-30 01:03:32,307 - pyskl - INFO - Epoch [19][700/1970] lr: 4.818e-02, eta: 16:50:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6697, top5_acc: 0.9106, loss_cls: 1.4159, loss: 1.4159 2023-12-30 01:03:55,256 - pyskl - INFO - Epoch [19][800/1970] lr: 4.817e-02, eta: 16:50:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6597, top5_acc: 0.9137, loss_cls: 1.4443, loss: 1.4443 2023-12-30 01:04:18,224 - pyskl - INFO - Epoch [19][900/1970] lr: 4.816e-02, eta: 16:49:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6853, top5_acc: 0.9231, loss_cls: 1.3577, loss: 1.3577 2023-12-30 01:04:41,253 - pyskl - INFO - Epoch [19][1000/1970] lr: 4.815e-02, eta: 16:49:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9197, loss_cls: 1.3780, loss: 1.3780 2023-12-30 01:05:04,269 - pyskl - INFO - Epoch [19][1100/1970] lr: 4.814e-02, eta: 16:48:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6853, top5_acc: 0.9184, loss_cls: 1.3788, loss: 1.3788 2023-12-30 01:05:27,278 - pyskl - INFO - Epoch [19][1200/1970] lr: 4.813e-02, eta: 16:48:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9181, loss_cls: 1.3763, loss: 1.3763 2023-12-30 01:05:50,295 - pyskl - INFO - Epoch [19][1300/1970] lr: 4.812e-02, eta: 16:48:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6797, top5_acc: 0.9216, loss_cls: 1.3796, loss: 1.3796 2023-12-30 01:06:13,445 - pyskl - INFO - Epoch [19][1400/1970] lr: 4.810e-02, eta: 16:47:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6747, top5_acc: 0.9134, loss_cls: 1.4074, loss: 1.4074 2023-12-30 01:06:36,545 - pyskl - INFO - Epoch [19][1500/1970] lr: 4.809e-02, eta: 16:47:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9209, loss_cls: 1.3742, loss: 1.3742 2023-12-30 01:06:59,615 - pyskl - INFO - Epoch [19][1600/1970] lr: 4.808e-02, eta: 16:46:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9187, loss_cls: 1.3934, loss: 1.3934 2023-12-30 01:07:22,531 - pyskl - INFO - Epoch [19][1700/1970] lr: 4.807e-02, eta: 16:46:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6866, top5_acc: 0.9216, loss_cls: 1.3635, loss: 1.3635 2023-12-30 01:07:45,546 - pyskl - INFO - Epoch [19][1800/1970] lr: 4.806e-02, eta: 16:45:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9166, loss_cls: 1.4069, loss: 1.4069 2023-12-30 01:08:08,740 - pyskl - INFO - Epoch [19][1900/1970] lr: 4.805e-02, eta: 16:45:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9134, loss_cls: 1.4237, loss: 1.4237 2023-12-30 01:08:25,373 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-30 01:10:28,625 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:10:29,113 - pyskl - INFO - top1_acc 0.6332 top5_acc 0.8996 2023-12-30 01:10:29,117 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_18.pth was removed 2023-12-30 01:10:29,241 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. 2023-12-30 01:10:29,243 - pyskl - INFO - Best top1_acc is 0.6332 at 19 epoch. 2023-12-30 01:10:29,264 - pyskl - INFO - Epoch(val) [19][1592] top1_acc: 0.6332, top5_acc: 0.8996 2023-12-30 01:11:14,722 - pyskl - INFO - Epoch [20][100/1970] lr: 4.804e-02, eta: 16:45:32, time: 0.455, data_time: 0.225, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9116, loss_cls: 1.3768, loss: 1.3768 2023-12-30 01:11:37,705 - pyskl - INFO - Epoch [20][200/1970] lr: 4.803e-02, eta: 16:45:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9203, loss_cls: 1.3567, loss: 1.3567 2023-12-30 01:12:00,639 - pyskl - INFO - Epoch [20][300/1970] lr: 4.802e-02, eta: 16:44:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9256, loss_cls: 1.3182, loss: 1.3182 2023-12-30 01:12:23,592 - pyskl - INFO - Epoch [20][400/1970] lr: 4.801e-02, eta: 16:44:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6816, top5_acc: 0.9100, loss_cls: 1.3890, loss: 1.3890 2023-12-30 01:12:46,548 - pyskl - INFO - Epoch [20][500/1970] lr: 4.799e-02, eta: 16:43:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6884, top5_acc: 0.9156, loss_cls: 1.3596, loss: 1.3596 2023-12-30 01:13:09,458 - pyskl - INFO - Epoch [20][600/1970] lr: 4.798e-02, eta: 16:43:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9106, loss_cls: 1.4047, loss: 1.4047 2023-12-30 01:13:32,395 - pyskl - INFO - Epoch [20][700/1970] lr: 4.797e-02, eta: 16:42:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6872, top5_acc: 0.9172, loss_cls: 1.3501, loss: 1.3501 2023-12-30 01:13:55,336 - pyskl - INFO - Epoch [20][800/1970] lr: 4.796e-02, eta: 16:42:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9178, loss_cls: 1.3710, loss: 1.3710 2023-12-30 01:14:18,422 - pyskl - INFO - Epoch [20][900/1970] lr: 4.795e-02, eta: 16:42:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6941, top5_acc: 0.9200, loss_cls: 1.3515, loss: 1.3515 2023-12-30 01:14:41,448 - pyskl - INFO - Epoch [20][1000/1970] lr: 4.794e-02, eta: 16:41:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9172, loss_cls: 1.4018, loss: 1.4018 2023-12-30 01:15:04,507 - pyskl - INFO - Epoch [20][1100/1970] lr: 4.793e-02, eta: 16:41:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6847, top5_acc: 0.9119, loss_cls: 1.4062, loss: 1.4062 2023-12-30 01:15:27,568 - pyskl - INFO - Epoch [20][1200/1970] lr: 4.792e-02, eta: 16:40:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6947, top5_acc: 0.9213, loss_cls: 1.3430, loss: 1.3430 2023-12-30 01:15:50,623 - pyskl - INFO - Epoch [20][1300/1970] lr: 4.791e-02, eta: 16:40:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6741, top5_acc: 0.9078, loss_cls: 1.4412, loss: 1.4412 2023-12-30 01:16:13,636 - pyskl - INFO - Epoch [20][1400/1970] lr: 4.790e-02, eta: 16:39:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 1.3759, loss: 1.3759 2023-12-30 01:16:36,552 - pyskl - INFO - Epoch [20][1500/1970] lr: 4.789e-02, eta: 16:39:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6772, top5_acc: 0.9163, loss_cls: 1.3837, loss: 1.3837 2023-12-30 01:16:59,478 - pyskl - INFO - Epoch [20][1600/1970] lr: 4.788e-02, eta: 16:39:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9163, loss_cls: 1.3695, loss: 1.3695 2023-12-30 01:17:22,419 - pyskl - INFO - Epoch [20][1700/1970] lr: 4.787e-02, eta: 16:38:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9141, loss_cls: 1.4152, loss: 1.4152 2023-12-30 01:17:45,347 - pyskl - INFO - Epoch [20][1800/1970] lr: 4.786e-02, eta: 16:38:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9150, loss_cls: 1.3928, loss: 1.3928 2023-12-30 01:18:08,294 - pyskl - INFO - Epoch [20][1900/1970] lr: 4.785e-02, eta: 16:37:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9181, loss_cls: 1.3638, loss: 1.3638 2023-12-30 01:18:24,757 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-30 01:20:26,989 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:20:27,474 - pyskl - INFO - top1_acc 0.5907 top5_acc 0.8761 2023-12-30 01:20:27,493 - pyskl - INFO - Epoch(val) [20][1592] top1_acc: 0.5907, top5_acc: 0.8761 2023-12-30 01:21:12,926 - pyskl - INFO - Epoch [21][100/1970] lr: 4.783e-02, eta: 16:37:40, time: 0.454, data_time: 0.225, memory: 6499, top1_acc: 0.6822, top5_acc: 0.9141, loss_cls: 1.4072, loss: 1.4072 2023-12-30 01:21:35,894 - pyskl - INFO - Epoch [21][200/1970] lr: 4.782e-02, eta: 16:37:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6872, top5_acc: 0.9194, loss_cls: 1.3649, loss: 1.3649 2023-12-30 01:21:58,799 - pyskl - INFO - Epoch [21][300/1970] lr: 4.781e-02, eta: 16:36:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6947, top5_acc: 0.9166, loss_cls: 1.3572, loss: 1.3572 2023-12-30 01:22:21,749 - pyskl - INFO - Epoch [21][400/1970] lr: 4.780e-02, eta: 16:36:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9159, loss_cls: 1.3830, loss: 1.3830 2023-12-30 01:22:44,697 - pyskl - INFO - Epoch [21][500/1970] lr: 4.778e-02, eta: 16:35:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9175, loss_cls: 1.3269, loss: 1.3269 2023-12-30 01:23:08,043 - pyskl - INFO - Epoch [21][600/1970] lr: 4.777e-02, eta: 16:35:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6716, top5_acc: 0.9181, loss_cls: 1.4124, loss: 1.4124 2023-12-30 01:23:31,267 - pyskl - INFO - Epoch [21][700/1970] lr: 4.776e-02, eta: 16:35:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9147, loss_cls: 1.4005, loss: 1.4005 2023-12-30 01:23:54,443 - pyskl - INFO - Epoch [21][800/1970] lr: 4.775e-02, eta: 16:34:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9169, loss_cls: 1.3793, loss: 1.3793 2023-12-30 01:24:17,459 - pyskl - INFO - Epoch [21][900/1970] lr: 4.774e-02, eta: 16:34:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9178, loss_cls: 1.3588, loss: 1.3588 2023-12-30 01:24:40,456 - pyskl - INFO - Epoch [21][1000/1970] lr: 4.773e-02, eta: 16:33:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9213, loss_cls: 1.3546, loss: 1.3546 2023-12-30 01:25:03,414 - pyskl - INFO - Epoch [21][1100/1970] lr: 4.772e-02, eta: 16:33:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6997, top5_acc: 0.9222, loss_cls: 1.3325, loss: 1.3325 2023-12-30 01:25:26,425 - pyskl - INFO - Epoch [21][1200/1970] lr: 4.771e-02, eta: 16:32:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6809, top5_acc: 0.9222, loss_cls: 1.3623, loss: 1.3623 2023-12-30 01:25:49,441 - pyskl - INFO - Epoch [21][1300/1970] lr: 4.770e-02, eta: 16:32:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6872, top5_acc: 0.9163, loss_cls: 1.3823, loss: 1.3823 2023-12-30 01:26:12,448 - pyskl - INFO - Epoch [21][1400/1970] lr: 4.768e-02, eta: 16:32:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6941, top5_acc: 0.9231, loss_cls: 1.3245, loss: 1.3245 2023-12-30 01:26:35,530 - pyskl - INFO - Epoch [21][1500/1970] lr: 4.767e-02, eta: 16:31:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6678, top5_acc: 0.9069, loss_cls: 1.4697, loss: 1.4697 2023-12-30 01:26:58,545 - pyskl - INFO - Epoch [21][1600/1970] lr: 4.766e-02, eta: 16:31:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6859, top5_acc: 0.9097, loss_cls: 1.3815, loss: 1.3815 2023-12-30 01:27:21,492 - pyskl - INFO - Epoch [21][1700/1970] lr: 4.765e-02, eta: 16:30:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6841, top5_acc: 0.9144, loss_cls: 1.3739, loss: 1.3739 2023-12-30 01:27:44,732 - pyskl - INFO - Epoch [21][1800/1970] lr: 4.764e-02, eta: 16:30:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6997, top5_acc: 0.9225, loss_cls: 1.3249, loss: 1.3249 2023-12-30 01:28:07,935 - pyskl - INFO - Epoch [21][1900/1970] lr: 4.763e-02, eta: 16:30:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9172, loss_cls: 1.3680, loss: 1.3680 2023-12-30 01:28:24,645 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-30 01:30:27,840 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:30:28,491 - pyskl - INFO - top1_acc 0.6451 top5_acc 0.9123 2023-12-30 01:30:28,495 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_19.pth was removed 2023-12-30 01:30:28,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. 2023-12-30 01:30:28,622 - pyskl - INFO - Best top1_acc is 0.6451 at 21 epoch. 2023-12-30 01:30:28,639 - pyskl - INFO - Epoch(val) [21][1592] top1_acc: 0.6451, top5_acc: 0.9123 2023-12-30 01:31:13,650 - pyskl - INFO - Epoch [22][100/1970] lr: 4.761e-02, eta: 16:29:55, time: 0.450, data_time: 0.218, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9219, loss_cls: 1.3556, loss: 1.3556 2023-12-30 01:31:37,086 - pyskl - INFO - Epoch [22][200/1970] lr: 4.760e-02, eta: 16:29:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9159, loss_cls: 1.3989, loss: 1.3989 2023-12-30 01:32:00,082 - pyskl - INFO - Epoch [22][300/1970] lr: 4.759e-02, eta: 16:29:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6784, top5_acc: 0.9284, loss_cls: 1.3557, loss: 1.3557 2023-12-30 01:32:23,152 - pyskl - INFO - Epoch [22][400/1970] lr: 4.758e-02, eta: 16:28:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9266, loss_cls: 1.3492, loss: 1.3492 2023-12-30 01:32:46,207 - pyskl - INFO - Epoch [22][500/1970] lr: 4.756e-02, eta: 16:28:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9250, loss_cls: 1.3225, loss: 1.3225 2023-12-30 01:33:09,215 - pyskl - INFO - Epoch [22][600/1970] lr: 4.755e-02, eta: 16:27:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9222, loss_cls: 1.3519, loss: 1.3519 2023-12-30 01:33:32,211 - pyskl - INFO - Epoch [22][700/1970] lr: 4.754e-02, eta: 16:27:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9097, loss_cls: 1.3890, loss: 1.3890 2023-12-30 01:33:55,268 - pyskl - INFO - Epoch [22][800/1970] lr: 4.753e-02, eta: 16:26:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9203, loss_cls: 1.3595, loss: 1.3595 2023-12-30 01:34:18,306 - pyskl - INFO - Epoch [22][900/1970] lr: 4.752e-02, eta: 16:26:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9187, loss_cls: 1.3890, loss: 1.3890 2023-12-30 01:34:41,389 - pyskl - INFO - Epoch [22][1000/1970] lr: 4.751e-02, eta: 16:26:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9072, loss_cls: 1.3901, loss: 1.3901 2023-12-30 01:35:04,376 - pyskl - INFO - Epoch [22][1100/1970] lr: 4.749e-02, eta: 16:25:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6959, top5_acc: 0.9225, loss_cls: 1.3253, loss: 1.3253 2023-12-30 01:35:27,376 - pyskl - INFO - Epoch [22][1200/1970] lr: 4.748e-02, eta: 16:25:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9150, loss_cls: 1.3360, loss: 1.3360 2023-12-30 01:35:50,340 - pyskl - INFO - Epoch [22][1300/1970] lr: 4.747e-02, eta: 16:24:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9150, loss_cls: 1.3773, loss: 1.3773 2023-12-30 01:36:13,309 - pyskl - INFO - Epoch [22][1400/1970] lr: 4.746e-02, eta: 16:24:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6834, top5_acc: 0.9175, loss_cls: 1.3523, loss: 1.3523 2023-12-30 01:36:36,278 - pyskl - INFO - Epoch [22][1500/1970] lr: 4.745e-02, eta: 16:24:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6916, top5_acc: 0.9134, loss_cls: 1.3570, loss: 1.3570 2023-12-30 01:36:59,220 - pyskl - INFO - Epoch [22][1600/1970] lr: 4.744e-02, eta: 16:23:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9156, loss_cls: 1.4288, loss: 1.4288 2023-12-30 01:37:22,171 - pyskl - INFO - Epoch [22][1700/1970] lr: 4.742e-02, eta: 16:23:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9263, loss_cls: 1.3275, loss: 1.3275 2023-12-30 01:37:45,132 - pyskl - INFO - Epoch [22][1800/1970] lr: 4.741e-02, eta: 16:22:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6834, top5_acc: 0.9166, loss_cls: 1.3654, loss: 1.3654 2023-12-30 01:38:08,114 - pyskl - INFO - Epoch [22][1900/1970] lr: 4.740e-02, eta: 16:22:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6791, top5_acc: 0.9184, loss_cls: 1.3711, loss: 1.3711 2023-12-30 01:38:24,777 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-30 01:40:26,227 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:40:26,836 - pyskl - INFO - top1_acc 0.5957 top5_acc 0.8776 2023-12-30 01:40:26,855 - pyskl - INFO - Epoch(val) [22][1592] top1_acc: 0.5957, top5_acc: 0.8776 2023-12-30 01:41:11,983 - pyskl - INFO - Epoch [23][100/1970] lr: 4.738e-02, eta: 16:22:09, time: 0.451, data_time: 0.221, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9316, loss_cls: 1.3193, loss: 1.3193 2023-12-30 01:41:35,023 - pyskl - INFO - Epoch [23][200/1970] lr: 4.737e-02, eta: 16:21:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6909, top5_acc: 0.9181, loss_cls: 1.3528, loss: 1.3528 2023-12-30 01:41:58,025 - pyskl - INFO - Epoch [23][300/1970] lr: 4.736e-02, eta: 16:21:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6966, top5_acc: 0.9213, loss_cls: 1.3406, loss: 1.3406 2023-12-30 01:42:21,047 - pyskl - INFO - Epoch [23][400/1970] lr: 4.735e-02, eta: 16:20:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6997, top5_acc: 0.9294, loss_cls: 1.3046, loss: 1.3046 2023-12-30 01:42:44,081 - pyskl - INFO - Epoch [23][500/1970] lr: 4.733e-02, eta: 16:20:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6741, top5_acc: 0.9159, loss_cls: 1.3772, loss: 1.3772 2023-12-30 01:43:07,124 - pyskl - INFO - Epoch [23][600/1970] lr: 4.732e-02, eta: 16:20:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9225, loss_cls: 1.3347, loss: 1.3347 2023-12-30 01:43:30,121 - pyskl - INFO - Epoch [23][700/1970] lr: 4.731e-02, eta: 16:19:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6966, top5_acc: 0.9213, loss_cls: 1.3406, loss: 1.3406 2023-12-30 01:43:53,148 - pyskl - INFO - Epoch [23][800/1970] lr: 4.730e-02, eta: 16:19:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9156, loss_cls: 1.4077, loss: 1.4077 2023-12-30 01:44:16,215 - pyskl - INFO - Epoch [23][900/1970] lr: 4.729e-02, eta: 16:18:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6922, top5_acc: 0.9200, loss_cls: 1.3511, loss: 1.3511 2023-12-30 01:44:39,232 - pyskl - INFO - Epoch [23][1000/1970] lr: 4.727e-02, eta: 16:18:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 1.3741, loss: 1.3741 2023-12-30 01:45:02,255 - pyskl - INFO - Epoch [23][1100/1970] lr: 4.726e-02, eta: 16:17:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9178, loss_cls: 1.3644, loss: 1.3644 2023-12-30 01:45:25,414 - pyskl - INFO - Epoch [23][1200/1970] lr: 4.725e-02, eta: 16:17:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9153, loss_cls: 1.4075, loss: 1.4075 2023-12-30 01:45:48,430 - pyskl - INFO - Epoch [23][1300/1970] lr: 4.724e-02, eta: 16:17:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9200, loss_cls: 1.4147, loss: 1.4147 2023-12-30 01:46:11,362 - pyskl - INFO - Epoch [23][1400/1970] lr: 4.722e-02, eta: 16:16:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9169, loss_cls: 1.3830, loss: 1.3830 2023-12-30 01:46:34,296 - pyskl - INFO - Epoch [23][1500/1970] lr: 4.721e-02, eta: 16:16:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6916, top5_acc: 0.9222, loss_cls: 1.3358, loss: 1.3358 2023-12-30 01:46:57,217 - pyskl - INFO - Epoch [23][1600/1970] lr: 4.720e-02, eta: 16:15:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9234, loss_cls: 1.3364, loss: 1.3364 2023-12-30 01:47:20,126 - pyskl - INFO - Epoch [23][1700/1970] lr: 4.719e-02, eta: 16:15:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9203, loss_cls: 1.3617, loss: 1.3617 2023-12-30 01:47:43,056 - pyskl - INFO - Epoch [23][1800/1970] lr: 4.718e-02, eta: 16:14:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9163, loss_cls: 1.3818, loss: 1.3818 2023-12-30 01:48:06,034 - pyskl - INFO - Epoch [23][1900/1970] lr: 4.716e-02, eta: 16:14:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6697, top5_acc: 0.9259, loss_cls: 1.3782, loss: 1.3782 2023-12-30 01:48:22,551 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-30 01:50:24,142 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 01:50:24,634 - pyskl - INFO - top1_acc 0.6346 top5_acc 0.8940 2023-12-30 01:50:24,655 - pyskl - INFO - Epoch(val) [23][1592] top1_acc: 0.6346, top5_acc: 0.8940 2023-12-30 01:51:09,326 - pyskl - INFO - Epoch [24][100/1970] lr: 4.714e-02, eta: 16:14:18, time: 0.447, data_time: 0.217, memory: 6499, top1_acc: 0.7109, top5_acc: 0.9250, loss_cls: 1.2749, loss: 1.2749 2023-12-30 01:51:32,274 - pyskl - INFO - Epoch [24][200/1970] lr: 4.713e-02, eta: 16:13:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9228, loss_cls: 1.3351, loss: 1.3351 2023-12-30 01:51:55,287 - pyskl - INFO - Epoch [24][300/1970] lr: 4.712e-02, eta: 16:13:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6859, top5_acc: 0.9222, loss_cls: 1.3501, loss: 1.3501 2023-12-30 01:52:18,308 - pyskl - INFO - Epoch [24][400/1970] lr: 4.711e-02, eta: 16:13:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9191, loss_cls: 1.3146, loss: 1.3146 2023-12-30 01:52:41,240 - pyskl - INFO - Epoch [24][500/1970] lr: 4.709e-02, eta: 16:12:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9197, loss_cls: 1.3781, loss: 1.3781 2023-12-30 01:53:04,165 - pyskl - INFO - Epoch [24][600/1970] lr: 4.708e-02, eta: 16:12:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6953, top5_acc: 0.9128, loss_cls: 1.3648, loss: 1.3648 2023-12-30 01:53:27,087 - pyskl - INFO - Epoch [24][700/1970] lr: 4.707e-02, eta: 16:11:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9137, loss_cls: 1.3779, loss: 1.3779 2023-12-30 01:53:50,028 - pyskl - INFO - Epoch [24][800/1970] lr: 4.706e-02, eta: 16:11:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9153, loss_cls: 1.3603, loss: 1.3603 2023-12-30 01:54:12,947 - pyskl - INFO - Epoch [24][900/1970] lr: 4.704e-02, eta: 16:10:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9187, loss_cls: 1.2911, loss: 1.2911 2023-12-30 01:54:35,901 - pyskl - INFO - Epoch [24][1000/1970] lr: 4.703e-02, eta: 16:10:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9194, loss_cls: 1.3442, loss: 1.3442 2023-12-30 01:54:58,912 - pyskl - INFO - Epoch [24][1100/1970] lr: 4.702e-02, eta: 16:10:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9194, loss_cls: 1.3165, loss: 1.3165 2023-12-30 01:55:21,918 - pyskl - INFO - Epoch [24][1200/1970] lr: 4.701e-02, eta: 16:09:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6772, top5_acc: 0.9153, loss_cls: 1.3844, loss: 1.3844 2023-12-30 01:55:44,926 - pyskl - INFO - Epoch [24][1300/1970] lr: 4.699e-02, eta: 16:09:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6941, top5_acc: 0.9209, loss_cls: 1.3274, loss: 1.3274 2023-12-30 01:56:07,967 - pyskl - INFO - Epoch [24][1400/1970] lr: 4.698e-02, eta: 16:08:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6741, top5_acc: 0.9134, loss_cls: 1.4030, loss: 1.4030 2023-12-30 01:56:30,961 - pyskl - INFO - Epoch [24][1500/1970] lr: 4.697e-02, eta: 16:08:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7047, top5_acc: 0.9306, loss_cls: 1.2760, loss: 1.2760 2023-12-30 01:56:53,951 - pyskl - INFO - Epoch [24][1600/1970] lr: 4.696e-02, eta: 16:07:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6984, top5_acc: 0.9263, loss_cls: 1.3128, loss: 1.3128 2023-12-30 01:57:16,916 - pyskl - INFO - Epoch [24][1700/1970] lr: 4.694e-02, eta: 16:07:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6753, top5_acc: 0.9175, loss_cls: 1.4095, loss: 1.4095 2023-12-30 01:57:39,895 - pyskl - INFO - Epoch [24][1800/1970] lr: 4.693e-02, eta: 16:07:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9247, loss_cls: 1.3229, loss: 1.3229 2023-12-30 01:58:02,854 - pyskl - INFO - Epoch [24][1900/1970] lr: 4.692e-02, eta: 16:06:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9244, loss_cls: 1.3096, loss: 1.3096 2023-12-30 01:58:19,338 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-30 02:00:21,322 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:00:21,808 - pyskl - INFO - top1_acc 0.5968 top5_acc 0.8781 2023-12-30 02:00:21,828 - pyskl - INFO - Epoch(val) [24][1592] top1_acc: 0.5968, top5_acc: 0.8781 2023-12-30 02:01:05,972 - pyskl - INFO - Epoch [25][100/1970] lr: 4.689e-02, eta: 16:06:22, time: 0.441, data_time: 0.212, memory: 6499, top1_acc: 0.7034, top5_acc: 0.9259, loss_cls: 1.2770, loss: 1.2770 2023-12-30 02:01:28,884 - pyskl - INFO - Epoch [25][200/1970] lr: 4.688e-02, eta: 16:05:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9241, loss_cls: 1.2762, loss: 1.2762 2023-12-30 02:01:51,795 - pyskl - INFO - Epoch [25][300/1970] lr: 4.687e-02, eta: 16:05:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 1.3065, loss: 1.3065 2023-12-30 02:02:14,696 - pyskl - INFO - Epoch [25][400/1970] lr: 4.686e-02, eta: 16:05:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9259, loss_cls: 1.3299, loss: 1.3299 2023-12-30 02:02:37,597 - pyskl - INFO - Epoch [25][500/1970] lr: 4.684e-02, eta: 16:04:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9209, loss_cls: 1.3374, loss: 1.3374 2023-12-30 02:03:00,538 - pyskl - INFO - Epoch [25][600/1970] lr: 4.683e-02, eta: 16:04:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6909, top5_acc: 0.9137, loss_cls: 1.3924, loss: 1.3924 2023-12-30 02:03:23,531 - pyskl - INFO - Epoch [25][700/1970] lr: 4.682e-02, eta: 16:03:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9219, loss_cls: 1.3209, loss: 1.3209 2023-12-30 02:03:46,543 - pyskl - INFO - Epoch [25][800/1970] lr: 4.680e-02, eta: 16:03:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6928, top5_acc: 0.9181, loss_cls: 1.3240, loss: 1.3240 2023-12-30 02:04:09,761 - pyskl - INFO - Epoch [25][900/1970] lr: 4.679e-02, eta: 16:02:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9306, loss_cls: 1.2454, loss: 1.2454 2023-12-30 02:04:32,831 - pyskl - INFO - Epoch [25][1000/1970] lr: 4.678e-02, eta: 16:02:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9281, loss_cls: 1.3151, loss: 1.3151 2023-12-30 02:04:55,924 - pyskl - INFO - Epoch [25][1100/1970] lr: 4.677e-02, eta: 16:02:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9200, loss_cls: 1.3426, loss: 1.3426 2023-12-30 02:05:19,059 - pyskl - INFO - Epoch [25][1200/1970] lr: 4.675e-02, eta: 16:01:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9184, loss_cls: 1.3304, loss: 1.3304 2023-12-30 02:05:42,111 - pyskl - INFO - Epoch [25][1300/1970] lr: 4.674e-02, eta: 16:01:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6909, top5_acc: 0.9206, loss_cls: 1.3374, loss: 1.3374 2023-12-30 02:06:05,190 - pyskl - INFO - Epoch [25][1400/1970] lr: 4.673e-02, eta: 16:00:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9225, loss_cls: 1.3470, loss: 1.3470 2023-12-30 02:06:28,243 - pyskl - INFO - Epoch [25][1500/1970] lr: 4.671e-02, eta: 16:00:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6822, top5_acc: 0.9159, loss_cls: 1.3749, loss: 1.3749 2023-12-30 02:06:51,242 - pyskl - INFO - Epoch [25][1600/1970] lr: 4.670e-02, eta: 16:00:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9203, loss_cls: 1.3628, loss: 1.3628 2023-12-30 02:07:14,196 - pyskl - INFO - Epoch [25][1700/1970] lr: 4.669e-02, eta: 15:59:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9231, loss_cls: 1.3222, loss: 1.3222 2023-12-30 02:07:37,141 - pyskl - INFO - Epoch [25][1800/1970] lr: 4.667e-02, eta: 15:59:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9225, loss_cls: 1.3494, loss: 1.3494 2023-12-30 02:08:00,084 - pyskl - INFO - Epoch [25][1900/1970] lr: 4.666e-02, eta: 15:58:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9197, loss_cls: 1.3546, loss: 1.3546 2023-12-30 02:08:16,497 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-30 02:10:17,703 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:10:18,184 - pyskl - INFO - top1_acc 0.6381 top5_acc 0.8974 2023-12-30 02:10:18,203 - pyskl - INFO - Epoch(val) [25][1592] top1_acc: 0.6381, top5_acc: 0.8974 2023-12-30 02:11:02,599 - pyskl - INFO - Epoch [26][100/1970] lr: 4.664e-02, eta: 15:58:33, time: 0.444, data_time: 0.212, memory: 6499, top1_acc: 0.6941, top5_acc: 0.9278, loss_cls: 1.3189, loss: 1.3189 2023-12-30 02:11:25,749 - pyskl - INFO - Epoch [26][200/1970] lr: 4.662e-02, eta: 15:58:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 1.2519, loss: 1.2519 2023-12-30 02:11:48,878 - pyskl - INFO - Epoch [26][300/1970] lr: 4.661e-02, eta: 15:57:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6966, top5_acc: 0.9256, loss_cls: 1.3188, loss: 1.3188 2023-12-30 02:12:12,013 - pyskl - INFO - Epoch [26][400/1970] lr: 4.660e-02, eta: 15:57:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9322, loss_cls: 1.2590, loss: 1.2590 2023-12-30 02:12:35,191 - pyskl - INFO - Epoch [26][500/1970] lr: 4.658e-02, eta: 15:56:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6953, top5_acc: 0.9131, loss_cls: 1.3550, loss: 1.3550 2023-12-30 02:12:58,256 - pyskl - INFO - Epoch [26][600/1970] lr: 4.657e-02, eta: 15:56:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6953, top5_acc: 0.9191, loss_cls: 1.3390, loss: 1.3390 2023-12-30 02:13:21,328 - pyskl - INFO - Epoch [26][700/1970] lr: 4.656e-02, eta: 15:56:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7066, top5_acc: 0.9200, loss_cls: 1.3034, loss: 1.3034 2023-12-30 02:13:44,412 - pyskl - INFO - Epoch [26][800/1970] lr: 4.654e-02, eta: 15:55:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6922, top5_acc: 0.9213, loss_cls: 1.3390, loss: 1.3390 2023-12-30 02:14:07,504 - pyskl - INFO - Epoch [26][900/1970] lr: 4.653e-02, eta: 15:55:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9272, loss_cls: 1.3213, loss: 1.3213 2023-12-30 02:14:30,595 - pyskl - INFO - Epoch [26][1000/1970] lr: 4.652e-02, eta: 15:54:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9237, loss_cls: 1.2808, loss: 1.2808 2023-12-30 02:14:53,724 - pyskl - INFO - Epoch [26][1100/1970] lr: 4.650e-02, eta: 15:54:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6897, top5_acc: 0.9184, loss_cls: 1.3470, loss: 1.3470 2023-12-30 02:15:16,858 - pyskl - INFO - Epoch [26][1200/1970] lr: 4.649e-02, eta: 15:54:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6909, top5_acc: 0.9213, loss_cls: 1.3636, loss: 1.3636 2023-12-30 02:15:39,950 - pyskl - INFO - Epoch [26][1300/1970] lr: 4.648e-02, eta: 15:53:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7153, top5_acc: 0.9244, loss_cls: 1.2847, loss: 1.2847 2023-12-30 02:16:03,081 - pyskl - INFO - Epoch [26][1400/1970] lr: 4.646e-02, eta: 15:53:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6909, top5_acc: 0.9178, loss_cls: 1.3735, loss: 1.3735 2023-12-30 02:16:26,224 - pyskl - INFO - Epoch [26][1500/1970] lr: 4.645e-02, eta: 15:52:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9200, loss_cls: 1.3381, loss: 1.3381 2023-12-30 02:16:49,379 - pyskl - INFO - Epoch [26][1600/1970] lr: 4.644e-02, eta: 15:52:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9250, loss_cls: 1.3250, loss: 1.3250 2023-12-30 02:17:12,518 - pyskl - INFO - Epoch [26][1700/1970] lr: 4.642e-02, eta: 15:52:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9194, loss_cls: 1.3639, loss: 1.3639 2023-12-30 02:17:35,658 - pyskl - INFO - Epoch [26][1800/1970] lr: 4.641e-02, eta: 15:51:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7159, top5_acc: 0.9253, loss_cls: 1.2636, loss: 1.2636 2023-12-30 02:17:58,795 - pyskl - INFO - Epoch [26][1900/1970] lr: 4.639e-02, eta: 15:51:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9253, loss_cls: 1.3312, loss: 1.3312 2023-12-30 02:18:15,323 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-30 02:20:17,465 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:20:17,954 - pyskl - INFO - top1_acc 0.5980 top5_acc 0.8894 2023-12-30 02:20:17,975 - pyskl - INFO - Epoch(val) [26][1592] top1_acc: 0.5980, top5_acc: 0.8894 2023-12-30 02:21:02,957 - pyskl - INFO - Epoch [27][100/1970] lr: 4.637e-02, eta: 15:50:57, time: 0.450, data_time: 0.219, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9216, loss_cls: 1.3129, loss: 1.3129 2023-12-30 02:21:26,106 - pyskl - INFO - Epoch [27][200/1970] lr: 4.636e-02, eta: 15:50:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 1.2615, loss: 1.2615 2023-12-30 02:21:49,311 - pyskl - INFO - Epoch [27][300/1970] lr: 4.634e-02, eta: 15:50:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9241, loss_cls: 1.3245, loss: 1.3245 2023-12-30 02:22:12,499 - pyskl - INFO - Epoch [27][400/1970] lr: 4.633e-02, eta: 15:49:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9297, loss_cls: 1.2517, loss: 1.2517 2023-12-30 02:22:35,643 - pyskl - INFO - Epoch [27][500/1970] lr: 4.632e-02, eta: 15:49:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6903, top5_acc: 0.9244, loss_cls: 1.3394, loss: 1.3394 2023-12-30 02:22:58,803 - pyskl - INFO - Epoch [27][600/1970] lr: 4.630e-02, eta: 15:48:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9259, loss_cls: 1.3040, loss: 1.3040 2023-12-30 02:23:21,917 - pyskl - INFO - Epoch [27][700/1970] lr: 4.629e-02, eta: 15:48:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7172, top5_acc: 0.9344, loss_cls: 1.2690, loss: 1.2690 2023-12-30 02:23:45,156 - pyskl - INFO - Epoch [27][800/1970] lr: 4.627e-02, eta: 15:48:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9250, loss_cls: 1.3307, loss: 1.3307 2023-12-30 02:24:08,378 - pyskl - INFO - Epoch [27][900/1970] lr: 4.626e-02, eta: 15:47:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9247, loss_cls: 1.3055, loss: 1.3055 2023-12-30 02:24:31,526 - pyskl - INFO - Epoch [27][1000/1970] lr: 4.625e-02, eta: 15:47:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9269, loss_cls: 1.2970, loss: 1.2970 2023-12-30 02:24:54,627 - pyskl - INFO - Epoch [27][1100/1970] lr: 4.623e-02, eta: 15:46:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6916, top5_acc: 0.9106, loss_cls: 1.3834, loss: 1.3834 2023-12-30 02:25:17,752 - pyskl - INFO - Epoch [27][1200/1970] lr: 4.622e-02, eta: 15:46:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6984, top5_acc: 0.9253, loss_cls: 1.3018, loss: 1.3018 2023-12-30 02:25:40,918 - pyskl - INFO - Epoch [27][1300/1970] lr: 4.620e-02, eta: 15:46:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9231, loss_cls: 1.3164, loss: 1.3164 2023-12-30 02:26:04,059 - pyskl - INFO - Epoch [27][1400/1970] lr: 4.619e-02, eta: 15:45:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9284, loss_cls: 1.2820, loss: 1.2820 2023-12-30 02:26:27,114 - pyskl - INFO - Epoch [27][1500/1970] lr: 4.618e-02, eta: 15:45:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6872, top5_acc: 0.9241, loss_cls: 1.3448, loss: 1.3448 2023-12-30 02:26:50,141 - pyskl - INFO - Epoch [27][1600/1970] lr: 4.616e-02, eta: 15:44:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9241, loss_cls: 1.3166, loss: 1.3166 2023-12-30 02:27:13,176 - pyskl - INFO - Epoch [27][1700/1970] lr: 4.615e-02, eta: 15:44:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9266, loss_cls: 1.3163, loss: 1.3163 2023-12-30 02:27:36,251 - pyskl - INFO - Epoch [27][1800/1970] lr: 4.613e-02, eta: 15:44:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6816, top5_acc: 0.9150, loss_cls: 1.3745, loss: 1.3745 2023-12-30 02:27:59,340 - pyskl - INFO - Epoch [27][1900/1970] lr: 4.612e-02, eta: 15:43:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6834, top5_acc: 0.9134, loss_cls: 1.3695, loss: 1.3695 2023-12-30 02:28:15,929 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-30 02:30:17,567 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:30:18,046 - pyskl - INFO - top1_acc 0.6196 top5_acc 0.8949 2023-12-30 02:30:18,067 - pyskl - INFO - Epoch(val) [27][1592] top1_acc: 0.6196, top5_acc: 0.8949 2023-12-30 02:31:02,565 - pyskl - INFO - Epoch [28][100/1970] lr: 4.609e-02, eta: 15:43:19, time: 0.445, data_time: 0.214, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9294, loss_cls: 1.2906, loss: 1.2906 2023-12-30 02:31:25,642 - pyskl - INFO - Epoch [28][200/1970] lr: 4.608e-02, eta: 15:42:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7072, top5_acc: 0.9300, loss_cls: 1.2786, loss: 1.2786 2023-12-30 02:31:48,692 - pyskl - INFO - Epoch [28][300/1970] lr: 4.607e-02, eta: 15:42:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7116, top5_acc: 0.9300, loss_cls: 1.2447, loss: 1.2447 2023-12-30 02:32:11,787 - pyskl - INFO - Epoch [28][400/1970] lr: 4.605e-02, eta: 15:42:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7053, top5_acc: 0.9269, loss_cls: 1.2884, loss: 1.2884 2023-12-30 02:32:34,879 - pyskl - INFO - Epoch [28][500/1970] lr: 4.604e-02, eta: 15:41:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6841, top5_acc: 0.9169, loss_cls: 1.3799, loss: 1.3799 2023-12-30 02:32:57,985 - pyskl - INFO - Epoch [28][600/1970] lr: 4.602e-02, eta: 15:41:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6997, top5_acc: 0.9244, loss_cls: 1.3002, loss: 1.3002 2023-12-30 02:33:21,080 - pyskl - INFO - Epoch [28][700/1970] lr: 4.601e-02, eta: 15:40:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9231, loss_cls: 1.3166, loss: 1.3166 2023-12-30 02:33:44,150 - pyskl - INFO - Epoch [28][800/1970] lr: 4.599e-02, eta: 15:40:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9216, loss_cls: 1.3320, loss: 1.3320 2023-12-30 02:34:07,273 - pyskl - INFO - Epoch [28][900/1970] lr: 4.598e-02, eta: 15:40:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9259, loss_cls: 1.3065, loss: 1.3065 2023-12-30 02:34:30,396 - pyskl - INFO - Epoch [28][1000/1970] lr: 4.596e-02, eta: 15:39:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6928, top5_acc: 0.9206, loss_cls: 1.3346, loss: 1.3346 2023-12-30 02:34:53,500 - pyskl - INFO - Epoch [28][1100/1970] lr: 4.595e-02, eta: 15:39:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9281, loss_cls: 1.2700, loss: 1.2700 2023-12-30 02:35:16,536 - pyskl - INFO - Epoch [28][1200/1970] lr: 4.594e-02, eta: 15:38:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7028, top5_acc: 0.9278, loss_cls: 1.2748, loss: 1.2748 2023-12-30 02:35:39,577 - pyskl - INFO - Epoch [28][1300/1970] lr: 4.592e-02, eta: 15:38:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7091, top5_acc: 0.9234, loss_cls: 1.3062, loss: 1.3062 2023-12-30 02:36:02,775 - pyskl - INFO - Epoch [28][1400/1970] lr: 4.591e-02, eta: 15:37:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6803, top5_acc: 0.9147, loss_cls: 1.3798, loss: 1.3798 2023-12-30 02:36:25,969 - pyskl - INFO - Epoch [28][1500/1970] lr: 4.589e-02, eta: 15:37:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6884, top5_acc: 0.9153, loss_cls: 1.3815, loss: 1.3815 2023-12-30 02:36:49,091 - pyskl - INFO - Epoch [28][1600/1970] lr: 4.588e-02, eta: 15:37:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9266, loss_cls: 1.2934, loss: 1.2934 2023-12-30 02:37:12,179 - pyskl - INFO - Epoch [28][1700/1970] lr: 4.586e-02, eta: 15:36:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9206, loss_cls: 1.3388, loss: 1.3388 2023-12-30 02:37:35,285 - pyskl - INFO - Epoch [28][1800/1970] lr: 4.585e-02, eta: 15:36:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9241, loss_cls: 1.2979, loss: 1.2979 2023-12-30 02:37:58,375 - pyskl - INFO - Epoch [28][1900/1970] lr: 4.583e-02, eta: 15:35:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9125, loss_cls: 1.3960, loss: 1.3960 2023-12-30 02:38:14,927 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-30 02:40:16,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:40:17,103 - pyskl - INFO - top1_acc 0.5803 top5_acc 0.8484 2023-12-30 02:40:17,123 - pyskl - INFO - Epoch(val) [28][1592] top1_acc: 0.5803, top5_acc: 0.8484 2023-12-30 02:41:01,896 - pyskl - INFO - Epoch [29][100/1970] lr: 4.581e-02, eta: 15:35:39, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.7053, top5_acc: 0.9225, loss_cls: 1.3213, loss: 1.3213 2023-12-30 02:41:24,993 - pyskl - INFO - Epoch [29][200/1970] lr: 4.579e-02, eta: 15:35:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9266, loss_cls: 1.2537, loss: 1.2537 2023-12-30 02:41:48,243 - pyskl - INFO - Epoch [29][300/1970] lr: 4.578e-02, eta: 15:34:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9244, loss_cls: 1.2947, loss: 1.2947 2023-12-30 02:42:11,514 - pyskl - INFO - Epoch [29][400/1970] lr: 4.576e-02, eta: 15:34:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9263, loss_cls: 1.2941, loss: 1.2941 2023-12-30 02:42:34,763 - pyskl - INFO - Epoch [29][500/1970] lr: 4.575e-02, eta: 15:34:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9256, loss_cls: 1.3155, loss: 1.3155 2023-12-30 02:42:57,940 - pyskl - INFO - Epoch [29][600/1970] lr: 4.573e-02, eta: 15:33:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9247, loss_cls: 1.2837, loss: 1.2837 2023-12-30 02:43:21,099 - pyskl - INFO - Epoch [29][700/1970] lr: 4.572e-02, eta: 15:33:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7028, top5_acc: 0.9216, loss_cls: 1.2996, loss: 1.2996 2023-12-30 02:43:44,175 - pyskl - INFO - Epoch [29][800/1970] lr: 4.570e-02, eta: 15:32:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6828, top5_acc: 0.9237, loss_cls: 1.3512, loss: 1.3512 2023-12-30 02:44:07,263 - pyskl - INFO - Epoch [29][900/1970] lr: 4.569e-02, eta: 15:32:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9175, loss_cls: 1.3263, loss: 1.3263 2023-12-30 02:44:30,492 - pyskl - INFO - Epoch [29][1000/1970] lr: 4.567e-02, eta: 15:32:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6984, top5_acc: 0.9216, loss_cls: 1.2983, loss: 1.2983 2023-12-30 02:44:53,725 - pyskl - INFO - Epoch [29][1100/1970] lr: 4.566e-02, eta: 15:31:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7103, top5_acc: 0.9234, loss_cls: 1.2803, loss: 1.2803 2023-12-30 02:45:17,032 - pyskl - INFO - Epoch [29][1200/1970] lr: 4.564e-02, eta: 15:31:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7034, top5_acc: 0.9291, loss_cls: 1.2828, loss: 1.2828 2023-12-30 02:45:40,296 - pyskl - INFO - Epoch [29][1300/1970] lr: 4.563e-02, eta: 15:30:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9253, loss_cls: 1.2911, loss: 1.2911 2023-12-30 02:46:03,503 - pyskl - INFO - Epoch [29][1400/1970] lr: 4.561e-02, eta: 15:30:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 1.2343, loss: 1.2343 2023-12-30 02:46:26,622 - pyskl - INFO - Epoch [29][1500/1970] lr: 4.560e-02, eta: 15:30:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9231, loss_cls: 1.3420, loss: 1.3420 2023-12-30 02:46:49,818 - pyskl - INFO - Epoch [29][1600/1970] lr: 4.558e-02, eta: 15:29:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9263, loss_cls: 1.3118, loss: 1.3118 2023-12-30 02:47:13,001 - pyskl - INFO - Epoch [29][1700/1970] lr: 4.557e-02, eta: 15:29:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7078, top5_acc: 0.9263, loss_cls: 1.2847, loss: 1.2847 2023-12-30 02:47:36,252 - pyskl - INFO - Epoch [29][1800/1970] lr: 4.555e-02, eta: 15:28:50, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6884, top5_acc: 0.9181, loss_cls: 1.3746, loss: 1.3746 2023-12-30 02:47:59,446 - pyskl - INFO - Epoch [29][1900/1970] lr: 4.554e-02, eta: 15:28:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9213, loss_cls: 1.3168, loss: 1.3168 2023-12-30 02:48:16,021 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-30 02:50:18,893 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 02:50:19,369 - pyskl - INFO - top1_acc 0.4285 top5_acc 0.7108 2023-12-30 02:50:19,387 - pyskl - INFO - Epoch(val) [29][1592] top1_acc: 0.4285, top5_acc: 0.7108 2023-12-30 02:51:04,227 - pyskl - INFO - Epoch [30][100/1970] lr: 4.551e-02, eta: 15:28:07, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9278, loss_cls: 1.2294, loss: 1.2294 2023-12-30 02:51:27,270 - pyskl - INFO - Epoch [30][200/1970] lr: 4.550e-02, eta: 15:27:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9303, loss_cls: 1.2510, loss: 1.2510 2023-12-30 02:51:50,370 - pyskl - INFO - Epoch [30][300/1970] lr: 4.548e-02, eta: 15:27:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9284, loss_cls: 1.2789, loss: 1.2789 2023-12-30 02:52:13,395 - pyskl - INFO - Epoch [30][400/1970] lr: 4.547e-02, eta: 15:26:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9250, loss_cls: 1.3025, loss: 1.3025 2023-12-30 02:52:36,359 - pyskl - INFO - Epoch [30][500/1970] lr: 4.545e-02, eta: 15:26:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9184, loss_cls: 1.3227, loss: 1.3227 2023-12-30 02:52:59,495 - pyskl - INFO - Epoch [30][600/1970] lr: 4.544e-02, eta: 15:26:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6941, top5_acc: 0.9225, loss_cls: 1.3256, loss: 1.3256 2023-12-30 02:53:22,540 - pyskl - INFO - Epoch [30][700/1970] lr: 4.542e-02, eta: 15:25:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 1.2789, loss: 1.2789 2023-12-30 02:53:45,523 - pyskl - INFO - Epoch [30][800/1970] lr: 4.541e-02, eta: 15:25:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9222, loss_cls: 1.2990, loss: 1.2990 2023-12-30 02:54:08,490 - pyskl - INFO - Epoch [30][900/1970] lr: 4.539e-02, eta: 15:24:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6966, top5_acc: 0.9219, loss_cls: 1.3334, loss: 1.3334 2023-12-30 02:54:31,433 - pyskl - INFO - Epoch [30][1000/1970] lr: 4.538e-02, eta: 15:24:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9206, loss_cls: 1.3116, loss: 1.3116 2023-12-30 02:54:54,379 - pyskl - INFO - Epoch [30][1100/1970] lr: 4.536e-02, eta: 15:23:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 1.2520, loss: 1.2520 2023-12-30 02:55:17,330 - pyskl - INFO - Epoch [30][1200/1970] lr: 4.535e-02, eta: 15:23:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6922, top5_acc: 0.9197, loss_cls: 1.3177, loss: 1.3177 2023-12-30 02:55:40,322 - pyskl - INFO - Epoch [30][1300/1970] lr: 4.533e-02, eta: 15:23:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9228, loss_cls: 1.3169, loss: 1.3169 2023-12-30 02:56:03,361 - pyskl - INFO - Epoch [30][1400/1970] lr: 4.531e-02, eta: 15:22:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9319, loss_cls: 1.2620, loss: 1.2620 2023-12-30 02:56:26,409 - pyskl - INFO - Epoch [30][1500/1970] lr: 4.530e-02, eta: 15:22:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9144, loss_cls: 1.3631, loss: 1.3631 2023-12-30 02:56:49,443 - pyskl - INFO - Epoch [30][1600/1970] lr: 4.528e-02, eta: 15:21:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7047, top5_acc: 0.9191, loss_cls: 1.2919, loss: 1.2919 2023-12-30 02:57:12,488 - pyskl - INFO - Epoch [30][1700/1970] lr: 4.527e-02, eta: 15:21:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9253, loss_cls: 1.3064, loss: 1.3064 2023-12-30 02:57:35,475 - pyskl - INFO - Epoch [30][1800/1970] lr: 4.525e-02, eta: 15:21:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7016, top5_acc: 0.9250, loss_cls: 1.3075, loss: 1.3075 2023-12-30 02:57:58,605 - pyskl - INFO - Epoch [30][1900/1970] lr: 4.524e-02, eta: 15:20:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9200, loss_cls: 1.3020, loss: 1.3020 2023-12-30 02:58:15,267 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-30 03:00:18,414 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:00:18,889 - pyskl - INFO - top1_acc 0.6483 top5_acc 0.8992 2023-12-30 03:00:18,892 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_21.pth was removed 2023-12-30 03:00:19,018 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2023-12-30 03:00:19,020 - pyskl - INFO - Best top1_acc is 0.6483 at 30 epoch. 2023-12-30 03:00:19,038 - pyskl - INFO - Epoch(val) [30][1592] top1_acc: 0.6483, top5_acc: 0.8992 2023-12-30 03:01:04,200 - pyskl - INFO - Epoch [31][100/1970] lr: 4.521e-02, eta: 15:20:23, time: 0.452, data_time: 0.219, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9206, loss_cls: 1.3310, loss: 1.3310 2023-12-30 03:01:27,408 - pyskl - INFO - Epoch [31][200/1970] lr: 4.519e-02, eta: 15:19:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7203, top5_acc: 0.9325, loss_cls: 1.2210, loss: 1.2210 2023-12-30 03:01:50,580 - pyskl - INFO - Epoch [31][300/1970] lr: 4.518e-02, eta: 15:19:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9309, loss_cls: 1.2462, loss: 1.2462 2023-12-30 03:02:13,697 - pyskl - INFO - Epoch [31][400/1970] lr: 4.516e-02, eta: 15:19:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7059, top5_acc: 0.9291, loss_cls: 1.2794, loss: 1.2794 2023-12-30 03:02:36,869 - pyskl - INFO - Epoch [31][500/1970] lr: 4.515e-02, eta: 15:18:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9275, loss_cls: 1.2367, loss: 1.2367 2023-12-30 03:02:59,968 - pyskl - INFO - Epoch [31][600/1970] lr: 4.513e-02, eta: 15:18:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7053, top5_acc: 0.9175, loss_cls: 1.3240, loss: 1.3240 2023-12-30 03:03:23,110 - pyskl - INFO - Epoch [31][700/1970] lr: 4.512e-02, eta: 15:17:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9366, loss_cls: 1.2191, loss: 1.2191 2023-12-30 03:03:46,240 - pyskl - INFO - Epoch [31][800/1970] lr: 4.510e-02, eta: 15:17:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9253, loss_cls: 1.2943, loss: 1.2943 2023-12-30 03:04:09,412 - pyskl - INFO - Epoch [31][900/1970] lr: 4.508e-02, eta: 15:17:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9244, loss_cls: 1.2974, loss: 1.2974 2023-12-30 03:04:32,541 - pyskl - INFO - Epoch [31][1000/1970] lr: 4.507e-02, eta: 15:16:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7134, top5_acc: 0.9263, loss_cls: 1.2432, loss: 1.2432 2023-12-30 03:04:55,668 - pyskl - INFO - Epoch [31][1100/1970] lr: 4.505e-02, eta: 15:16:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6972, top5_acc: 0.9278, loss_cls: 1.2966, loss: 1.2966 2023-12-30 03:05:18,742 - pyskl - INFO - Epoch [31][1200/1970] lr: 4.504e-02, eta: 15:15:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9337, loss_cls: 1.2678, loss: 1.2678 2023-12-30 03:05:41,791 - pyskl - INFO - Epoch [31][1300/1970] lr: 4.502e-02, eta: 15:15:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9203, loss_cls: 1.3360, loss: 1.3360 2023-12-30 03:06:04,856 - pyskl - INFO - Epoch [31][1400/1970] lr: 4.500e-02, eta: 15:15:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9166, loss_cls: 1.3247, loss: 1.3247 2023-12-30 03:06:27,940 - pyskl - INFO - Epoch [31][1500/1970] lr: 4.499e-02, eta: 15:14:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6934, top5_acc: 0.9250, loss_cls: 1.3128, loss: 1.3128 2023-12-30 03:06:51,021 - pyskl - INFO - Epoch [31][1600/1970] lr: 4.497e-02, eta: 15:14:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9200, loss_cls: 1.3299, loss: 1.3299 2023-12-30 03:07:14,110 - pyskl - INFO - Epoch [31][1700/1970] lr: 4.496e-02, eta: 15:13:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9294, loss_cls: 1.2641, loss: 1.2641 2023-12-30 03:07:37,296 - pyskl - INFO - Epoch [31][1800/1970] lr: 4.494e-02, eta: 15:13:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9256, loss_cls: 1.2915, loss: 1.2915 2023-12-30 03:08:00,423 - pyskl - INFO - Epoch [31][1900/1970] lr: 4.492e-02, eta: 15:13:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9216, loss_cls: 1.3147, loss: 1.3147 2023-12-30 03:08:17,006 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-30 03:10:19,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:10:19,504 - pyskl - INFO - top1_acc 0.6456 top5_acc 0.9077 2023-12-30 03:10:19,522 - pyskl - INFO - Epoch(val) [31][1592] top1_acc: 0.6456, top5_acc: 0.9077 2023-12-30 03:11:03,943 - pyskl - INFO - Epoch [32][100/1970] lr: 4.490e-02, eta: 15:12:44, time: 0.444, data_time: 0.213, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9219, loss_cls: 1.3056, loss: 1.3056 2023-12-30 03:11:27,073 - pyskl - INFO - Epoch [32][200/1970] lr: 4.488e-02, eta: 15:12:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9231, loss_cls: 1.2772, loss: 1.2772 2023-12-30 03:11:50,034 - pyskl - INFO - Epoch [32][300/1970] lr: 4.487e-02, eta: 15:11:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9256, loss_cls: 1.2817, loss: 1.2817 2023-12-30 03:12:13,019 - pyskl - INFO - Epoch [32][400/1970] lr: 4.485e-02, eta: 15:11:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9278, loss_cls: 1.2601, loss: 1.2601 2023-12-30 03:12:36,011 - pyskl - INFO - Epoch [32][500/1970] lr: 4.483e-02, eta: 15:11:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7122, top5_acc: 0.9272, loss_cls: 1.2499, loss: 1.2499 2023-12-30 03:12:58,993 - pyskl - INFO - Epoch [32][600/1970] lr: 4.482e-02, eta: 15:10:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9256, loss_cls: 1.2895, loss: 1.2895 2023-12-30 03:13:22,003 - pyskl - INFO - Epoch [32][700/1970] lr: 4.480e-02, eta: 15:10:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9363, loss_cls: 1.2272, loss: 1.2272 2023-12-30 03:13:45,013 - pyskl - INFO - Epoch [32][800/1970] lr: 4.478e-02, eta: 15:09:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6916, top5_acc: 0.9216, loss_cls: 1.3218, loss: 1.3218 2023-12-30 03:14:07,995 - pyskl - INFO - Epoch [32][900/1970] lr: 4.477e-02, eta: 15:09:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7147, top5_acc: 0.9284, loss_cls: 1.2431, loss: 1.2431 2023-12-30 03:14:30,983 - pyskl - INFO - Epoch [32][1000/1970] lr: 4.475e-02, eta: 15:09:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9272, loss_cls: 1.2975, loss: 1.2975 2023-12-30 03:14:54,030 - pyskl - INFO - Epoch [32][1100/1970] lr: 4.474e-02, eta: 15:08:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9209, loss_cls: 1.3073, loss: 1.3073 2023-12-30 03:15:16,957 - pyskl - INFO - Epoch [32][1200/1970] lr: 4.472e-02, eta: 15:08:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9263, loss_cls: 1.3138, loss: 1.3138 2023-12-30 03:15:40,033 - pyskl - INFO - Epoch [32][1300/1970] lr: 4.470e-02, eta: 15:07:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7016, top5_acc: 0.9213, loss_cls: 1.3000, loss: 1.3000 2023-12-30 03:16:03,113 - pyskl - INFO - Epoch [32][1400/1970] lr: 4.469e-02, eta: 15:07:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6972, top5_acc: 0.9300, loss_cls: 1.2981, loss: 1.2981 2023-12-30 03:16:26,050 - pyskl - INFO - Epoch [32][1500/1970] lr: 4.467e-02, eta: 15:06:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9200, loss_cls: 1.3235, loss: 1.3235 2023-12-30 03:16:48,996 - pyskl - INFO - Epoch [32][1600/1970] lr: 4.465e-02, eta: 15:06:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9291, loss_cls: 1.2671, loss: 1.2671 2023-12-30 03:17:11,998 - pyskl - INFO - Epoch [32][1700/1970] lr: 4.464e-02, eta: 15:06:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9303, loss_cls: 1.2771, loss: 1.2771 2023-12-30 03:17:35,126 - pyskl - INFO - Epoch [32][1800/1970] lr: 4.462e-02, eta: 15:05:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7166, top5_acc: 0.9272, loss_cls: 1.2206, loss: 1.2206 2023-12-30 03:17:58,214 - pyskl - INFO - Epoch [32][1900/1970] lr: 4.460e-02, eta: 15:05:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7103, top5_acc: 0.9259, loss_cls: 1.2570, loss: 1.2570 2023-12-30 03:18:14,782 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-30 03:20:18,227 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:20:18,706 - pyskl - INFO - top1_acc 0.6140 top5_acc 0.8924 2023-12-30 03:20:18,725 - pyskl - INFO - Epoch(val) [32][1592] top1_acc: 0.6140, top5_acc: 0.8924 2023-12-30 03:21:03,970 - pyskl - INFO - Epoch [33][100/1970] lr: 4.458e-02, eta: 15:05:00, time: 0.452, data_time: 0.221, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9269, loss_cls: 1.2499, loss: 1.2499 2023-12-30 03:21:27,229 - pyskl - INFO - Epoch [33][200/1970] lr: 4.456e-02, eta: 15:04:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9294, loss_cls: 1.2277, loss: 1.2277 2023-12-30 03:21:50,434 - pyskl - INFO - Epoch [33][300/1970] lr: 4.454e-02, eta: 15:04:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7141, top5_acc: 0.9331, loss_cls: 1.2432, loss: 1.2432 2023-12-30 03:22:13,582 - pyskl - INFO - Epoch [33][400/1970] lr: 4.453e-02, eta: 15:03:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9234, loss_cls: 1.2762, loss: 1.2762 2023-12-30 03:22:36,771 - pyskl - INFO - Epoch [33][500/1970] lr: 4.451e-02, eta: 15:03:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9309, loss_cls: 1.2499, loss: 1.2499 2023-12-30 03:22:59,913 - pyskl - INFO - Epoch [33][600/1970] lr: 4.449e-02, eta: 15:03:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7053, top5_acc: 0.9272, loss_cls: 1.3045, loss: 1.3045 2023-12-30 03:23:23,055 - pyskl - INFO - Epoch [33][700/1970] lr: 4.448e-02, eta: 15:02:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9287, loss_cls: 1.2563, loss: 1.2563 2023-12-30 03:23:46,131 - pyskl - INFO - Epoch [33][800/1970] lr: 4.446e-02, eta: 15:02:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6984, top5_acc: 0.9228, loss_cls: 1.3037, loss: 1.3037 2023-12-30 03:24:09,302 - pyskl - INFO - Epoch [33][900/1970] lr: 4.444e-02, eta: 15:01:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7141, top5_acc: 0.9275, loss_cls: 1.2764, loss: 1.2764 2023-12-30 03:24:32,432 - pyskl - INFO - Epoch [33][1000/1970] lr: 4.443e-02, eta: 15:01:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7041, top5_acc: 0.9278, loss_cls: 1.2706, loss: 1.2706 2023-12-30 03:24:55,552 - pyskl - INFO - Epoch [33][1100/1970] lr: 4.441e-02, eta: 15:00:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6816, top5_acc: 0.9169, loss_cls: 1.3651, loss: 1.3651 2023-12-30 03:25:18,790 - pyskl - INFO - Epoch [33][1200/1970] lr: 4.439e-02, eta: 15:00:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9231, loss_cls: 1.2914, loss: 1.2914 2023-12-30 03:25:42,027 - pyskl - INFO - Epoch [33][1300/1970] lr: 4.438e-02, eta: 15:00:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9194, loss_cls: 1.3056, loss: 1.3056 2023-12-30 03:26:05,211 - pyskl - INFO - Epoch [33][1400/1970] lr: 4.436e-02, eta: 14:59:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9209, loss_cls: 1.3026, loss: 1.3026 2023-12-30 03:26:28,369 - pyskl - INFO - Epoch [33][1500/1970] lr: 4.434e-02, eta: 14:59:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6947, top5_acc: 0.9266, loss_cls: 1.3065, loss: 1.3065 2023-12-30 03:26:51,496 - pyskl - INFO - Epoch [33][1600/1970] lr: 4.433e-02, eta: 14:58:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6709, top5_acc: 0.9091, loss_cls: 1.4384, loss: 1.4384 2023-12-30 03:27:14,601 - pyskl - INFO - Epoch [33][1700/1970] lr: 4.431e-02, eta: 14:58:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9163, loss_cls: 1.3662, loss: 1.3662 2023-12-30 03:27:37,668 - pyskl - INFO - Epoch [33][1800/1970] lr: 4.429e-02, eta: 14:58:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6991, top5_acc: 0.9259, loss_cls: 1.2931, loss: 1.2931 2023-12-30 03:28:00,786 - pyskl - INFO - Epoch [33][1900/1970] lr: 4.427e-02, eta: 14:57:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9250, loss_cls: 1.3101, loss: 1.3101 2023-12-30 03:28:17,446 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-30 03:31:18,757 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:31:19,245 - pyskl - INFO - top1_acc 0.5846 top5_acc 0.8794 2023-12-30 03:31:19,265 - pyskl - INFO - Epoch(val) [33][1592] top1_acc: 0.5846, top5_acc: 0.8794 2023-12-30 03:32:04,122 - pyskl - INFO - Epoch [34][100/1970] lr: 4.425e-02, eta: 14:57:24, time: 0.448, data_time: 0.218, memory: 6499, top1_acc: 0.7109, top5_acc: 0.9331, loss_cls: 1.2392, loss: 1.2392 2023-12-30 03:32:27,106 - pyskl - INFO - Epoch [34][200/1970] lr: 4.423e-02, eta: 14:56:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7022, top5_acc: 0.9200, loss_cls: 1.2974, loss: 1.2974 2023-12-30 03:32:50,137 - pyskl - INFO - Epoch [34][300/1970] lr: 4.421e-02, eta: 14:56:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9294, loss_cls: 1.2570, loss: 1.2570 2023-12-30 03:33:13,120 - pyskl - INFO - Epoch [34][400/1970] lr: 4.420e-02, eta: 14:56:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7109, top5_acc: 0.9266, loss_cls: 1.2549, loss: 1.2549 2023-12-30 03:33:36,200 - pyskl - INFO - Epoch [34][500/1970] lr: 4.418e-02, eta: 14:55:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6972, top5_acc: 0.9294, loss_cls: 1.2948, loss: 1.2948 2023-12-30 03:33:59,202 - pyskl - INFO - Epoch [34][600/1970] lr: 4.416e-02, eta: 14:55:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6997, top5_acc: 0.9291, loss_cls: 1.2878, loss: 1.2878 2023-12-30 03:34:22,209 - pyskl - INFO - Epoch [34][700/1970] lr: 4.414e-02, eta: 14:54:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 1.2067, loss: 1.2067 2023-12-30 03:34:45,346 - pyskl - INFO - Epoch [34][800/1970] lr: 4.413e-02, eta: 14:54:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9225, loss_cls: 1.2683, loss: 1.2683 2023-12-30 03:35:08,376 - pyskl - INFO - Epoch [34][900/1970] lr: 4.411e-02, eta: 14:54:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9159, loss_cls: 1.3364, loss: 1.3364 2023-12-30 03:35:31,463 - pyskl - INFO - Epoch [34][1000/1970] lr: 4.409e-02, eta: 14:53:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9278, loss_cls: 1.2575, loss: 1.2575 2023-12-30 03:35:54,551 - pyskl - INFO - Epoch [34][1100/1970] lr: 4.408e-02, eta: 14:53:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7128, top5_acc: 0.9303, loss_cls: 1.2469, loss: 1.2469 2023-12-30 03:36:17,655 - pyskl - INFO - Epoch [34][1200/1970] lr: 4.406e-02, eta: 14:52:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6972, top5_acc: 0.9253, loss_cls: 1.3026, loss: 1.3026 2023-12-30 03:36:40,704 - pyskl - INFO - Epoch [34][1300/1970] lr: 4.404e-02, eta: 14:52:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6947, top5_acc: 0.9241, loss_cls: 1.2988, loss: 1.2988 2023-12-30 03:37:03,811 - pyskl - INFO - Epoch [34][1400/1970] lr: 4.402e-02, eta: 14:52:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7034, top5_acc: 0.9241, loss_cls: 1.2994, loss: 1.2994 2023-12-30 03:37:26,930 - pyskl - INFO - Epoch [34][1500/1970] lr: 4.401e-02, eta: 14:51:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9291, loss_cls: 1.2577, loss: 1.2577 2023-12-30 03:37:50,072 - pyskl - INFO - Epoch [34][1600/1970] lr: 4.399e-02, eta: 14:51:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9225, loss_cls: 1.3015, loss: 1.3015 2023-12-30 03:38:13,097 - pyskl - INFO - Epoch [34][1700/1970] lr: 4.397e-02, eta: 14:50:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9278, loss_cls: 1.2368, loss: 1.2368 2023-12-30 03:38:36,133 - pyskl - INFO - Epoch [34][1800/1970] lr: 4.395e-02, eta: 14:50:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9337, loss_cls: 1.2700, loss: 1.2700 2023-12-30 03:38:59,128 - pyskl - INFO - Epoch [34][1900/1970] lr: 4.394e-02, eta: 14:50:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7066, top5_acc: 0.9275, loss_cls: 1.2574, loss: 1.2574 2023-12-30 03:39:15,786 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-30 03:41:18,622 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:41:19,088 - pyskl - INFO - top1_acc 0.3773 top5_acc 0.6504 2023-12-30 03:41:19,107 - pyskl - INFO - Epoch(val) [34][1592] top1_acc: 0.3773, top5_acc: 0.6504 2023-12-30 03:42:04,483 - pyskl - INFO - Epoch [35][100/1970] lr: 4.391e-02, eta: 14:49:44, time: 0.454, data_time: 0.223, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9322, loss_cls: 1.2323, loss: 1.2323 2023-12-30 03:42:27,617 - pyskl - INFO - Epoch [35][200/1970] lr: 4.389e-02, eta: 14:49:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7147, top5_acc: 0.9313, loss_cls: 1.2412, loss: 1.2412 2023-12-30 03:42:50,873 - pyskl - INFO - Epoch [35][300/1970] lr: 4.387e-02, eta: 14:48:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9319, loss_cls: 1.2737, loss: 1.2737 2023-12-30 03:43:14,053 - pyskl - INFO - Epoch [35][400/1970] lr: 4.386e-02, eta: 14:48:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6978, top5_acc: 0.9241, loss_cls: 1.2981, loss: 1.2981 2023-12-30 03:43:37,203 - pyskl - INFO - Epoch [35][500/1970] lr: 4.384e-02, eta: 14:48:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9328, loss_cls: 1.1869, loss: 1.1869 2023-12-30 03:44:00,262 - pyskl - INFO - Epoch [35][600/1970] lr: 4.382e-02, eta: 14:47:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9181, loss_cls: 1.3445, loss: 1.3445 2023-12-30 03:44:23,257 - pyskl - INFO - Epoch [35][700/1970] lr: 4.380e-02, eta: 14:47:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9303, loss_cls: 1.2350, loss: 1.2350 2023-12-30 03:44:46,237 - pyskl - INFO - Epoch [35][800/1970] lr: 4.379e-02, eta: 14:46:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9287, loss_cls: 1.2943, loss: 1.2943 2023-12-30 03:45:09,278 - pyskl - INFO - Epoch [35][900/1970] lr: 4.377e-02, eta: 14:46:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7047, top5_acc: 0.9250, loss_cls: 1.2950, loss: 1.2950 2023-12-30 03:45:32,475 - pyskl - INFO - Epoch [35][1000/1970] lr: 4.375e-02, eta: 14:46:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9197, loss_cls: 1.3195, loss: 1.3195 2023-12-30 03:45:55,601 - pyskl - INFO - Epoch [35][1100/1970] lr: 4.373e-02, eta: 14:45:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9209, loss_cls: 1.3102, loss: 1.3102 2023-12-30 03:46:18,639 - pyskl - INFO - Epoch [35][1200/1970] lr: 4.372e-02, eta: 14:45:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9228, loss_cls: 1.2526, loss: 1.2526 2023-12-30 03:46:41,631 - pyskl - INFO - Epoch [35][1300/1970] lr: 4.370e-02, eta: 14:44:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7047, top5_acc: 0.9256, loss_cls: 1.2748, loss: 1.2748 2023-12-30 03:47:04,592 - pyskl - INFO - Epoch [35][1400/1970] lr: 4.368e-02, eta: 14:44:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9275, loss_cls: 1.2404, loss: 1.2404 2023-12-30 03:47:27,573 - pyskl - INFO - Epoch [35][1500/1970] lr: 4.366e-02, eta: 14:44:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 1.2437, loss: 1.2437 2023-12-30 03:47:50,701 - pyskl - INFO - Epoch [35][1600/1970] lr: 4.364e-02, eta: 14:43:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7172, top5_acc: 0.9266, loss_cls: 1.2302, loss: 1.2302 2023-12-30 03:48:13,707 - pyskl - INFO - Epoch [35][1700/1970] lr: 4.363e-02, eta: 14:43:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7116, top5_acc: 0.9209, loss_cls: 1.2784, loss: 1.2784 2023-12-30 03:48:36,684 - pyskl - INFO - Epoch [35][1800/1970] lr: 4.361e-02, eta: 14:42:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9269, loss_cls: 1.3003, loss: 1.3003 2023-12-30 03:48:59,662 - pyskl - INFO - Epoch [35][1900/1970] lr: 4.359e-02, eta: 14:42:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9297, loss_cls: 1.2369, loss: 1.2369 2023-12-30 03:49:16,308 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-30 03:51:19,505 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 03:51:20,040 - pyskl - INFO - top1_acc 0.6596 top5_acc 0.9111 2023-12-30 03:51:20,044 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_30.pth was removed 2023-12-30 03:51:20,166 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. 2023-12-30 03:51:20,168 - pyskl - INFO - Best top1_acc is 0.6596 at 35 epoch. 2023-12-30 03:51:20,186 - pyskl - INFO - Epoch(val) [35][1592] top1_acc: 0.6596, top5_acc: 0.9111 2023-12-30 03:52:05,250 - pyskl - INFO - Epoch [36][100/1970] lr: 4.356e-02, eta: 14:42:03, time: 0.451, data_time: 0.219, memory: 6499, top1_acc: 0.7216, top5_acc: 0.9272, loss_cls: 1.2088, loss: 1.2088 2023-12-30 03:52:28,566 - pyskl - INFO - Epoch [36][200/1970] lr: 4.354e-02, eta: 14:41:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9241, loss_cls: 1.2690, loss: 1.2690 2023-12-30 03:52:51,734 - pyskl - INFO - Epoch [36][300/1970] lr: 4.353e-02, eta: 14:41:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7172, top5_acc: 0.9331, loss_cls: 1.2332, loss: 1.2332 2023-12-30 03:53:14,852 - pyskl - INFO - Epoch [36][400/1970] lr: 4.351e-02, eta: 14:40:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9319, loss_cls: 1.2201, loss: 1.2201 2023-12-30 03:53:37,916 - pyskl - INFO - Epoch [36][500/1970] lr: 4.349e-02, eta: 14:40:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 1.2860, loss: 1.2860 2023-12-30 03:54:00,920 - pyskl - INFO - Epoch [36][600/1970] lr: 4.347e-02, eta: 14:40:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9319, loss_cls: 1.2332, loss: 1.2332 2023-12-30 03:54:23,930 - pyskl - INFO - Epoch [36][700/1970] lr: 4.345e-02, eta: 14:39:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7122, top5_acc: 0.9269, loss_cls: 1.2837, loss: 1.2837 2023-12-30 03:54:46,976 - pyskl - INFO - Epoch [36][800/1970] lr: 4.344e-02, eta: 14:39:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 1.2533, loss: 1.2533 2023-12-30 03:55:10,117 - pyskl - INFO - Epoch [36][900/1970] lr: 4.342e-02, eta: 14:38:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7266, top5_acc: 0.9322, loss_cls: 1.2006, loss: 1.2006 2023-12-30 03:55:33,190 - pyskl - INFO - Epoch [36][1000/1970] lr: 4.340e-02, eta: 14:38:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9291, loss_cls: 1.2401, loss: 1.2401 2023-12-30 03:55:56,373 - pyskl - INFO - Epoch [36][1100/1970] lr: 4.338e-02, eta: 14:38:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9281, loss_cls: 1.2646, loss: 1.2646 2023-12-30 03:56:19,517 - pyskl - INFO - Epoch [36][1200/1970] lr: 4.336e-02, eta: 14:37:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9244, loss_cls: 1.3286, loss: 1.3286 2023-12-30 03:56:42,634 - pyskl - INFO - Epoch [36][1300/1970] lr: 4.335e-02, eta: 14:37:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6922, top5_acc: 0.9200, loss_cls: 1.3362, loss: 1.3362 2023-12-30 03:57:05,715 - pyskl - INFO - Epoch [36][1400/1970] lr: 4.333e-02, eta: 14:36:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7103, top5_acc: 0.9281, loss_cls: 1.2641, loss: 1.2641 2023-12-30 03:57:28,845 - pyskl - INFO - Epoch [36][1500/1970] lr: 4.331e-02, eta: 14:36:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7166, top5_acc: 0.9256, loss_cls: 1.2416, loss: 1.2416 2023-12-30 03:57:51,832 - pyskl - INFO - Epoch [36][1600/1970] lr: 4.329e-02, eta: 14:35:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9231, loss_cls: 1.3003, loss: 1.3003 2023-12-30 03:58:14,813 - pyskl - INFO - Epoch [36][1700/1970] lr: 4.327e-02, eta: 14:35:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9250, loss_cls: 1.2960, loss: 1.2960 2023-12-30 03:58:37,775 - pyskl - INFO - Epoch [36][1800/1970] lr: 4.326e-02, eta: 14:35:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9300, loss_cls: 1.2098, loss: 1.2098 2023-12-30 03:59:00,744 - pyskl - INFO - Epoch [36][1900/1970] lr: 4.324e-02, eta: 14:34:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7059, top5_acc: 0.9172, loss_cls: 1.2990, loss: 1.2990 2023-12-30 03:59:17,272 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-30 04:01:19,960 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:01:20,441 - pyskl - INFO - top1_acc 0.5858 top5_acc 0.8856 2023-12-30 04:01:20,461 - pyskl - INFO - Epoch(val) [36][1592] top1_acc: 0.5858, top5_acc: 0.8856 2023-12-30 04:02:05,735 - pyskl - INFO - Epoch [37][100/1970] lr: 4.321e-02, eta: 14:34:23, time: 0.453, data_time: 0.222, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9256, loss_cls: 1.2668, loss: 1.2668 2023-12-30 04:02:28,790 - pyskl - INFO - Epoch [37][200/1970] lr: 4.319e-02, eta: 14:33:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9322, loss_cls: 1.2275, loss: 1.2275 2023-12-30 04:02:51,752 - pyskl - INFO - Epoch [37][300/1970] lr: 4.317e-02, eta: 14:33:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7197, top5_acc: 0.9291, loss_cls: 1.2258, loss: 1.2258 2023-12-30 04:03:14,952 - pyskl - INFO - Epoch [37][400/1970] lr: 4.315e-02, eta: 14:33:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7203, top5_acc: 0.9284, loss_cls: 1.2305, loss: 1.2305 2023-12-30 04:03:37,965 - pyskl - INFO - Epoch [37][500/1970] lr: 4.313e-02, eta: 14:32:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7266, top5_acc: 0.9334, loss_cls: 1.2069, loss: 1.2069 2023-12-30 04:04:00,980 - pyskl - INFO - Epoch [37][600/1970] lr: 4.311e-02, eta: 14:32:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9294, loss_cls: 1.2240, loss: 1.2240 2023-12-30 04:04:24,062 - pyskl - INFO - Epoch [37][700/1970] lr: 4.310e-02, eta: 14:31:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6997, top5_acc: 0.9175, loss_cls: 1.2985, loss: 1.2985 2023-12-30 04:04:47,080 - pyskl - INFO - Epoch [37][800/1970] lr: 4.308e-02, eta: 14:31:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9234, loss_cls: 1.2685, loss: 1.2685 2023-12-30 04:05:10,096 - pyskl - INFO - Epoch [37][900/1970] lr: 4.306e-02, eta: 14:31:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 1.2424, loss: 1.2424 2023-12-30 04:05:33,062 - pyskl - INFO - Epoch [37][1000/1970] lr: 4.304e-02, eta: 14:30:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7216, top5_acc: 0.9272, loss_cls: 1.2401, loss: 1.2401 2023-12-30 04:05:56,068 - pyskl - INFO - Epoch [37][1100/1970] lr: 4.302e-02, eta: 14:30:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 1.2360, loss: 1.2360 2023-12-30 04:06:19,080 - pyskl - INFO - Epoch [37][1200/1970] lr: 4.300e-02, eta: 14:29:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7003, top5_acc: 0.9216, loss_cls: 1.3038, loss: 1.3038 2023-12-30 04:06:42,045 - pyskl - INFO - Epoch [37][1300/1970] lr: 4.299e-02, eta: 14:29:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9278, loss_cls: 1.2448, loss: 1.2448 2023-12-30 04:07:05,043 - pyskl - INFO - Epoch [37][1400/1970] lr: 4.297e-02, eta: 14:29:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7166, top5_acc: 0.9250, loss_cls: 1.2548, loss: 1.2548 2023-12-30 04:07:28,060 - pyskl - INFO - Epoch [37][1500/1970] lr: 4.295e-02, eta: 14:28:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7072, top5_acc: 0.9263, loss_cls: 1.2698, loss: 1.2698 2023-12-30 04:07:51,077 - pyskl - INFO - Epoch [37][1600/1970] lr: 4.293e-02, eta: 14:28:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7059, top5_acc: 0.9287, loss_cls: 1.2671, loss: 1.2671 2023-12-30 04:08:14,104 - pyskl - INFO - Epoch [37][1700/1970] lr: 4.291e-02, eta: 14:27:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7016, top5_acc: 0.9281, loss_cls: 1.2840, loss: 1.2840 2023-12-30 04:08:37,197 - pyskl - INFO - Epoch [37][1800/1970] lr: 4.289e-02, eta: 14:27:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9256, loss_cls: 1.2646, loss: 1.2646 2023-12-30 04:09:00,234 - pyskl - INFO - Epoch [37][1900/1970] lr: 4.288e-02, eta: 14:27:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9322, loss_cls: 1.2454, loss: 1.2454 2023-12-30 04:09:16,817 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-30 04:11:18,841 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:11:19,316 - pyskl - INFO - top1_acc 0.5137 top5_acc 0.8184 2023-12-30 04:11:19,334 - pyskl - INFO - Epoch(val) [37][1592] top1_acc: 0.5137, top5_acc: 0.8184 2023-12-30 04:12:04,444 - pyskl - INFO - Epoch [38][100/1970] lr: 4.284e-02, eta: 14:26:40, time: 0.451, data_time: 0.218, memory: 6499, top1_acc: 0.7266, top5_acc: 0.9275, loss_cls: 1.2089, loss: 1.2089 2023-12-30 04:12:27,570 - pyskl - INFO - Epoch [38][200/1970] lr: 4.282e-02, eta: 14:26:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9253, loss_cls: 1.3096, loss: 1.3096 2023-12-30 04:12:50,641 - pyskl - INFO - Epoch [38][300/1970] lr: 4.281e-02, eta: 14:25:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7122, top5_acc: 0.9322, loss_cls: 1.2545, loss: 1.2545 2023-12-30 04:13:13,788 - pyskl - INFO - Epoch [38][400/1970] lr: 4.279e-02, eta: 14:25:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7159, top5_acc: 0.9278, loss_cls: 1.2417, loss: 1.2417 2023-12-30 04:13:37,059 - pyskl - INFO - Epoch [38][500/1970] lr: 4.277e-02, eta: 14:25:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7147, top5_acc: 0.9303, loss_cls: 1.2149, loss: 1.2149 2023-12-30 04:14:00,231 - pyskl - INFO - Epoch [38][600/1970] lr: 4.275e-02, eta: 14:24:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 1.2449, loss: 1.2449 2023-12-30 04:14:23,471 - pyskl - INFO - Epoch [38][700/1970] lr: 4.273e-02, eta: 14:24:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9272, loss_cls: 1.2452, loss: 1.2452 2023-12-30 04:14:46,706 - pyskl - INFO - Epoch [38][800/1970] lr: 4.271e-02, eta: 14:23:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9369, loss_cls: 1.2190, loss: 1.2190 2023-12-30 04:15:09,975 - pyskl - INFO - Epoch [38][900/1970] lr: 4.269e-02, eta: 14:23:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7072, top5_acc: 0.9259, loss_cls: 1.2681, loss: 1.2681 2023-12-30 04:15:33,135 - pyskl - INFO - Epoch [38][1000/1970] lr: 4.268e-02, eta: 14:23:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7091, top5_acc: 0.9250, loss_cls: 1.2505, loss: 1.2505 2023-12-30 04:15:56,309 - pyskl - INFO - Epoch [38][1100/1970] lr: 4.266e-02, eta: 14:22:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9316, loss_cls: 1.2481, loss: 1.2481 2023-12-30 04:16:19,533 - pyskl - INFO - Epoch [38][1200/1970] lr: 4.264e-02, eta: 14:22:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 1.2981, loss: 1.2981 2023-12-30 04:16:42,651 - pyskl - INFO - Epoch [38][1300/1970] lr: 4.262e-02, eta: 14:21:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9316, loss_cls: 1.2135, loss: 1.2135 2023-12-30 04:17:05,728 - pyskl - INFO - Epoch [38][1400/1970] lr: 4.260e-02, eta: 14:21:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9331, loss_cls: 1.2203, loss: 1.2203 2023-12-30 04:17:28,784 - pyskl - INFO - Epoch [38][1500/1970] lr: 4.258e-02, eta: 14:21:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9356, loss_cls: 1.2183, loss: 1.2183 2023-12-30 04:17:51,865 - pyskl - INFO - Epoch [38][1600/1970] lr: 4.256e-02, eta: 14:20:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9263, loss_cls: 1.3013, loss: 1.3013 2023-12-30 04:18:14,944 - pyskl - INFO - Epoch [38][1700/1970] lr: 4.254e-02, eta: 14:20:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7128, top5_acc: 0.9347, loss_cls: 1.2573, loss: 1.2573 2023-12-30 04:18:38,020 - pyskl - INFO - Epoch [38][1800/1970] lr: 4.252e-02, eta: 14:19:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7097, top5_acc: 0.9266, loss_cls: 1.2600, loss: 1.2600 2023-12-30 04:19:01,112 - pyskl - INFO - Epoch [38][1900/1970] lr: 4.251e-02, eta: 14:19:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9269, loss_cls: 1.2414, loss: 1.2414 2023-12-30 04:19:17,763 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-30 04:21:19,605 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:21:20,185 - pyskl - INFO - top1_acc 0.6051 top5_acc 0.8762 2023-12-30 04:21:20,205 - pyskl - INFO - Epoch(val) [38][1592] top1_acc: 0.6051, top5_acc: 0.8762 2023-12-30 04:22:05,759 - pyskl - INFO - Epoch [39][100/1970] lr: 4.247e-02, eta: 14:19:05, time: 0.455, data_time: 0.225, memory: 6499, top1_acc: 0.7216, top5_acc: 0.9359, loss_cls: 1.2078, loss: 1.2078 2023-12-30 04:22:28,742 - pyskl - INFO - Epoch [39][200/1970] lr: 4.245e-02, eta: 14:18:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 1.2502, loss: 1.2502 2023-12-30 04:22:51,695 - pyskl - INFO - Epoch [39][300/1970] lr: 4.243e-02, eta: 14:18:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9325, loss_cls: 1.2012, loss: 1.2012 2023-12-30 04:23:14,693 - pyskl - INFO - Epoch [39][400/1970] lr: 4.242e-02, eta: 14:17:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9378, loss_cls: 1.1915, loss: 1.1915 2023-12-30 04:23:37,891 - pyskl - INFO - Epoch [39][500/1970] lr: 4.240e-02, eta: 14:17:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7247, top5_acc: 0.9331, loss_cls: 1.2223, loss: 1.2223 2023-12-30 04:24:00,921 - pyskl - INFO - Epoch [39][600/1970] lr: 4.238e-02, eta: 14:17:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9250, loss_cls: 1.2752, loss: 1.2752 2023-12-30 04:24:23,921 - pyskl - INFO - Epoch [39][700/1970] lr: 4.236e-02, eta: 14:16:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9359, loss_cls: 1.2352, loss: 1.2352 2023-12-30 04:24:46,889 - pyskl - INFO - Epoch [39][800/1970] lr: 4.234e-02, eta: 14:16:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7109, top5_acc: 0.9328, loss_cls: 1.2560, loss: 1.2560 2023-12-30 04:25:09,982 - pyskl - INFO - Epoch [39][900/1970] lr: 4.232e-02, eta: 14:15:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7159, top5_acc: 0.9369, loss_cls: 1.2088, loss: 1.2088 2023-12-30 04:25:33,023 - pyskl - INFO - Epoch [39][1000/1970] lr: 4.230e-02, eta: 14:15:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9187, loss_cls: 1.3227, loss: 1.3227 2023-12-30 04:25:55,970 - pyskl - INFO - Epoch [39][1100/1970] lr: 4.228e-02, eta: 14:15:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7334, top5_acc: 0.9322, loss_cls: 1.2129, loss: 1.2129 2023-12-30 04:26:18,942 - pyskl - INFO - Epoch [39][1200/1970] lr: 4.226e-02, eta: 14:14:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9316, loss_cls: 1.2388, loss: 1.2388 2023-12-30 04:26:41,896 - pyskl - INFO - Epoch [39][1300/1970] lr: 4.224e-02, eta: 14:14:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7197, top5_acc: 0.9234, loss_cls: 1.2598, loss: 1.2598 2023-12-30 04:27:04,890 - pyskl - INFO - Epoch [39][1400/1970] lr: 4.222e-02, eta: 14:13:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7191, top5_acc: 0.9256, loss_cls: 1.2364, loss: 1.2364 2023-12-30 04:27:27,821 - pyskl - INFO - Epoch [39][1500/1970] lr: 4.220e-02, eta: 14:13:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7128, top5_acc: 0.9284, loss_cls: 1.2476, loss: 1.2476 2023-12-30 04:27:50,788 - pyskl - INFO - Epoch [39][1600/1970] lr: 4.219e-02, eta: 14:12:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7022, top5_acc: 0.9141, loss_cls: 1.2966, loss: 1.2966 2023-12-30 04:28:13,758 - pyskl - INFO - Epoch [39][1700/1970] lr: 4.217e-02, eta: 14:12:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7228, top5_acc: 0.9253, loss_cls: 1.2291, loss: 1.2291 2023-12-30 04:28:36,747 - pyskl - INFO - Epoch [39][1800/1970] lr: 4.215e-02, eta: 14:12:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7103, top5_acc: 0.9297, loss_cls: 1.2458, loss: 1.2458 2023-12-30 04:28:59,775 - pyskl - INFO - Epoch [39][1900/1970] lr: 4.213e-02, eta: 14:11:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9306, loss_cls: 1.2262, loss: 1.2262 2023-12-30 04:29:16,499 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-30 04:31:20,016 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:31:20,502 - pyskl - INFO - top1_acc 0.6271 top5_acc 0.8918 2023-12-30 04:31:20,522 - pyskl - INFO - Epoch(val) [39][1592] top1_acc: 0.6271, top5_acc: 0.8918 2023-12-30 04:32:05,243 - pyskl - INFO - Epoch [40][100/1970] lr: 4.209e-02, eta: 14:11:20, time: 0.447, data_time: 0.216, memory: 6499, top1_acc: 0.7259, top5_acc: 0.9391, loss_cls: 1.1667, loss: 1.1667 2023-12-30 04:32:28,343 - pyskl - INFO - Epoch [40][200/1970] lr: 4.208e-02, eta: 14:10:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9391, loss_cls: 1.1813, loss: 1.1813 2023-12-30 04:32:51,507 - pyskl - INFO - Epoch [40][300/1970] lr: 4.206e-02, eta: 14:10:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9416, loss_cls: 1.1475, loss: 1.1475 2023-12-30 04:33:14,562 - pyskl - INFO - Epoch [40][400/1970] lr: 4.204e-02, eta: 14:10:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.1648, loss: 1.1648 2023-12-30 04:33:37,602 - pyskl - INFO - Epoch [40][500/1970] lr: 4.202e-02, eta: 14:09:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9316, loss_cls: 1.2551, loss: 1.2551 2023-12-30 04:34:00,683 - pyskl - INFO - Epoch [40][600/1970] lr: 4.200e-02, eta: 14:09:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7134, top5_acc: 0.9375, loss_cls: 1.2143, loss: 1.2143 2023-12-30 04:34:23,769 - pyskl - INFO - Epoch [40][700/1970] lr: 4.198e-02, eta: 14:08:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9184, loss_cls: 1.2768, loss: 1.2768 2023-12-30 04:34:46,937 - pyskl - INFO - Epoch [40][800/1970] lr: 4.196e-02, eta: 14:08:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9216, loss_cls: 1.2950, loss: 1.2950 2023-12-30 04:35:10,073 - pyskl - INFO - Epoch [40][900/1970] lr: 4.194e-02, eta: 14:08:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9281, loss_cls: 1.2199, loss: 1.2199 2023-12-30 04:35:33,160 - pyskl - INFO - Epoch [40][1000/1970] lr: 4.192e-02, eta: 14:07:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6972, top5_acc: 0.9266, loss_cls: 1.2864, loss: 1.2864 2023-12-30 04:35:56,225 - pyskl - INFO - Epoch [40][1100/1970] lr: 4.190e-02, eta: 14:07:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7328, top5_acc: 0.9347, loss_cls: 1.1823, loss: 1.1823 2023-12-30 04:36:19,363 - pyskl - INFO - Epoch [40][1200/1970] lr: 4.188e-02, eta: 14:06:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 1.2590, loss: 1.2590 2023-12-30 04:36:42,535 - pyskl - INFO - Epoch [40][1300/1970] lr: 4.186e-02, eta: 14:06:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7034, top5_acc: 0.9241, loss_cls: 1.2901, loss: 1.2901 2023-12-30 04:37:05,668 - pyskl - INFO - Epoch [40][1400/1970] lr: 4.184e-02, eta: 14:06:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9278, loss_cls: 1.2510, loss: 1.2510 2023-12-30 04:37:28,824 - pyskl - INFO - Epoch [40][1500/1970] lr: 4.182e-02, eta: 14:05:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7066, top5_acc: 0.9253, loss_cls: 1.2570, loss: 1.2570 2023-12-30 04:37:51,890 - pyskl - INFO - Epoch [40][1600/1970] lr: 4.180e-02, eta: 14:05:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7103, top5_acc: 0.9300, loss_cls: 1.2596, loss: 1.2596 2023-12-30 04:38:14,934 - pyskl - INFO - Epoch [40][1700/1970] lr: 4.178e-02, eta: 14:04:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9300, loss_cls: 1.2188, loss: 1.2188 2023-12-30 04:38:37,909 - pyskl - INFO - Epoch [40][1800/1970] lr: 4.176e-02, eta: 14:04:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9259, loss_cls: 1.2799, loss: 1.2799 2023-12-30 04:39:00,840 - pyskl - INFO - Epoch [40][1900/1970] lr: 4.174e-02, eta: 14:04:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9291, loss_cls: 1.2391, loss: 1.2391 2023-12-30 04:39:17,324 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-30 04:41:21,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:41:21,571 - pyskl - INFO - top1_acc 0.6240 top5_acc 0.8988 2023-12-30 04:41:21,589 - pyskl - INFO - Epoch(val) [40][1592] top1_acc: 0.6240, top5_acc: 0.8988 2023-12-30 04:42:06,371 - pyskl - INFO - Epoch [41][100/1970] lr: 4.171e-02, eta: 14:03:40, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9334, loss_cls: 1.2121, loss: 1.2121 2023-12-30 04:42:29,414 - pyskl - INFO - Epoch [41][200/1970] lr: 4.169e-02, eta: 14:03:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7241, top5_acc: 0.9281, loss_cls: 1.2331, loss: 1.2331 2023-12-30 04:42:52,475 - pyskl - INFO - Epoch [41][300/1970] lr: 4.167e-02, eta: 14:02:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7197, top5_acc: 0.9259, loss_cls: 1.2158, loss: 1.2158 2023-12-30 04:43:15,514 - pyskl - INFO - Epoch [41][400/1970] lr: 4.165e-02, eta: 14:02:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9309, loss_cls: 1.1868, loss: 1.1868 2023-12-30 04:43:38,482 - pyskl - INFO - Epoch [41][500/1970] lr: 4.163e-02, eta: 14:02:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9369, loss_cls: 1.1795, loss: 1.1795 2023-12-30 04:44:01,460 - pyskl - INFO - Epoch [41][600/1970] lr: 4.161e-02, eta: 14:01:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9269, loss_cls: 1.3104, loss: 1.3104 2023-12-30 04:44:24,548 - pyskl - INFO - Epoch [41][700/1970] lr: 4.159e-02, eta: 14:01:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7334, top5_acc: 0.9337, loss_cls: 1.1853, loss: 1.1853 2023-12-30 04:44:47,582 - pyskl - INFO - Epoch [41][800/1970] lr: 4.157e-02, eta: 14:00:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7078, top5_acc: 0.9241, loss_cls: 1.2544, loss: 1.2544 2023-12-30 04:45:10,703 - pyskl - INFO - Epoch [41][900/1970] lr: 4.155e-02, eta: 14:00:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7109, top5_acc: 0.9313, loss_cls: 1.2334, loss: 1.2334 2023-12-30 04:45:33,805 - pyskl - INFO - Epoch [41][1000/1970] lr: 4.153e-02, eta: 14:00:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9372, loss_cls: 1.2249, loss: 1.2249 2023-12-30 04:45:56,905 - pyskl - INFO - Epoch [41][1100/1970] lr: 4.151e-02, eta: 13:59:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7072, top5_acc: 0.9253, loss_cls: 1.2631, loss: 1.2631 2023-12-30 04:46:19,989 - pyskl - INFO - Epoch [41][1200/1970] lr: 4.149e-02, eta: 13:59:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9353, loss_cls: 1.2301, loss: 1.2301 2023-12-30 04:46:43,157 - pyskl - INFO - Epoch [41][1300/1970] lr: 4.147e-02, eta: 13:58:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9331, loss_cls: 1.1714, loss: 1.1714 2023-12-30 04:47:06,264 - pyskl - INFO - Epoch [41][1400/1970] lr: 4.145e-02, eta: 13:58:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9337, loss_cls: 1.1804, loss: 1.1804 2023-12-30 04:47:29,270 - pyskl - INFO - Epoch [41][1500/1970] lr: 4.143e-02, eta: 13:58:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9306, loss_cls: 1.2209, loss: 1.2209 2023-12-30 04:47:52,246 - pyskl - INFO - Epoch [41][1600/1970] lr: 4.141e-02, eta: 13:57:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7097, top5_acc: 0.9225, loss_cls: 1.2551, loss: 1.2551 2023-12-30 04:48:15,393 - pyskl - INFO - Epoch [41][1700/1970] lr: 4.139e-02, eta: 13:57:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9263, loss_cls: 1.2728, loss: 1.2728 2023-12-30 04:48:38,481 - pyskl - INFO - Epoch [41][1800/1970] lr: 4.137e-02, eta: 13:56:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9313, loss_cls: 1.2493, loss: 1.2493 2023-12-30 04:49:01,659 - pyskl - INFO - Epoch [41][1900/1970] lr: 4.135e-02, eta: 13:56:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7091, top5_acc: 0.9228, loss_cls: 1.2737, loss: 1.2737 2023-12-30 04:49:18,298 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-30 04:51:20,457 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 04:51:20,949 - pyskl - INFO - top1_acc 0.6817 top5_acc 0.9136 2023-12-30 04:51:20,953 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_35.pth was removed 2023-12-30 04:51:21,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2023-12-30 04:51:21,079 - pyskl - INFO - Best top1_acc is 0.6817 at 41 epoch. 2023-12-30 04:51:21,099 - pyskl - INFO - Epoch(val) [41][1592] top1_acc: 0.6817, top5_acc: 0.9136 2023-12-30 04:52:06,049 - pyskl - INFO - Epoch [42][100/1970] lr: 4.132e-02, eta: 13:55:59, time: 0.449, data_time: 0.219, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9397, loss_cls: 1.1803, loss: 1.1803 2023-12-30 04:52:29,023 - pyskl - INFO - Epoch [42][200/1970] lr: 4.130e-02, eta: 13:55:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 1.2000, loss: 1.2000 2023-12-30 04:52:52,029 - pyskl - INFO - Epoch [42][300/1970] lr: 4.128e-02, eta: 13:55:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7291, top5_acc: 0.9325, loss_cls: 1.1857, loss: 1.1857 2023-12-30 04:53:15,124 - pyskl - INFO - Epoch [42][400/1970] lr: 4.126e-02, eta: 13:54:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9347, loss_cls: 1.2117, loss: 1.2117 2023-12-30 04:53:38,120 - pyskl - INFO - Epoch [42][500/1970] lr: 4.123e-02, eta: 13:54:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9297, loss_cls: 1.2165, loss: 1.2165 2023-12-30 04:54:01,086 - pyskl - INFO - Epoch [42][600/1970] lr: 4.121e-02, eta: 13:53:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9344, loss_cls: 1.1863, loss: 1.1863 2023-12-30 04:54:24,030 - pyskl - INFO - Epoch [42][700/1970] lr: 4.119e-02, eta: 13:53:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 1.2320, loss: 1.2320 2023-12-30 04:54:46,999 - pyskl - INFO - Epoch [42][800/1970] lr: 4.117e-02, eta: 13:53:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9247, loss_cls: 1.2647, loss: 1.2647 2023-12-30 04:55:10,040 - pyskl - INFO - Epoch [42][900/1970] lr: 4.115e-02, eta: 13:52:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9259, loss_cls: 1.2180, loss: 1.2180 2023-12-30 04:55:33,083 - pyskl - INFO - Epoch [42][1000/1970] lr: 4.113e-02, eta: 13:52:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9344, loss_cls: 1.1957, loss: 1.1957 2023-12-30 04:55:56,103 - pyskl - INFO - Epoch [42][1100/1970] lr: 4.111e-02, eta: 13:51:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 1.2465, loss: 1.2465 2023-12-30 04:56:19,080 - pyskl - INFO - Epoch [42][1200/1970] lr: 4.109e-02, eta: 13:51:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9216, loss_cls: 1.2497, loss: 1.2497 2023-12-30 04:56:42,102 - pyskl - INFO - Epoch [42][1300/1970] lr: 4.107e-02, eta: 13:51:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7241, top5_acc: 0.9253, loss_cls: 1.2274, loss: 1.2274 2023-12-30 04:57:05,033 - pyskl - INFO - Epoch [42][1400/1970] lr: 4.105e-02, eta: 13:50:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7441, top5_acc: 0.9394, loss_cls: 1.1352, loss: 1.1352 2023-12-30 04:57:27,986 - pyskl - INFO - Epoch [42][1500/1970] lr: 4.103e-02, eta: 13:50:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7084, top5_acc: 0.9306, loss_cls: 1.2464, loss: 1.2464 2023-12-30 04:57:51,015 - pyskl - INFO - Epoch [42][1600/1970] lr: 4.101e-02, eta: 13:49:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7134, top5_acc: 0.9297, loss_cls: 1.2272, loss: 1.2272 2023-12-30 04:58:14,013 - pyskl - INFO - Epoch [42][1700/1970] lr: 4.099e-02, eta: 13:49:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7266, top5_acc: 0.9297, loss_cls: 1.1978, loss: 1.1978 2023-12-30 04:58:36,988 - pyskl - INFO - Epoch [42][1800/1970] lr: 4.097e-02, eta: 13:49:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7116, top5_acc: 0.9275, loss_cls: 1.2578, loss: 1.2578 2023-12-30 04:58:59,997 - pyskl - INFO - Epoch [42][1900/1970] lr: 4.095e-02, eta: 13:48:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 1.2501, loss: 1.2501 2023-12-30 04:59:16,479 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-30 05:01:18,585 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:01:19,111 - pyskl - INFO - top1_acc 0.6405 top5_acc 0.9059 2023-12-30 05:01:19,133 - pyskl - INFO - Epoch(val) [42][1592] top1_acc: 0.6405, top5_acc: 0.9059 2023-12-30 05:02:03,891 - pyskl - INFO - Epoch [43][100/1970] lr: 4.092e-02, eta: 13:48:14, time: 0.447, data_time: 0.217, memory: 6499, top1_acc: 0.7209, top5_acc: 0.9309, loss_cls: 1.2126, loss: 1.2126 2023-12-30 05:02:26,823 - pyskl - INFO - Epoch [43][200/1970] lr: 4.089e-02, eta: 13:47:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7416, top5_acc: 0.9413, loss_cls: 1.1357, loss: 1.1357 2023-12-30 05:02:49,777 - pyskl - INFO - Epoch [43][300/1970] lr: 4.087e-02, eta: 13:47:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7228, top5_acc: 0.9256, loss_cls: 1.2262, loss: 1.2262 2023-12-30 05:03:12,733 - pyskl - INFO - Epoch [43][400/1970] lr: 4.085e-02, eta: 13:47:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 1.1766, loss: 1.1766 2023-12-30 05:03:35,686 - pyskl - INFO - Epoch [43][500/1970] lr: 4.083e-02, eta: 13:46:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7141, top5_acc: 0.9309, loss_cls: 1.2389, loss: 1.2389 2023-12-30 05:03:58,787 - pyskl - INFO - Epoch [43][600/1970] lr: 4.081e-02, eta: 13:46:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7303, top5_acc: 0.9363, loss_cls: 1.1886, loss: 1.1886 2023-12-30 05:04:21,815 - pyskl - INFO - Epoch [43][700/1970] lr: 4.079e-02, eta: 13:45:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9284, loss_cls: 1.2293, loss: 1.2293 2023-12-30 05:04:44,830 - pyskl - INFO - Epoch [43][800/1970] lr: 4.077e-02, eta: 13:45:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7203, top5_acc: 0.9378, loss_cls: 1.1787, loss: 1.1787 2023-12-30 05:05:07,781 - pyskl - INFO - Epoch [43][900/1970] lr: 4.075e-02, eta: 13:44:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7334, top5_acc: 0.9313, loss_cls: 1.1877, loss: 1.1877 2023-12-30 05:05:30,854 - pyskl - INFO - Epoch [43][1000/1970] lr: 4.073e-02, eta: 13:44:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7234, top5_acc: 0.9378, loss_cls: 1.1951, loss: 1.1951 2023-12-30 05:05:53,844 - pyskl - INFO - Epoch [43][1100/1970] lr: 4.071e-02, eta: 13:44:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7172, top5_acc: 0.9287, loss_cls: 1.2305, loss: 1.2305 2023-12-30 05:06:16,779 - pyskl - INFO - Epoch [43][1200/1970] lr: 4.069e-02, eta: 13:43:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9353, loss_cls: 1.2089, loss: 1.2089 2023-12-30 05:06:39,772 - pyskl - INFO - Epoch [43][1300/1970] lr: 4.067e-02, eta: 13:43:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7259, top5_acc: 0.9363, loss_cls: 1.1903, loss: 1.1903 2023-12-30 05:07:02,816 - pyskl - INFO - Epoch [43][1400/1970] lr: 4.065e-02, eta: 13:42:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9266, loss_cls: 1.2366, loss: 1.2366 2023-12-30 05:07:25,839 - pyskl - INFO - Epoch [43][1500/1970] lr: 4.063e-02, eta: 13:42:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7122, top5_acc: 0.9222, loss_cls: 1.2527, loss: 1.2527 2023-12-30 05:07:48,887 - pyskl - INFO - Epoch [43][1600/1970] lr: 4.061e-02, eta: 13:42:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9287, loss_cls: 1.2334, loss: 1.2334 2023-12-30 05:08:11,887 - pyskl - INFO - Epoch [43][1700/1970] lr: 4.059e-02, eta: 13:41:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7141, top5_acc: 0.9281, loss_cls: 1.2355, loss: 1.2355 2023-12-30 05:08:34,877 - pyskl - INFO - Epoch [43][1800/1970] lr: 4.056e-02, eta: 13:41:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9334, loss_cls: 1.2393, loss: 1.2393 2023-12-30 05:08:57,893 - pyskl - INFO - Epoch [43][1900/1970] lr: 4.054e-02, eta: 13:40:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9309, loss_cls: 1.1942, loss: 1.1942 2023-12-30 05:09:14,459 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-30 05:11:15,971 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:11:16,454 - pyskl - INFO - top1_acc 0.6621 top5_acc 0.9145 2023-12-30 05:11:16,476 - pyskl - INFO - Epoch(val) [43][1592] top1_acc: 0.6621, top5_acc: 0.9145 2023-12-30 05:12:01,198 - pyskl - INFO - Epoch [44][100/1970] lr: 4.051e-02, eta: 13:40:29, time: 0.447, data_time: 0.215, memory: 6499, top1_acc: 0.7378, top5_acc: 0.9325, loss_cls: 1.1554, loss: 1.1554 2023-12-30 05:12:24,333 - pyskl - INFO - Epoch [44][200/1970] lr: 4.049e-02, eta: 13:40:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7253, top5_acc: 0.9425, loss_cls: 1.1581, loss: 1.1581 2023-12-30 05:12:47,422 - pyskl - INFO - Epoch [44][300/1970] lr: 4.047e-02, eta: 13:39:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9322, loss_cls: 1.1826, loss: 1.1826 2023-12-30 05:13:10,700 - pyskl - INFO - Epoch [44][400/1970] lr: 4.045e-02, eta: 13:39:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 1.1963, loss: 1.1963 2023-12-30 05:13:33,920 - pyskl - INFO - Epoch [44][500/1970] lr: 4.042e-02, eta: 13:38:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7228, top5_acc: 0.9306, loss_cls: 1.2251, loss: 1.2251 2023-12-30 05:13:57,095 - pyskl - INFO - Epoch [44][600/1970] lr: 4.040e-02, eta: 13:38:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7134, top5_acc: 0.9400, loss_cls: 1.2083, loss: 1.2083 2023-12-30 05:14:20,230 - pyskl - INFO - Epoch [44][700/1970] lr: 4.038e-02, eta: 13:38:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9272, loss_cls: 1.1917, loss: 1.1917 2023-12-30 05:14:43,364 - pyskl - INFO - Epoch [44][800/1970] lr: 4.036e-02, eta: 13:37:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7159, top5_acc: 0.9313, loss_cls: 1.2357, loss: 1.2357 2023-12-30 05:15:06,560 - pyskl - INFO - Epoch [44][900/1970] lr: 4.034e-02, eta: 13:37:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7328, top5_acc: 0.9322, loss_cls: 1.1996, loss: 1.1996 2023-12-30 05:15:29,687 - pyskl - INFO - Epoch [44][1000/1970] lr: 4.032e-02, eta: 13:36:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7228, top5_acc: 0.9403, loss_cls: 1.2104, loss: 1.2104 2023-12-30 05:15:52,862 - pyskl - INFO - Epoch [44][1100/1970] lr: 4.030e-02, eta: 13:36:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 1.2047, loss: 1.2047 2023-12-30 05:16:16,051 - pyskl - INFO - Epoch [44][1200/1970] lr: 4.028e-02, eta: 13:36:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 1.2090, loss: 1.2090 2023-12-30 05:16:39,285 - pyskl - INFO - Epoch [44][1300/1970] lr: 4.026e-02, eta: 13:35:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7097, top5_acc: 0.9272, loss_cls: 1.2771, loss: 1.2771 2023-12-30 05:17:02,458 - pyskl - INFO - Epoch [44][1400/1970] lr: 4.024e-02, eta: 13:35:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7203, top5_acc: 0.9263, loss_cls: 1.2246, loss: 1.2246 2023-12-30 05:17:25,666 - pyskl - INFO - Epoch [44][1500/1970] lr: 4.021e-02, eta: 13:34:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7397, top5_acc: 0.9347, loss_cls: 1.1471, loss: 1.1471 2023-12-30 05:17:48,749 - pyskl - INFO - Epoch [44][1600/1970] lr: 4.019e-02, eta: 13:34:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7234, top5_acc: 0.9334, loss_cls: 1.2153, loss: 1.2153 2023-12-30 05:18:11,865 - pyskl - INFO - Epoch [44][1700/1970] lr: 4.017e-02, eta: 13:34:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9337, loss_cls: 1.2651, loss: 1.2651 2023-12-30 05:18:35,070 - pyskl - INFO - Epoch [44][1800/1970] lr: 4.015e-02, eta: 13:33:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9241, loss_cls: 1.2568, loss: 1.2568 2023-12-30 05:18:58,212 - pyskl - INFO - Epoch [44][1900/1970] lr: 4.013e-02, eta: 13:33:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9303, loss_cls: 1.2225, loss: 1.2225 2023-12-30 05:19:14,836 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-30 05:21:16,576 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:21:17,105 - pyskl - INFO - top1_acc 0.6533 top5_acc 0.9029 2023-12-30 05:21:17,127 - pyskl - INFO - Epoch(val) [44][1592] top1_acc: 0.6533, top5_acc: 0.9029 2023-12-30 05:22:02,438 - pyskl - INFO - Epoch [45][100/1970] lr: 4.009e-02, eta: 13:32:54, time: 0.453, data_time: 0.220, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 1.2230, loss: 1.2230 2023-12-30 05:22:25,694 - pyskl - INFO - Epoch [45][200/1970] lr: 4.007e-02, eta: 13:32:30, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7128, top5_acc: 0.9353, loss_cls: 1.2058, loss: 1.2058 2023-12-30 05:22:48,863 - pyskl - INFO - Epoch [45][300/1970] lr: 4.005e-02, eta: 13:32:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9391, loss_cls: 1.1420, loss: 1.1420 2023-12-30 05:23:12,044 - pyskl - INFO - Epoch [45][400/1970] lr: 4.003e-02, eta: 13:31:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7178, top5_acc: 0.9275, loss_cls: 1.2360, loss: 1.2360 2023-12-30 05:23:35,126 - pyskl - INFO - Epoch [45][500/1970] lr: 4.001e-02, eta: 13:31:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7334, top5_acc: 0.9331, loss_cls: 1.1806, loss: 1.1806 2023-12-30 05:23:58,225 - pyskl - INFO - Epoch [45][600/1970] lr: 3.999e-02, eta: 13:30:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7253, top5_acc: 0.9281, loss_cls: 1.2188, loss: 1.2188 2023-12-30 05:24:21,332 - pyskl - INFO - Epoch [45][700/1970] lr: 3.997e-02, eta: 13:30:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9378, loss_cls: 1.1188, loss: 1.1188 2023-12-30 05:24:44,472 - pyskl - INFO - Epoch [45][800/1970] lr: 3.995e-02, eta: 13:30:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9278, loss_cls: 1.2143, loss: 1.2143 2023-12-30 05:25:07,665 - pyskl - INFO - Epoch [45][900/1970] lr: 3.992e-02, eta: 13:29:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9278, loss_cls: 1.2395, loss: 1.2395 2023-12-30 05:25:30,765 - pyskl - INFO - Epoch [45][1000/1970] lr: 3.990e-02, eta: 13:29:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7328, top5_acc: 0.9372, loss_cls: 1.1690, loss: 1.1690 2023-12-30 05:25:53,867 - pyskl - INFO - Epoch [45][1100/1970] lr: 3.988e-02, eta: 13:28:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7197, top5_acc: 0.9319, loss_cls: 1.2305, loss: 1.2305 2023-12-30 05:26:16,959 - pyskl - INFO - Epoch [45][1200/1970] lr: 3.986e-02, eta: 13:28:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7191, top5_acc: 0.9347, loss_cls: 1.2061, loss: 1.2061 2023-12-30 05:26:40,108 - pyskl - INFO - Epoch [45][1300/1970] lr: 3.984e-02, eta: 13:28:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.1349, loss: 1.1349 2023-12-30 05:27:03,244 - pyskl - INFO - Epoch [45][1400/1970] lr: 3.982e-02, eta: 13:27:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7347, top5_acc: 0.9328, loss_cls: 1.1852, loss: 1.1852 2023-12-30 05:27:26,481 - pyskl - INFO - Epoch [45][1500/1970] lr: 3.980e-02, eta: 13:27:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7059, top5_acc: 0.9216, loss_cls: 1.2943, loss: 1.2943 2023-12-30 05:27:49,707 - pyskl - INFO - Epoch [45][1600/1970] lr: 3.977e-02, eta: 13:26:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7172, top5_acc: 0.9337, loss_cls: 1.2323, loss: 1.2323 2023-12-30 05:28:12,948 - pyskl - INFO - Epoch [45][1700/1970] lr: 3.975e-02, eta: 13:26:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7159, top5_acc: 0.9281, loss_cls: 1.2457, loss: 1.2457 2023-12-30 05:28:36,022 - pyskl - INFO - Epoch [45][1800/1970] lr: 3.973e-02, eta: 13:26:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7197, top5_acc: 0.9356, loss_cls: 1.1980, loss: 1.1980 2023-12-30 05:28:59,173 - pyskl - INFO - Epoch [45][1900/1970] lr: 3.971e-02, eta: 13:25:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9300, loss_cls: 1.1936, loss: 1.1936 2023-12-30 05:29:15,837 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-30 05:31:17,493 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:31:17,984 - pyskl - INFO - top1_acc 0.5177 top5_acc 0.7831 2023-12-30 05:31:18,004 - pyskl - INFO - Epoch(val) [45][1592] top1_acc: 0.5177, top5_acc: 0.7831 2023-12-30 05:32:02,520 - pyskl - INFO - Epoch [46][100/1970] lr: 3.967e-02, eta: 13:25:16, time: 0.445, data_time: 0.214, memory: 6499, top1_acc: 0.7197, top5_acc: 0.9359, loss_cls: 1.2001, loss: 1.2001 2023-12-30 05:32:25,662 - pyskl - INFO - Epoch [46][200/1970] lr: 3.965e-02, eta: 13:24:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7228, top5_acc: 0.9272, loss_cls: 1.2264, loss: 1.2264 2023-12-30 05:32:48,767 - pyskl - INFO - Epoch [46][300/1970] lr: 3.963e-02, eta: 13:24:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7509, top5_acc: 0.9403, loss_cls: 1.0928, loss: 1.0928 2023-12-30 05:33:11,902 - pyskl - INFO - Epoch [46][400/1970] lr: 3.961e-02, eta: 13:24:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 1.1764, loss: 1.1764 2023-12-30 05:33:35,024 - pyskl - INFO - Epoch [46][500/1970] lr: 3.959e-02, eta: 13:23:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7341, top5_acc: 0.9394, loss_cls: 1.1417, loss: 1.1417 2023-12-30 05:33:58,095 - pyskl - INFO - Epoch [46][600/1970] lr: 3.957e-02, eta: 13:23:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9250, loss_cls: 1.2336, loss: 1.2336 2023-12-30 05:34:21,242 - pyskl - INFO - Epoch [46][700/1970] lr: 3.954e-02, eta: 13:22:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7103, top5_acc: 0.9372, loss_cls: 1.2287, loss: 1.2287 2023-12-30 05:34:44,375 - pyskl - INFO - Epoch [46][800/1970] lr: 3.952e-02, eta: 13:22:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9284, loss_cls: 1.2101, loss: 1.2101 2023-12-30 05:35:07,457 - pyskl - INFO - Epoch [46][900/1970] lr: 3.950e-02, eta: 13:22:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9363, loss_cls: 1.2044, loss: 1.2044 2023-12-30 05:35:30,510 - pyskl - INFO - Epoch [46][1000/1970] lr: 3.948e-02, eta: 13:21:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9369, loss_cls: 1.1806, loss: 1.1806 2023-12-30 05:35:53,565 - pyskl - INFO - Epoch [46][1100/1970] lr: 3.946e-02, eta: 13:21:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 1.2501, loss: 1.2501 2023-12-30 05:36:16,653 - pyskl - INFO - Epoch [46][1200/1970] lr: 3.944e-02, eta: 13:20:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7234, top5_acc: 0.9347, loss_cls: 1.2082, loss: 1.2082 2023-12-30 05:36:39,774 - pyskl - INFO - Epoch [46][1300/1970] lr: 3.941e-02, eta: 13:20:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7372, top5_acc: 0.9378, loss_cls: 1.1453, loss: 1.1453 2023-12-30 05:37:02,840 - pyskl - INFO - Epoch [46][1400/1970] lr: 3.939e-02, eta: 13:20:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7141, top5_acc: 0.9331, loss_cls: 1.2083, loss: 1.2083 2023-12-30 05:37:26,007 - pyskl - INFO - Epoch [46][1500/1970] lr: 3.937e-02, eta: 13:19:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9325, loss_cls: 1.1998, loss: 1.1998 2023-12-30 05:37:49,160 - pyskl - INFO - Epoch [46][1600/1970] lr: 3.935e-02, eta: 13:19:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 1.1972, loss: 1.1972 2023-12-30 05:38:12,514 - pyskl - INFO - Epoch [46][1700/1970] lr: 3.933e-02, eta: 13:18:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9234, loss_cls: 1.2523, loss: 1.2523 2023-12-30 05:38:35,696 - pyskl - INFO - Epoch [46][1800/1970] lr: 3.931e-02, eta: 13:18:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7259, top5_acc: 0.9375, loss_cls: 1.1746, loss: 1.1746 2023-12-30 05:38:58,853 - pyskl - INFO - Epoch [46][1900/1970] lr: 3.928e-02, eta: 13:18:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7341, top5_acc: 0.9369, loss_cls: 1.1743, loss: 1.1743 2023-12-30 05:39:15,503 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-30 05:41:17,992 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:41:18,682 - pyskl - INFO - top1_acc 0.6766 top5_acc 0.9180 2023-12-30 05:41:18,704 - pyskl - INFO - Epoch(val) [46][1592] top1_acc: 0.6766, top5_acc: 0.9180 2023-12-30 05:42:04,125 - pyskl - INFO - Epoch [47][100/1970] lr: 3.925e-02, eta: 13:17:38, time: 0.454, data_time: 0.223, memory: 6499, top1_acc: 0.7166, top5_acc: 0.9369, loss_cls: 1.2084, loss: 1.2084 2023-12-30 05:42:27,144 - pyskl - INFO - Epoch [47][200/1970] lr: 3.922e-02, eta: 13:17:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9400, loss_cls: 1.1155, loss: 1.1155 2023-12-30 05:42:50,146 - pyskl - INFO - Epoch [47][300/1970] lr: 3.920e-02, eta: 13:16:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 1.1396, loss: 1.1396 2023-12-30 05:43:13,102 - pyskl - INFO - Epoch [47][400/1970] lr: 3.918e-02, eta: 13:16:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7334, top5_acc: 0.9269, loss_cls: 1.1810, loss: 1.1810 2023-12-30 05:43:36,174 - pyskl - INFO - Epoch [47][500/1970] lr: 3.916e-02, eta: 13:16:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9300, loss_cls: 1.1874, loss: 1.1874 2023-12-30 05:43:59,212 - pyskl - INFO - Epoch [47][600/1970] lr: 3.914e-02, eta: 13:15:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7297, top5_acc: 0.9378, loss_cls: 1.1526, loss: 1.1526 2023-12-30 05:44:22,318 - pyskl - INFO - Epoch [47][700/1970] lr: 3.911e-02, eta: 13:15:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7241, top5_acc: 0.9306, loss_cls: 1.2061, loss: 1.2061 2023-12-30 05:44:45,401 - pyskl - INFO - Epoch [47][800/1970] lr: 3.909e-02, eta: 13:14:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9266, loss_cls: 1.2028, loss: 1.2028 2023-12-30 05:45:08,589 - pyskl - INFO - Epoch [47][900/1970] lr: 3.907e-02, eta: 13:14:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9359, loss_cls: 1.1861, loss: 1.1861 2023-12-30 05:45:31,816 - pyskl - INFO - Epoch [47][1000/1970] lr: 3.905e-02, eta: 13:14:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9294, loss_cls: 1.2115, loss: 1.2115 2023-12-30 05:45:55,019 - pyskl - INFO - Epoch [47][1100/1970] lr: 3.903e-02, eta: 13:13:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7172, top5_acc: 0.9400, loss_cls: 1.1861, loss: 1.1861 2023-12-30 05:46:18,055 - pyskl - INFO - Epoch [47][1200/1970] lr: 3.901e-02, eta: 13:13:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 1.1513, loss: 1.1513 2023-12-30 05:46:41,042 - pyskl - INFO - Epoch [47][1300/1970] lr: 3.898e-02, eta: 13:12:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9228, loss_cls: 1.2284, loss: 1.2284 2023-12-30 05:47:04,017 - pyskl - INFO - Epoch [47][1400/1970] lr: 3.896e-02, eta: 13:12:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9328, loss_cls: 1.1792, loss: 1.1792 2023-12-30 05:47:27,052 - pyskl - INFO - Epoch [47][1500/1970] lr: 3.894e-02, eta: 13:12:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7372, top5_acc: 0.9306, loss_cls: 1.1630, loss: 1.1630 2023-12-30 05:47:50,002 - pyskl - INFO - Epoch [47][1600/1970] lr: 3.892e-02, eta: 13:11:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7278, top5_acc: 0.9381, loss_cls: 1.1735, loss: 1.1735 2023-12-30 05:48:12,950 - pyskl - INFO - Epoch [47][1700/1970] lr: 3.889e-02, eta: 13:11:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.1997, loss: 1.1997 2023-12-30 05:48:35,959 - pyskl - INFO - Epoch [47][1800/1970] lr: 3.887e-02, eta: 13:10:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7134, top5_acc: 0.9387, loss_cls: 1.2121, loss: 1.2121 2023-12-30 05:48:58,920 - pyskl - INFO - Epoch [47][1900/1970] lr: 3.885e-02, eta: 13:10:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9328, loss_cls: 1.2191, loss: 1.2191 2023-12-30 05:49:15,383 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-30 05:51:17,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 05:51:18,393 - pyskl - INFO - top1_acc 0.6657 top5_acc 0.9173 2023-12-30 05:51:18,412 - pyskl - INFO - Epoch(val) [47][1592] top1_acc: 0.6657, top5_acc: 0.9173 2023-12-30 05:52:03,180 - pyskl - INFO - Epoch [48][100/1970] lr: 3.881e-02, eta: 13:09:56, time: 0.448, data_time: 0.215, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9397, loss_cls: 1.1532, loss: 1.1532 2023-12-30 05:52:26,339 - pyskl - INFO - Epoch [48][200/1970] lr: 3.879e-02, eta: 13:09:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9387, loss_cls: 1.1469, loss: 1.1469 2023-12-30 05:52:49,516 - pyskl - INFO - Epoch [48][300/1970] lr: 3.877e-02, eta: 13:09:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7403, top5_acc: 0.9469, loss_cls: 1.1327, loss: 1.1327 2023-12-30 05:53:12,669 - pyskl - INFO - Epoch [48][400/1970] lr: 3.875e-02, eta: 13:08:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7297, top5_acc: 0.9397, loss_cls: 1.1421, loss: 1.1421 2023-12-30 05:53:35,659 - pyskl - INFO - Epoch [48][500/1970] lr: 3.872e-02, eta: 13:08:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7216, top5_acc: 0.9356, loss_cls: 1.1934, loss: 1.1934 2023-12-30 05:53:58,776 - pyskl - INFO - Epoch [48][600/1970] lr: 3.870e-02, eta: 13:07:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7372, top5_acc: 0.9400, loss_cls: 1.1594, loss: 1.1594 2023-12-30 05:54:21,736 - pyskl - INFO - Epoch [48][700/1970] lr: 3.868e-02, eta: 13:07:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9391, loss_cls: 1.1533, loss: 1.1533 2023-12-30 05:54:44,699 - pyskl - INFO - Epoch [48][800/1970] lr: 3.866e-02, eta: 13:07:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9331, loss_cls: 1.1884, loss: 1.1884 2023-12-30 05:55:07,707 - pyskl - INFO - Epoch [48][900/1970] lr: 3.864e-02, eta: 13:06:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 1.1793, loss: 1.1793 2023-12-30 05:55:30,854 - pyskl - INFO - Epoch [48][1000/1970] lr: 3.861e-02, eta: 13:06:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 1.1982, loss: 1.1982 2023-12-30 05:55:53,970 - pyskl - INFO - Epoch [48][1100/1970] lr: 3.859e-02, eta: 13:05:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 1.1685, loss: 1.1685 2023-12-30 05:56:17,133 - pyskl - INFO - Epoch [48][1200/1970] lr: 3.857e-02, eta: 13:05:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9337, loss_cls: 1.2132, loss: 1.2132 2023-12-30 05:56:40,320 - pyskl - INFO - Epoch [48][1300/1970] lr: 3.855e-02, eta: 13:05:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9400, loss_cls: 1.1542, loss: 1.1542 2023-12-30 05:57:03,424 - pyskl - INFO - Epoch [48][1400/1970] lr: 3.852e-02, eta: 13:04:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7234, top5_acc: 0.9331, loss_cls: 1.1692, loss: 1.1692 2023-12-30 05:57:26,503 - pyskl - INFO - Epoch [48][1500/1970] lr: 3.850e-02, eta: 13:04:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9297, loss_cls: 1.2715, loss: 1.2715 2023-12-30 05:57:49,585 - pyskl - INFO - Epoch [48][1600/1970] lr: 3.848e-02, eta: 13:03:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9384, loss_cls: 1.1660, loss: 1.1660 2023-12-30 05:58:12,706 - pyskl - INFO - Epoch [48][1700/1970] lr: 3.846e-02, eta: 13:03:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9397, loss_cls: 1.1590, loss: 1.1590 2023-12-30 05:58:35,815 - pyskl - INFO - Epoch [48][1800/1970] lr: 3.843e-02, eta: 13:03:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9356, loss_cls: 1.1798, loss: 1.1798 2023-12-30 05:58:58,896 - pyskl - INFO - Epoch [48][1900/1970] lr: 3.841e-02, eta: 13:02:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9297, loss_cls: 1.1881, loss: 1.1881 2023-12-30 05:59:15,498 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-30 06:01:17,609 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:01:18,105 - pyskl - INFO - top1_acc 0.6787 top5_acc 0.9184 2023-12-30 06:01:18,126 - pyskl - INFO - Epoch(val) [48][1592] top1_acc: 0.6787, top5_acc: 0.9184 2023-12-30 06:02:02,852 - pyskl - INFO - Epoch [49][100/1970] lr: 3.837e-02, eta: 13:02:16, time: 0.447, data_time: 0.216, memory: 6499, top1_acc: 0.7334, top5_acc: 0.9384, loss_cls: 1.1713, loss: 1.1713 2023-12-30 06:02:25,901 - pyskl - INFO - Epoch [49][200/1970] lr: 3.835e-02, eta: 13:01:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9369, loss_cls: 1.1516, loss: 1.1516 2023-12-30 06:02:48,991 - pyskl - INFO - Epoch [49][300/1970] lr: 3.833e-02, eta: 13:01:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.1254, loss: 1.1254 2023-12-30 06:03:12,232 - pyskl - INFO - Epoch [49][400/1970] lr: 3.831e-02, eta: 13:01:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9363, loss_cls: 1.1585, loss: 1.1585 2023-12-30 06:03:35,356 - pyskl - INFO - Epoch [49][500/1970] lr: 3.828e-02, eta: 13:00:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9363, loss_cls: 1.1614, loss: 1.1614 2023-12-30 06:03:58,536 - pyskl - INFO - Epoch [49][600/1970] lr: 3.826e-02, eta: 13:00:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 1.1721, loss: 1.1721 2023-12-30 06:04:21,639 - pyskl - INFO - Epoch [49][700/1970] lr: 3.824e-02, eta: 12:59:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7353, top5_acc: 0.9366, loss_cls: 1.1338, loss: 1.1338 2023-12-30 06:04:44,717 - pyskl - INFO - Epoch [49][800/1970] lr: 3.822e-02, eta: 12:59:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9416, loss_cls: 1.1483, loss: 1.1483 2023-12-30 06:05:07,853 - pyskl - INFO - Epoch [49][900/1970] lr: 3.819e-02, eta: 12:59:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7241, top5_acc: 0.9328, loss_cls: 1.1897, loss: 1.1897 2023-12-30 06:05:30,930 - pyskl - INFO - Epoch [49][1000/1970] lr: 3.817e-02, eta: 12:58:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9434, loss_cls: 1.1304, loss: 1.1304 2023-12-30 06:05:53,969 - pyskl - INFO - Epoch [49][1100/1970] lr: 3.815e-02, eta: 12:58:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7241, top5_acc: 0.9344, loss_cls: 1.2240, loss: 1.2240 2023-12-30 06:06:17,096 - pyskl - INFO - Epoch [49][1200/1970] lr: 3.813e-02, eta: 12:57:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7297, top5_acc: 0.9369, loss_cls: 1.1645, loss: 1.1645 2023-12-30 06:06:40,221 - pyskl - INFO - Epoch [49][1300/1970] lr: 3.810e-02, eta: 12:57:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7009, top5_acc: 0.9237, loss_cls: 1.2630, loss: 1.2630 2023-12-30 06:07:03,200 - pyskl - INFO - Epoch [49][1400/1970] lr: 3.808e-02, eta: 12:57:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9384, loss_cls: 1.1887, loss: 1.1887 2023-12-30 06:07:26,167 - pyskl - INFO - Epoch [49][1500/1970] lr: 3.806e-02, eta: 12:56:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7266, top5_acc: 0.9278, loss_cls: 1.2042, loss: 1.2042 2023-12-30 06:07:49,103 - pyskl - INFO - Epoch [49][1600/1970] lr: 3.803e-02, eta: 12:56:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7097, top5_acc: 0.9266, loss_cls: 1.2683, loss: 1.2683 2023-12-30 06:08:12,061 - pyskl - INFO - Epoch [49][1700/1970] lr: 3.801e-02, eta: 12:55:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7316, top5_acc: 0.9406, loss_cls: 1.1511, loss: 1.1511 2023-12-30 06:08:35,165 - pyskl - INFO - Epoch [49][1800/1970] lr: 3.799e-02, eta: 12:55:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 1.1191, loss: 1.1191 2023-12-30 06:08:58,154 - pyskl - INFO - Epoch [49][1900/1970] lr: 3.797e-02, eta: 12:55:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9259, loss_cls: 1.1995, loss: 1.1995 2023-12-30 06:09:14,740 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-30 06:11:16,777 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:11:17,259 - pyskl - INFO - top1_acc 0.6190 top5_acc 0.8795 2023-12-30 06:11:17,278 - pyskl - INFO - Epoch(val) [49][1592] top1_acc: 0.6190, top5_acc: 0.8795 2023-12-30 06:12:02,022 - pyskl - INFO - Epoch [50][100/1970] lr: 3.793e-02, eta: 12:54:35, time: 0.447, data_time: 0.216, memory: 6499, top1_acc: 0.7491, top5_acc: 0.9375, loss_cls: 1.1258, loss: 1.1258 2023-12-30 06:12:25,175 - pyskl - INFO - Epoch [50][200/1970] lr: 3.791e-02, eta: 12:54:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7341, top5_acc: 0.9387, loss_cls: 1.1693, loss: 1.1693 2023-12-30 06:12:48,232 - pyskl - INFO - Epoch [50][300/1970] lr: 3.788e-02, eta: 12:53:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7403, top5_acc: 0.9428, loss_cls: 1.1316, loss: 1.1316 2023-12-30 06:13:11,304 - pyskl - INFO - Epoch [50][400/1970] lr: 3.786e-02, eta: 12:53:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7241, top5_acc: 0.9334, loss_cls: 1.1839, loss: 1.1839 2023-12-30 06:13:34,275 - pyskl - INFO - Epoch [50][500/1970] lr: 3.784e-02, eta: 12:52:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9391, loss_cls: 1.1573, loss: 1.1573 2023-12-30 06:13:57,308 - pyskl - INFO - Epoch [50][600/1970] lr: 3.781e-02, eta: 12:52:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7316, top5_acc: 0.9347, loss_cls: 1.1756, loss: 1.1756 2023-12-30 06:14:20,326 - pyskl - INFO - Epoch [50][700/1970] lr: 3.779e-02, eta: 12:52:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7303, top5_acc: 0.9384, loss_cls: 1.1690, loss: 1.1690 2023-12-30 06:14:43,338 - pyskl - INFO - Epoch [50][800/1970] lr: 3.777e-02, eta: 12:51:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9334, loss_cls: 1.1652, loss: 1.1652 2023-12-30 06:15:06,342 - pyskl - INFO - Epoch [50][900/1970] lr: 3.775e-02, eta: 12:51:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7234, top5_acc: 0.9341, loss_cls: 1.1954, loss: 1.1954 2023-12-30 06:15:29,366 - pyskl - INFO - Epoch [50][1000/1970] lr: 3.772e-02, eta: 12:50:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7253, top5_acc: 0.9344, loss_cls: 1.2068, loss: 1.2068 2023-12-30 06:15:52,432 - pyskl - INFO - Epoch [50][1100/1970] lr: 3.770e-02, eta: 12:50:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7284, top5_acc: 0.9409, loss_cls: 1.1428, loss: 1.1428 2023-12-30 06:16:15,451 - pyskl - INFO - Epoch [50][1200/1970] lr: 3.768e-02, eta: 12:50:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9356, loss_cls: 1.1692, loss: 1.1692 2023-12-30 06:16:38,496 - pyskl - INFO - Epoch [50][1300/1970] lr: 3.765e-02, eta: 12:49:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7253, top5_acc: 0.9375, loss_cls: 1.1965, loss: 1.1965 2023-12-30 06:17:01,588 - pyskl - INFO - Epoch [50][1400/1970] lr: 3.763e-02, eta: 12:49:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7328, top5_acc: 0.9341, loss_cls: 1.1737, loss: 1.1737 2023-12-30 06:17:24,652 - pyskl - INFO - Epoch [50][1500/1970] lr: 3.761e-02, eta: 12:48:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 1.1993, loss: 1.1993 2023-12-30 06:17:47,638 - pyskl - INFO - Epoch [50][1600/1970] lr: 3.759e-02, eta: 12:48:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9353, loss_cls: 1.1697, loss: 1.1697 2023-12-30 06:18:10,693 - pyskl - INFO - Epoch [50][1700/1970] lr: 3.756e-02, eta: 12:48:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7441, top5_acc: 0.9350, loss_cls: 1.1279, loss: 1.1279 2023-12-30 06:18:33,960 - pyskl - INFO - Epoch [50][1800/1970] lr: 3.754e-02, eta: 12:47:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7416, top5_acc: 0.9447, loss_cls: 1.1193, loss: 1.1193 2023-12-30 06:18:57,127 - pyskl - INFO - Epoch [50][1900/1970] lr: 3.752e-02, eta: 12:47:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7378, top5_acc: 0.9409, loss_cls: 1.1261, loss: 1.1261 2023-12-30 06:19:13,722 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-30 06:21:16,114 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:21:16,650 - pyskl - INFO - top1_acc 0.6792 top5_acc 0.9212 2023-12-30 06:21:16,669 - pyskl - INFO - Epoch(val) [50][1592] top1_acc: 0.6792, top5_acc: 0.9212 2023-12-30 06:22:01,981 - pyskl - INFO - Epoch [51][100/1970] lr: 3.748e-02, eta: 12:46:54, time: 0.453, data_time: 0.221, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.1003, loss: 1.1003 2023-12-30 06:22:25,134 - pyskl - INFO - Epoch [51][200/1970] lr: 3.745e-02, eta: 12:46:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7316, top5_acc: 0.9344, loss_cls: 1.1619, loss: 1.1619 2023-12-30 06:22:48,444 - pyskl - INFO - Epoch [51][300/1970] lr: 3.743e-02, eta: 12:46:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 1.1454, loss: 1.1454 2023-12-30 06:23:11,651 - pyskl - INFO - Epoch [51][400/1970] lr: 3.741e-02, eta: 12:45:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7409, top5_acc: 0.9387, loss_cls: 1.1509, loss: 1.1509 2023-12-30 06:23:35,037 - pyskl - INFO - Epoch [51][500/1970] lr: 3.738e-02, eta: 12:45:20, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.2072, loss: 1.2072 2023-12-30 06:23:58,312 - pyskl - INFO - Epoch [51][600/1970] lr: 3.736e-02, eta: 12:44:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9422, loss_cls: 1.0955, loss: 1.0955 2023-12-30 06:24:21,542 - pyskl - INFO - Epoch [51][700/1970] lr: 3.734e-02, eta: 12:44:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9331, loss_cls: 1.1764, loss: 1.1764 2023-12-30 06:24:44,785 - pyskl - INFO - Epoch [51][800/1970] lr: 3.732e-02, eta: 12:44:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9372, loss_cls: 1.1521, loss: 1.1521 2023-12-30 06:25:08,007 - pyskl - INFO - Epoch [51][900/1970] lr: 3.729e-02, eta: 12:43:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9363, loss_cls: 1.1776, loss: 1.1776 2023-12-30 06:25:31,216 - pyskl - INFO - Epoch [51][1000/1970] lr: 3.727e-02, eta: 12:43:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 1.0789, loss: 1.0789 2023-12-30 06:25:54,310 - pyskl - INFO - Epoch [51][1100/1970] lr: 3.725e-02, eta: 12:42:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9272, loss_cls: 1.2128, loss: 1.2128 2023-12-30 06:26:17,369 - pyskl - INFO - Epoch [51][1200/1970] lr: 3.722e-02, eta: 12:42:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 1.1550, loss: 1.1550 2023-12-30 06:26:40,551 - pyskl - INFO - Epoch [51][1300/1970] lr: 3.720e-02, eta: 12:42:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9456, loss_cls: 1.1255, loss: 1.1255 2023-12-30 06:27:03,692 - pyskl - INFO - Epoch [51][1400/1970] lr: 3.718e-02, eta: 12:41:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7116, top5_acc: 0.9316, loss_cls: 1.2014, loss: 1.2014 2023-12-30 06:27:26,852 - pyskl - INFO - Epoch [51][1500/1970] lr: 3.715e-02, eta: 12:41:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9378, loss_cls: 1.1633, loss: 1.1633 2023-12-30 06:27:49,970 - pyskl - INFO - Epoch [51][1600/1970] lr: 3.713e-02, eta: 12:40:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7266, top5_acc: 0.9313, loss_cls: 1.1892, loss: 1.1892 2023-12-30 06:28:13,025 - pyskl - INFO - Epoch [51][1700/1970] lr: 3.711e-02, eta: 12:40:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9347, loss_cls: 1.1658, loss: 1.1658 2023-12-30 06:28:36,086 - pyskl - INFO - Epoch [51][1800/1970] lr: 3.708e-02, eta: 12:40:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9434, loss_cls: 1.1604, loss: 1.1604 2023-12-30 06:28:59,164 - pyskl - INFO - Epoch [51][1900/1970] lr: 3.706e-02, eta: 12:39:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9347, loss_cls: 1.1595, loss: 1.1595 2023-12-30 06:29:15,744 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-30 06:32:16,633 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:32:17,106 - pyskl - INFO - top1_acc 0.6551 top5_acc 0.9092 2023-12-30 06:32:17,125 - pyskl - INFO - Epoch(val) [51][1592] top1_acc: 0.6551, top5_acc: 0.9092 2023-12-30 06:33:02,673 - pyskl - INFO - Epoch [52][100/1970] lr: 3.702e-02, eta: 12:39:18, time: 0.455, data_time: 0.226, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 1.1281, loss: 1.1281 2023-12-30 06:33:25,672 - pyskl - INFO - Epoch [52][200/1970] lr: 3.700e-02, eta: 12:38:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9422, loss_cls: 1.1030, loss: 1.1030 2023-12-30 06:33:48,679 - pyskl - INFO - Epoch [52][300/1970] lr: 3.697e-02, eta: 12:38:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9391, loss_cls: 1.1337, loss: 1.1337 2023-12-30 06:34:11,690 - pyskl - INFO - Epoch [52][400/1970] lr: 3.695e-02, eta: 12:38:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 1.1401, loss: 1.1401 2023-12-30 06:34:34,741 - pyskl - INFO - Epoch [52][500/1970] lr: 3.693e-02, eta: 12:37:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9397, loss_cls: 1.1304, loss: 1.1304 2023-12-30 06:34:57,772 - pyskl - INFO - Epoch [52][600/1970] lr: 3.690e-02, eta: 12:37:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9369, loss_cls: 1.1401, loss: 1.1401 2023-12-30 06:35:20,811 - pyskl - INFO - Epoch [52][700/1970] lr: 3.688e-02, eta: 12:36:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9322, loss_cls: 1.1493, loss: 1.1493 2023-12-30 06:35:44,029 - pyskl - INFO - Epoch [52][800/1970] lr: 3.686e-02, eta: 12:36:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7222, top5_acc: 0.9406, loss_cls: 1.1716, loss: 1.1716 2023-12-30 06:36:07,187 - pyskl - INFO - Epoch [52][900/1970] lr: 3.683e-02, eta: 12:36:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7372, top5_acc: 0.9334, loss_cls: 1.1709, loss: 1.1709 2023-12-30 06:36:30,418 - pyskl - INFO - Epoch [52][1000/1970] lr: 3.681e-02, eta: 12:35:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7484, top5_acc: 0.9384, loss_cls: 1.0964, loss: 1.0964 2023-12-30 06:36:53,663 - pyskl - INFO - Epoch [52][1100/1970] lr: 3.679e-02, eta: 12:35:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9375, loss_cls: 1.1505, loss: 1.1505 2023-12-30 06:37:16,775 - pyskl - INFO - Epoch [52][1200/1970] lr: 3.676e-02, eta: 12:34:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9372, loss_cls: 1.1282, loss: 1.1282 2023-12-30 06:37:39,842 - pyskl - INFO - Epoch [52][1300/1970] lr: 3.674e-02, eta: 12:34:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7184, top5_acc: 0.9306, loss_cls: 1.2174, loss: 1.2174 2023-12-30 06:38:02,953 - pyskl - INFO - Epoch [52][1400/1970] lr: 3.672e-02, eta: 12:34:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9322, loss_cls: 1.1730, loss: 1.1730 2023-12-30 06:38:26,104 - pyskl - INFO - Epoch [52][1500/1970] lr: 3.669e-02, eta: 12:33:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9347, loss_cls: 1.1476, loss: 1.1476 2023-12-30 06:38:49,177 - pyskl - INFO - Epoch [52][1600/1970] lr: 3.667e-02, eta: 12:33:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 1.2059, loss: 1.2059 2023-12-30 06:39:12,398 - pyskl - INFO - Epoch [52][1700/1970] lr: 3.665e-02, eta: 12:32:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9428, loss_cls: 1.1253, loss: 1.1253 2023-12-30 06:39:35,508 - pyskl - INFO - Epoch [52][1800/1970] lr: 3.662e-02, eta: 12:32:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7284, top5_acc: 0.9350, loss_cls: 1.1995, loss: 1.1995 2023-12-30 06:39:58,547 - pyskl - INFO - Epoch [52][1900/1970] lr: 3.660e-02, eta: 12:32:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9375, loss_cls: 1.1572, loss: 1.1572 2023-12-30 06:40:15,148 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-30 06:42:16,982 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:42:17,473 - pyskl - INFO - top1_acc 0.6560 top5_acc 0.9142 2023-12-30 06:42:17,494 - pyskl - INFO - Epoch(val) [52][1592] top1_acc: 0.6560, top5_acc: 0.9142 2023-12-30 06:43:01,857 - pyskl - INFO - Epoch [53][100/1970] lr: 3.656e-02, eta: 12:31:38, time: 0.444, data_time: 0.213, memory: 6499, top1_acc: 0.7259, top5_acc: 0.9419, loss_cls: 1.1779, loss: 1.1779 2023-12-30 06:43:24,887 - pyskl - INFO - Epoch [53][200/1970] lr: 3.654e-02, eta: 12:31:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9444, loss_cls: 1.1205, loss: 1.1205 2023-12-30 06:43:48,057 - pyskl - INFO - Epoch [53][300/1970] lr: 3.651e-02, eta: 12:30:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9397, loss_cls: 1.1191, loss: 1.1191 2023-12-30 06:44:11,051 - pyskl - INFO - Epoch [53][400/1970] lr: 3.649e-02, eta: 12:30:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7216, top5_acc: 0.9306, loss_cls: 1.2056, loss: 1.2056 2023-12-30 06:44:34,051 - pyskl - INFO - Epoch [53][500/1970] lr: 3.646e-02, eta: 12:30:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 1.1131, loss: 1.1131 2023-12-30 06:44:57,239 - pyskl - INFO - Epoch [53][600/1970] lr: 3.644e-02, eta: 12:29:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7459, top5_acc: 0.9434, loss_cls: 1.0960, loss: 1.0960 2023-12-30 06:45:20,387 - pyskl - INFO - Epoch [53][700/1970] lr: 3.642e-02, eta: 12:29:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9466, loss_cls: 1.0991, loss: 1.0991 2023-12-30 06:45:43,512 - pyskl - INFO - Epoch [53][800/1970] lr: 3.639e-02, eta: 12:28:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9322, loss_cls: 1.1667, loss: 1.1667 2023-12-30 06:46:06,635 - pyskl - INFO - Epoch [53][900/1970] lr: 3.637e-02, eta: 12:28:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7478, top5_acc: 0.9400, loss_cls: 1.1349, loss: 1.1349 2023-12-30 06:46:29,662 - pyskl - INFO - Epoch [53][1000/1970] lr: 3.635e-02, eta: 12:28:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9453, loss_cls: 1.1187, loss: 1.1187 2023-12-30 06:46:52,687 - pyskl - INFO - Epoch [53][1100/1970] lr: 3.632e-02, eta: 12:27:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9303, loss_cls: 1.1759, loss: 1.1759 2023-12-30 06:47:15,699 - pyskl - INFO - Epoch [53][1200/1970] lr: 3.630e-02, eta: 12:27:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9372, loss_cls: 1.1618, loss: 1.1618 2023-12-30 06:47:38,724 - pyskl - INFO - Epoch [53][1300/1970] lr: 3.628e-02, eta: 12:26:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 1.1380, loss: 1.1380 2023-12-30 06:48:01,756 - pyskl - INFO - Epoch [53][1400/1970] lr: 3.625e-02, eta: 12:26:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 1.1128, loss: 1.1128 2023-12-30 06:48:24,832 - pyskl - INFO - Epoch [53][1500/1970] lr: 3.623e-02, eta: 12:26:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9428, loss_cls: 1.1240, loss: 1.1240 2023-12-30 06:48:47,964 - pyskl - INFO - Epoch [53][1600/1970] lr: 3.620e-02, eta: 12:25:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 1.1432, loss: 1.1432 2023-12-30 06:49:11,086 - pyskl - INFO - Epoch [53][1700/1970] lr: 3.618e-02, eta: 12:25:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9341, loss_cls: 1.1459, loss: 1.1459 2023-12-30 06:49:34,177 - pyskl - INFO - Epoch [53][1800/1970] lr: 3.616e-02, eta: 12:24:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9397, loss_cls: 1.1464, loss: 1.1464 2023-12-30 06:49:57,250 - pyskl - INFO - Epoch [53][1900/1970] lr: 3.613e-02, eta: 12:24:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9366, loss_cls: 1.1551, loss: 1.1551 2023-12-30 06:50:13,790 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-30 06:52:16,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 06:52:17,474 - pyskl - INFO - top1_acc 0.6523 top5_acc 0.8913 2023-12-30 06:52:17,495 - pyskl - INFO - Epoch(val) [53][1592] top1_acc: 0.6523, top5_acc: 0.8913 2023-12-30 06:53:02,393 - pyskl - INFO - Epoch [54][100/1970] lr: 3.609e-02, eta: 12:23:57, time: 0.449, data_time: 0.219, memory: 6499, top1_acc: 0.7253, top5_acc: 0.9363, loss_cls: 1.1624, loss: 1.1624 2023-12-30 06:53:25,346 - pyskl - INFO - Epoch [54][200/1970] lr: 3.607e-02, eta: 12:23:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9453, loss_cls: 1.0576, loss: 1.0576 2023-12-30 06:53:48,289 - pyskl - INFO - Epoch [54][300/1970] lr: 3.604e-02, eta: 12:23:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7584, top5_acc: 0.9425, loss_cls: 1.0899, loss: 1.0899 2023-12-30 06:54:11,240 - pyskl - INFO - Epoch [54][400/1970] lr: 3.602e-02, eta: 12:22:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.1493, loss: 1.1493 2023-12-30 06:54:34,168 - pyskl - INFO - Epoch [54][500/1970] lr: 3.600e-02, eta: 12:22:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9350, loss_cls: 1.1525, loss: 1.1525 2023-12-30 06:54:57,141 - pyskl - INFO - Epoch [54][600/1970] lr: 3.597e-02, eta: 12:21:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9441, loss_cls: 1.1032, loss: 1.1032 2023-12-30 06:55:20,125 - pyskl - INFO - Epoch [54][700/1970] lr: 3.595e-02, eta: 12:21:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 1.1409, loss: 1.1409 2023-12-30 06:55:43,112 - pyskl - INFO - Epoch [54][800/1970] lr: 3.593e-02, eta: 12:21:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7278, top5_acc: 0.9375, loss_cls: 1.1587, loss: 1.1587 2023-12-30 06:56:06,108 - pyskl - INFO - Epoch [54][900/1970] lr: 3.590e-02, eta: 12:20:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7397, top5_acc: 0.9356, loss_cls: 1.1511, loss: 1.1511 2023-12-30 06:56:29,109 - pyskl - INFO - Epoch [54][1000/1970] lr: 3.588e-02, eta: 12:20:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7634, top5_acc: 0.9450, loss_cls: 1.0669, loss: 1.0669 2023-12-30 06:56:52,111 - pyskl - INFO - Epoch [54][1100/1970] lr: 3.585e-02, eta: 12:19:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9381, loss_cls: 1.1329, loss: 1.1329 2023-12-30 06:57:15,150 - pyskl - INFO - Epoch [54][1200/1970] lr: 3.583e-02, eta: 12:19:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7291, top5_acc: 0.9413, loss_cls: 1.1593, loss: 1.1593 2023-12-30 06:57:38,176 - pyskl - INFO - Epoch [54][1300/1970] lr: 3.581e-02, eta: 12:19:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9347, loss_cls: 1.1537, loss: 1.1537 2023-12-30 06:58:01,220 - pyskl - INFO - Epoch [54][1400/1970] lr: 3.578e-02, eta: 12:18:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7441, top5_acc: 0.9366, loss_cls: 1.1226, loss: 1.1226 2023-12-30 06:58:24,367 - pyskl - INFO - Epoch [54][1500/1970] lr: 3.576e-02, eta: 12:18:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9406, loss_cls: 1.1616, loss: 1.1616 2023-12-30 06:58:47,410 - pyskl - INFO - Epoch [54][1600/1970] lr: 3.573e-02, eta: 12:17:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.1223, loss: 1.1223 2023-12-30 06:59:10,494 - pyskl - INFO - Epoch [54][1700/1970] lr: 3.571e-02, eta: 12:17:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9359, loss_cls: 1.1543, loss: 1.1543 2023-12-30 06:59:33,603 - pyskl - INFO - Epoch [54][1800/1970] lr: 3.569e-02, eta: 12:17:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9353, loss_cls: 1.1626, loss: 1.1626 2023-12-30 06:59:56,630 - pyskl - INFO - Epoch [54][1900/1970] lr: 3.566e-02, eta: 12:16:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9334, loss_cls: 1.1438, loss: 1.1438 2023-12-30 07:00:13,222 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-30 07:02:16,672 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:02:17,177 - pyskl - INFO - top1_acc 0.6816 top5_acc 0.9153 2023-12-30 07:02:17,196 - pyskl - INFO - Epoch(val) [54][1592] top1_acc: 0.6816, top5_acc: 0.9153 2023-12-30 07:03:01,853 - pyskl - INFO - Epoch [55][100/1970] lr: 3.562e-02, eta: 12:16:14, time: 0.446, data_time: 0.215, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9431, loss_cls: 1.0819, loss: 1.0819 2023-12-30 07:03:25,063 - pyskl - INFO - Epoch [55][200/1970] lr: 3.560e-02, eta: 12:15:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9350, loss_cls: 1.0954, loss: 1.0954 2023-12-30 07:03:48,303 - pyskl - INFO - Epoch [55][300/1970] lr: 3.557e-02, eta: 12:15:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7447, top5_acc: 0.9447, loss_cls: 1.0899, loss: 1.0899 2023-12-30 07:04:11,592 - pyskl - INFO - Epoch [55][400/1970] lr: 3.555e-02, eta: 12:15:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9397, loss_cls: 1.1201, loss: 1.1201 2023-12-30 07:04:34,813 - pyskl - INFO - Epoch [55][500/1970] lr: 3.552e-02, eta: 12:14:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 1.1382, loss: 1.1382 2023-12-30 07:04:57,987 - pyskl - INFO - Epoch [55][600/1970] lr: 3.550e-02, eta: 12:14:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.1584, loss: 1.1584 2023-12-30 07:05:21,160 - pyskl - INFO - Epoch [55][700/1970] lr: 3.548e-02, eta: 12:13:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7459, top5_acc: 0.9478, loss_cls: 1.0928, loss: 1.0928 2023-12-30 07:05:44,596 - pyskl - INFO - Epoch [55][800/1970] lr: 3.545e-02, eta: 12:13:29, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7359, top5_acc: 0.9303, loss_cls: 1.1762, loss: 1.1762 2023-12-30 07:06:07,733 - pyskl - INFO - Epoch [55][900/1970] lr: 3.543e-02, eta: 12:13:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7366, top5_acc: 0.9337, loss_cls: 1.1480, loss: 1.1480 2023-12-30 07:06:30,854 - pyskl - INFO - Epoch [55][1000/1970] lr: 3.540e-02, eta: 12:12:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9428, loss_cls: 1.1145, loss: 1.1145 2023-12-30 07:06:54,011 - pyskl - INFO - Epoch [55][1100/1970] lr: 3.538e-02, eta: 12:12:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7403, top5_acc: 0.9356, loss_cls: 1.1486, loss: 1.1486 2023-12-30 07:07:17,049 - pyskl - INFO - Epoch [55][1200/1970] lr: 3.536e-02, eta: 12:11:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7484, top5_acc: 0.9491, loss_cls: 1.0876, loss: 1.0876 2023-12-30 07:07:40,152 - pyskl - INFO - Epoch [55][1300/1970] lr: 3.533e-02, eta: 12:11:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7284, top5_acc: 0.9359, loss_cls: 1.1747, loss: 1.1747 2023-12-30 07:08:03,240 - pyskl - INFO - Epoch [55][1400/1970] lr: 3.531e-02, eta: 12:11:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9419, loss_cls: 1.1146, loss: 1.1146 2023-12-30 07:08:26,371 - pyskl - INFO - Epoch [55][1500/1970] lr: 3.528e-02, eta: 12:10:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7516, top5_acc: 0.9419, loss_cls: 1.0871, loss: 1.0871 2023-12-30 07:08:49,512 - pyskl - INFO - Epoch [55][1600/1970] lr: 3.526e-02, eta: 12:10:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9372, loss_cls: 1.1093, loss: 1.1093 2023-12-30 07:09:12,575 - pyskl - INFO - Epoch [55][1700/1970] lr: 3.523e-02, eta: 12:09:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9381, loss_cls: 1.1650, loss: 1.1650 2023-12-30 07:09:35,820 - pyskl - INFO - Epoch [55][1800/1970] lr: 3.521e-02, eta: 12:09:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7478, top5_acc: 0.9447, loss_cls: 1.0875, loss: 1.0875 2023-12-30 07:09:59,049 - pyskl - INFO - Epoch [55][1900/1970] lr: 3.519e-02, eta: 12:09:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 1.1411, loss: 1.1411 2023-12-30 07:10:15,721 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-30 07:12:18,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:12:19,024 - pyskl - INFO - top1_acc 0.6274 top5_acc 0.9062 2023-12-30 07:12:19,044 - pyskl - INFO - Epoch(val) [55][1592] top1_acc: 0.6274, top5_acc: 0.9062 2023-12-30 07:13:05,062 - pyskl - INFO - Epoch [56][100/1970] lr: 3.514e-02, eta: 12:08:38, time: 0.460, data_time: 0.228, memory: 6499, top1_acc: 0.7384, top5_acc: 0.9363, loss_cls: 1.1191, loss: 1.1191 2023-12-30 07:13:28,196 - pyskl - INFO - Epoch [56][200/1970] lr: 3.512e-02, eta: 12:08:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7528, top5_acc: 0.9447, loss_cls: 1.0747, loss: 1.0747 2023-12-30 07:13:51,286 - pyskl - INFO - Epoch [56][300/1970] lr: 3.510e-02, eta: 12:07:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9416, loss_cls: 1.1415, loss: 1.1415 2023-12-30 07:14:14,485 - pyskl - INFO - Epoch [56][400/1970] lr: 3.507e-02, eta: 12:07:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 1.1004, loss: 1.1004 2023-12-30 07:14:37,755 - pyskl - INFO - Epoch [56][500/1970] lr: 3.505e-02, eta: 12:07:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7441, top5_acc: 0.9369, loss_cls: 1.1188, loss: 1.1188 2023-12-30 07:15:01,037 - pyskl - INFO - Epoch [56][600/1970] lr: 3.502e-02, eta: 12:06:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7428, top5_acc: 0.9437, loss_cls: 1.1007, loss: 1.1007 2023-12-30 07:15:24,328 - pyskl - INFO - Epoch [56][700/1970] lr: 3.500e-02, eta: 12:06:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9397, loss_cls: 1.1045, loss: 1.1045 2023-12-30 07:15:47,509 - pyskl - INFO - Epoch [56][800/1970] lr: 3.497e-02, eta: 12:05:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9478, loss_cls: 1.0812, loss: 1.0812 2023-12-30 07:16:10,649 - pyskl - INFO - Epoch [56][900/1970] lr: 3.495e-02, eta: 12:05:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9406, loss_cls: 1.1305, loss: 1.1305 2023-12-30 07:16:33,795 - pyskl - INFO - Epoch [56][1000/1970] lr: 3.493e-02, eta: 12:05:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7584, top5_acc: 0.9447, loss_cls: 1.0620, loss: 1.0620 2023-12-30 07:16:57,026 - pyskl - INFO - Epoch [56][1100/1970] lr: 3.490e-02, eta: 12:04:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9375, loss_cls: 1.1586, loss: 1.1586 2023-12-30 07:17:20,288 - pyskl - INFO - Epoch [56][1200/1970] lr: 3.488e-02, eta: 12:04:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7366, top5_acc: 0.9353, loss_cls: 1.1388, loss: 1.1388 2023-12-30 07:17:43,521 - pyskl - INFO - Epoch [56][1300/1970] lr: 3.485e-02, eta: 12:03:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7353, top5_acc: 0.9350, loss_cls: 1.1538, loss: 1.1538 2023-12-30 07:18:06,737 - pyskl - INFO - Epoch [56][1400/1970] lr: 3.483e-02, eta: 12:03:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9450, loss_cls: 1.0732, loss: 1.0732 2023-12-30 07:18:29,931 - pyskl - INFO - Epoch [56][1500/1970] lr: 3.480e-02, eta: 12:03:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9372, loss_cls: 1.1633, loss: 1.1633 2023-12-30 07:18:53,110 - pyskl - INFO - Epoch [56][1600/1970] lr: 3.478e-02, eta: 12:02:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9372, loss_cls: 1.1435, loss: 1.1435 2023-12-30 07:19:16,228 - pyskl - INFO - Epoch [56][1700/1970] lr: 3.475e-02, eta: 12:02:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9359, loss_cls: 1.1723, loss: 1.1723 2023-12-30 07:19:39,363 - pyskl - INFO - Epoch [56][1800/1970] lr: 3.473e-02, eta: 12:01:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 1.1617, loss: 1.1617 2023-12-30 07:20:02,502 - pyskl - INFO - Epoch [56][1900/1970] lr: 3.471e-02, eta: 12:01:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 1.1444, loss: 1.1444 2023-12-30 07:20:19,134 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-30 07:22:20,570 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:22:21,056 - pyskl - INFO - top1_acc 0.6540 top5_acc 0.8893 2023-12-30 07:22:21,074 - pyskl - INFO - Epoch(val) [56][1592] top1_acc: 0.6540, top5_acc: 0.8893 2023-12-30 07:23:05,538 - pyskl - INFO - Epoch [57][100/1970] lr: 3.466e-02, eta: 12:01:00, time: 0.445, data_time: 0.213, memory: 6499, top1_acc: 0.7541, top5_acc: 0.9528, loss_cls: 1.0673, loss: 1.0673 2023-12-30 07:23:28,681 - pyskl - INFO - Epoch [57][200/1970] lr: 3.464e-02, eta: 12:00:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7447, top5_acc: 0.9375, loss_cls: 1.1241, loss: 1.1241 2023-12-30 07:23:51,869 - pyskl - INFO - Epoch [57][300/1970] lr: 3.461e-02, eta: 12:00:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7503, top5_acc: 0.9497, loss_cls: 1.0757, loss: 1.0757 2023-12-30 07:24:14,972 - pyskl - INFO - Epoch [57][400/1970] lr: 3.459e-02, eta: 11:59:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9363, loss_cls: 1.1461, loss: 1.1461 2023-12-30 07:24:38,219 - pyskl - INFO - Epoch [57][500/1970] lr: 3.457e-02, eta: 11:59:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7372, top5_acc: 0.9394, loss_cls: 1.1408, loss: 1.1408 2023-12-30 07:25:01,389 - pyskl - INFO - Epoch [57][600/1970] lr: 3.454e-02, eta: 11:59:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9375, loss_cls: 1.1327, loss: 1.1327 2023-12-30 07:25:24,664 - pyskl - INFO - Epoch [57][700/1970] lr: 3.452e-02, eta: 11:58:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7422, top5_acc: 0.9450, loss_cls: 1.0916, loss: 1.0916 2023-12-30 07:25:47,883 - pyskl - INFO - Epoch [57][800/1970] lr: 3.449e-02, eta: 11:58:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 1.1555, loss: 1.1555 2023-12-30 07:26:11,064 - pyskl - INFO - Epoch [57][900/1970] lr: 3.447e-02, eta: 11:57:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7509, top5_acc: 0.9409, loss_cls: 1.0865, loss: 1.0865 2023-12-30 07:26:34,196 - pyskl - INFO - Epoch [57][1000/1970] lr: 3.444e-02, eta: 11:57:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7534, top5_acc: 0.9416, loss_cls: 1.0701, loss: 1.0701 2023-12-30 07:26:57,340 - pyskl - INFO - Epoch [57][1100/1970] lr: 3.442e-02, eta: 11:57:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7459, top5_acc: 0.9416, loss_cls: 1.1170, loss: 1.1170 2023-12-30 07:27:20,605 - pyskl - INFO - Epoch [57][1200/1970] lr: 3.439e-02, eta: 11:56:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9472, loss_cls: 1.0851, loss: 1.0851 2023-12-30 07:27:43,770 - pyskl - INFO - Epoch [57][1300/1970] lr: 3.437e-02, eta: 11:56:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9337, loss_cls: 1.1570, loss: 1.1570 2023-12-30 07:28:06,941 - pyskl - INFO - Epoch [57][1400/1970] lr: 3.434e-02, eta: 11:55:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9428, loss_cls: 1.1075, loss: 1.1075 2023-12-30 07:28:30,120 - pyskl - INFO - Epoch [57][1500/1970] lr: 3.432e-02, eta: 11:55:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9441, loss_cls: 1.1135, loss: 1.1135 2023-12-30 07:28:53,309 - pyskl - INFO - Epoch [57][1600/1970] lr: 3.429e-02, eta: 11:55:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 1.1697, loss: 1.1697 2023-12-30 07:29:16,467 - pyskl - INFO - Epoch [57][1700/1970] lr: 3.427e-02, eta: 11:54:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7378, top5_acc: 0.9334, loss_cls: 1.1562, loss: 1.1562 2023-12-30 07:29:39,558 - pyskl - INFO - Epoch [57][1800/1970] lr: 3.425e-02, eta: 11:54:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9384, loss_cls: 1.1304, loss: 1.1304 2023-12-30 07:30:02,638 - pyskl - INFO - Epoch [57][1900/1970] lr: 3.422e-02, eta: 11:53:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.1233, loss: 1.1233 2023-12-30 07:30:19,404 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-30 07:32:21,071 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:32:21,728 - pyskl - INFO - top1_acc 0.6589 top5_acc 0.9137 2023-12-30 07:32:21,747 - pyskl - INFO - Epoch(val) [57][1592] top1_acc: 0.6589, top5_acc: 0.9137 2023-12-30 07:33:06,588 - pyskl - INFO - Epoch [58][100/1970] lr: 3.418e-02, eta: 11:53:22, time: 0.448, data_time: 0.217, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 1.0250, loss: 1.0250 2023-12-30 07:33:29,586 - pyskl - INFO - Epoch [58][200/1970] lr: 3.415e-02, eta: 11:52:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 1.0859, loss: 1.0859 2023-12-30 07:33:52,536 - pyskl - INFO - Epoch [58][300/1970] lr: 3.413e-02, eta: 11:52:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 1.0652, loss: 1.0652 2023-12-30 07:34:15,521 - pyskl - INFO - Epoch [58][400/1970] lr: 3.410e-02, eta: 11:52:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9372, loss_cls: 1.1202, loss: 1.1202 2023-12-30 07:34:38,450 - pyskl - INFO - Epoch [58][500/1970] lr: 3.408e-02, eta: 11:51:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9509, loss_cls: 1.0701, loss: 1.0701 2023-12-30 07:35:01,383 - pyskl - INFO - Epoch [58][600/1970] lr: 3.405e-02, eta: 11:51:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7453, top5_acc: 0.9413, loss_cls: 1.1118, loss: 1.1118 2023-12-30 07:35:24,352 - pyskl - INFO - Epoch [58][700/1970] lr: 3.403e-02, eta: 11:50:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9403, loss_cls: 1.1112, loss: 1.1112 2023-12-30 07:35:47,301 - pyskl - INFO - Epoch [58][800/1970] lr: 3.401e-02, eta: 11:50:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 1.1121, loss: 1.1121 2023-12-30 07:36:10,343 - pyskl - INFO - Epoch [58][900/1970] lr: 3.398e-02, eta: 11:50:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9350, loss_cls: 1.0957, loss: 1.0957 2023-12-30 07:36:33,385 - pyskl - INFO - Epoch [58][1000/1970] lr: 3.396e-02, eta: 11:49:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9372, loss_cls: 1.1352, loss: 1.1352 2023-12-30 07:36:56,418 - pyskl - INFO - Epoch [58][1100/1970] lr: 3.393e-02, eta: 11:49:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9359, loss_cls: 1.1187, loss: 1.1187 2023-12-30 07:37:19,356 - pyskl - INFO - Epoch [58][1200/1970] lr: 3.391e-02, eta: 11:48:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7559, top5_acc: 0.9450, loss_cls: 1.0863, loss: 1.0863 2023-12-30 07:37:42,272 - pyskl - INFO - Epoch [58][1300/1970] lr: 3.388e-02, eta: 11:48:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7491, top5_acc: 0.9422, loss_cls: 1.0965, loss: 1.0965 2023-12-30 07:38:05,379 - pyskl - INFO - Epoch [58][1400/1970] lr: 3.386e-02, eta: 11:48:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 1.1232, loss: 1.1232 2023-12-30 07:38:28,444 - pyskl - INFO - Epoch [58][1500/1970] lr: 3.383e-02, eta: 11:47:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7378, top5_acc: 0.9347, loss_cls: 1.1428, loss: 1.1428 2023-12-30 07:38:51,475 - pyskl - INFO - Epoch [58][1600/1970] lr: 3.381e-02, eta: 11:47:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9331, loss_cls: 1.1471, loss: 1.1471 2023-12-30 07:39:14,456 - pyskl - INFO - Epoch [58][1700/1970] lr: 3.378e-02, eta: 11:46:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.0776, loss: 1.0776 2023-12-30 07:39:37,398 - pyskl - INFO - Epoch [58][1800/1970] lr: 3.376e-02, eta: 11:46:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9406, loss_cls: 1.1524, loss: 1.1524 2023-12-30 07:40:00,422 - pyskl - INFO - Epoch [58][1900/1970] lr: 3.373e-02, eta: 11:46:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7409, top5_acc: 0.9363, loss_cls: 1.1333, loss: 1.1333 2023-12-30 07:40:17,074 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-30 07:42:19,969 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:42:20,449 - pyskl - INFO - top1_acc 0.6643 top5_acc 0.9046 2023-12-30 07:42:20,468 - pyskl - INFO - Epoch(val) [58][1592] top1_acc: 0.6643, top5_acc: 0.9046 2023-12-30 07:43:05,641 - pyskl - INFO - Epoch [59][100/1970] lr: 3.369e-02, eta: 11:45:39, time: 0.452, data_time: 0.221, memory: 6499, top1_acc: 0.7628, top5_acc: 0.9437, loss_cls: 1.0543, loss: 1.0543 2023-12-30 07:43:28,629 - pyskl - INFO - Epoch [59][200/1970] lr: 3.366e-02, eta: 11:45:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7478, top5_acc: 0.9491, loss_cls: 1.0878, loss: 1.0878 2023-12-30 07:43:51,632 - pyskl - INFO - Epoch [59][300/1970] lr: 3.364e-02, eta: 11:44:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7509, top5_acc: 0.9453, loss_cls: 1.0746, loss: 1.0746 2023-12-30 07:44:14,702 - pyskl - INFO - Epoch [59][400/1970] lr: 3.361e-02, eta: 11:44:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7484, top5_acc: 0.9444, loss_cls: 1.0780, loss: 1.0780 2023-12-30 07:44:37,860 - pyskl - INFO - Epoch [59][500/1970] lr: 3.359e-02, eta: 11:44:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7403, top5_acc: 0.9434, loss_cls: 1.1074, loss: 1.1074 2023-12-30 07:45:00,871 - pyskl - INFO - Epoch [59][600/1970] lr: 3.356e-02, eta: 11:43:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9378, loss_cls: 1.1146, loss: 1.1146 2023-12-30 07:45:23,832 - pyskl - INFO - Epoch [59][700/1970] lr: 3.354e-02, eta: 11:43:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 1.1249, loss: 1.1249 2023-12-30 07:45:46,828 - pyskl - INFO - Epoch [59][800/1970] lr: 3.351e-02, eta: 11:42:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7272, top5_acc: 0.9419, loss_cls: 1.1418, loss: 1.1418 2023-12-30 07:46:09,839 - pyskl - INFO - Epoch [59][900/1970] lr: 3.349e-02, eta: 11:42:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9541, loss_cls: 1.0303, loss: 1.0303 2023-12-30 07:46:32,939 - pyskl - INFO - Epoch [59][1000/1970] lr: 3.346e-02, eta: 11:42:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7459, top5_acc: 0.9441, loss_cls: 1.0996, loss: 1.0996 2023-12-30 07:46:55,981 - pyskl - INFO - Epoch [59][1100/1970] lr: 3.344e-02, eta: 11:41:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9431, loss_cls: 1.1164, loss: 1.1164 2023-12-30 07:47:18,976 - pyskl - INFO - Epoch [59][1200/1970] lr: 3.341e-02, eta: 11:41:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9419, loss_cls: 1.0768, loss: 1.0768 2023-12-30 07:47:41,938 - pyskl - INFO - Epoch [59][1300/1970] lr: 3.339e-02, eta: 11:40:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7466, top5_acc: 0.9372, loss_cls: 1.1026, loss: 1.1026 2023-12-30 07:48:04,997 - pyskl - INFO - Epoch [59][1400/1970] lr: 3.336e-02, eta: 11:40:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7528, top5_acc: 0.9437, loss_cls: 1.0825, loss: 1.0825 2023-12-30 07:48:28,046 - pyskl - INFO - Epoch [59][1500/1970] lr: 3.334e-02, eta: 11:40:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9372, loss_cls: 1.1268, loss: 1.1268 2023-12-30 07:48:51,090 - pyskl - INFO - Epoch [59][1600/1970] lr: 3.331e-02, eta: 11:39:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7441, top5_acc: 0.9409, loss_cls: 1.0917, loss: 1.0917 2023-12-30 07:49:14,029 - pyskl - INFO - Epoch [59][1700/1970] lr: 3.329e-02, eta: 11:39:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 1.1499, loss: 1.1499 2023-12-30 07:49:36,990 - pyskl - INFO - Epoch [59][1800/1970] lr: 3.326e-02, eta: 11:38:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7453, top5_acc: 0.9381, loss_cls: 1.0987, loss: 1.0987 2023-12-30 07:49:59,902 - pyskl - INFO - Epoch [59][1900/1970] lr: 3.324e-02, eta: 11:38:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9363, loss_cls: 1.1077, loss: 1.1077 2023-12-30 07:50:16,367 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-30 07:52:18,091 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 07:52:18,674 - pyskl - INFO - top1_acc 0.6785 top5_acc 0.9148 2023-12-30 07:52:18,693 - pyskl - INFO - Epoch(val) [59][1592] top1_acc: 0.6785, top5_acc: 0.9148 2023-12-30 07:53:03,380 - pyskl - INFO - Epoch [60][100/1970] lr: 3.320e-02, eta: 11:37:56, time: 0.447, data_time: 0.217, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9459, loss_cls: 1.0581, loss: 1.0581 2023-12-30 07:53:26,543 - pyskl - INFO - Epoch [60][200/1970] lr: 3.317e-02, eta: 11:37:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9466, loss_cls: 1.0284, loss: 1.0284 2023-12-30 07:53:49,627 - pyskl - INFO - Epoch [60][300/1970] lr: 3.315e-02, eta: 11:37:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7641, top5_acc: 0.9484, loss_cls: 1.0387, loss: 1.0387 2023-12-30 07:54:12,741 - pyskl - INFO - Epoch [60][400/1970] lr: 3.312e-02, eta: 11:36:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7572, top5_acc: 0.9459, loss_cls: 1.0579, loss: 1.0579 2023-12-30 07:54:35,803 - pyskl - INFO - Epoch [60][500/1970] lr: 3.310e-02, eta: 11:36:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9453, loss_cls: 1.0630, loss: 1.0630 2023-12-30 07:54:58,928 - pyskl - INFO - Epoch [60][600/1970] lr: 3.307e-02, eta: 11:35:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7503, top5_acc: 0.9378, loss_cls: 1.0942, loss: 1.0942 2023-12-30 07:55:21,935 - pyskl - INFO - Epoch [60][700/1970] lr: 3.305e-02, eta: 11:35:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9459, loss_cls: 1.0610, loss: 1.0610 2023-12-30 07:55:45,008 - pyskl - INFO - Epoch [60][800/1970] lr: 3.302e-02, eta: 11:35:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7478, top5_acc: 0.9413, loss_cls: 1.0838, loss: 1.0838 2023-12-30 07:56:08,064 - pyskl - INFO - Epoch [60][900/1970] lr: 3.300e-02, eta: 11:34:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7478, top5_acc: 0.9378, loss_cls: 1.1047, loss: 1.1047 2023-12-30 07:56:31,037 - pyskl - INFO - Epoch [60][1000/1970] lr: 3.297e-02, eta: 11:34:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7578, top5_acc: 0.9403, loss_cls: 1.0521, loss: 1.0521 2023-12-30 07:56:54,054 - pyskl - INFO - Epoch [60][1100/1970] lr: 3.295e-02, eta: 11:33:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9387, loss_cls: 1.1068, loss: 1.1068 2023-12-30 07:57:17,058 - pyskl - INFO - Epoch [60][1200/1970] lr: 3.292e-02, eta: 11:33:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.0676, loss: 1.0676 2023-12-30 07:57:40,085 - pyskl - INFO - Epoch [60][1300/1970] lr: 3.289e-02, eta: 11:33:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7372, top5_acc: 0.9403, loss_cls: 1.1082, loss: 1.1082 2023-12-30 07:58:03,099 - pyskl - INFO - Epoch [60][1400/1970] lr: 3.287e-02, eta: 11:32:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7391, top5_acc: 0.9419, loss_cls: 1.1284, loss: 1.1284 2023-12-30 07:58:26,101 - pyskl - INFO - Epoch [60][1500/1970] lr: 3.284e-02, eta: 11:32:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.0896, loss: 1.0896 2023-12-30 07:58:49,145 - pyskl - INFO - Epoch [60][1600/1970] lr: 3.282e-02, eta: 11:31:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7472, top5_acc: 0.9466, loss_cls: 1.0863, loss: 1.0863 2023-12-30 07:59:12,118 - pyskl - INFO - Epoch [60][1700/1970] lr: 3.279e-02, eta: 11:31:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9391, loss_cls: 1.1108, loss: 1.1108 2023-12-30 07:59:35,115 - pyskl - INFO - Epoch [60][1800/1970] lr: 3.277e-02, eta: 11:31:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7441, top5_acc: 0.9359, loss_cls: 1.1303, loss: 1.1303 2023-12-30 07:59:58,124 - pyskl - INFO - Epoch [60][1900/1970] lr: 3.274e-02, eta: 11:30:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7447, top5_acc: 0.9403, loss_cls: 1.1099, loss: 1.1099 2023-12-30 08:00:14,768 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-30 08:02:16,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:02:16,979 - pyskl - INFO - top1_acc 0.6913 top5_acc 0.9245 2023-12-30 08:02:16,983 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_41.pth was removed 2023-12-30 08:02:17,111 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2023-12-30 08:02:17,113 - pyskl - INFO - Best top1_acc is 0.6913 at 60 epoch. 2023-12-30 08:02:17,136 - pyskl - INFO - Epoch(val) [60][1592] top1_acc: 0.6913, top5_acc: 0.9245 2023-12-30 08:03:01,488 - pyskl - INFO - Epoch [61][100/1970] lr: 3.270e-02, eta: 11:30:14, time: 0.443, data_time: 0.212, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 1.0360, loss: 1.0360 2023-12-30 08:03:24,694 - pyskl - INFO - Epoch [61][200/1970] lr: 3.268e-02, eta: 11:29:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7553, top5_acc: 0.9463, loss_cls: 1.0615, loss: 1.0615 2023-12-30 08:03:47,814 - pyskl - INFO - Epoch [61][300/1970] lr: 3.265e-02, eta: 11:29:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 1.0249, loss: 1.0249 2023-12-30 08:04:10,900 - pyskl - INFO - Epoch [61][400/1970] lr: 3.262e-02, eta: 11:29:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7541, top5_acc: 0.9494, loss_cls: 1.0489, loss: 1.0489 2023-12-30 08:04:33,971 - pyskl - INFO - Epoch [61][500/1970] lr: 3.260e-02, eta: 11:28:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7541, top5_acc: 0.9406, loss_cls: 1.0841, loss: 1.0841 2023-12-30 08:04:57,147 - pyskl - INFO - Epoch [61][600/1970] lr: 3.257e-02, eta: 11:28:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 1.0759, loss: 1.0759 2023-12-30 08:05:20,328 - pyskl - INFO - Epoch [61][700/1970] lr: 3.255e-02, eta: 11:27:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9497, loss_cls: 1.0400, loss: 1.0400 2023-12-30 08:05:43,485 - pyskl - INFO - Epoch [61][800/1970] lr: 3.252e-02, eta: 11:27:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7516, top5_acc: 0.9422, loss_cls: 1.0792, loss: 1.0792 2023-12-30 08:06:06,603 - pyskl - INFO - Epoch [61][900/1970] lr: 3.250e-02, eta: 11:27:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7491, top5_acc: 0.9372, loss_cls: 1.1128, loss: 1.1128 2023-12-30 08:06:29,730 - pyskl - INFO - Epoch [61][1000/1970] lr: 3.247e-02, eta: 11:26:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9419, loss_cls: 1.0350, loss: 1.0350 2023-12-30 08:06:52,856 - pyskl - INFO - Epoch [61][1100/1970] lr: 3.245e-02, eta: 11:26:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7422, top5_acc: 0.9359, loss_cls: 1.1315, loss: 1.1315 2023-12-30 08:07:15,903 - pyskl - INFO - Epoch [61][1200/1970] lr: 3.242e-02, eta: 11:25:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7628, top5_acc: 0.9494, loss_cls: 1.0183, loss: 1.0183 2023-12-30 08:07:38,967 - pyskl - INFO - Epoch [61][1300/1970] lr: 3.240e-02, eta: 11:25:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9437, loss_cls: 1.0928, loss: 1.0928 2023-12-30 08:08:02,015 - pyskl - INFO - Epoch [61][1400/1970] lr: 3.237e-02, eta: 11:25:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7322, top5_acc: 0.9331, loss_cls: 1.1335, loss: 1.1335 2023-12-30 08:08:25,066 - pyskl - INFO - Epoch [61][1500/1970] lr: 3.235e-02, eta: 11:24:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.0769, loss: 1.0769 2023-12-30 08:08:48,107 - pyskl - INFO - Epoch [61][1600/1970] lr: 3.232e-02, eta: 11:24:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9378, loss_cls: 1.1224, loss: 1.1224 2023-12-30 08:09:11,207 - pyskl - INFO - Epoch [61][1700/1970] lr: 3.229e-02, eta: 11:23:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7453, top5_acc: 0.9337, loss_cls: 1.1099, loss: 1.1099 2023-12-30 08:09:34,289 - pyskl - INFO - Epoch [61][1800/1970] lr: 3.227e-02, eta: 11:23:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9503, loss_cls: 1.0537, loss: 1.0537 2023-12-30 08:09:57,418 - pyskl - INFO - Epoch [61][1900/1970] lr: 3.224e-02, eta: 11:23:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7647, top5_acc: 0.9463, loss_cls: 1.0482, loss: 1.0482 2023-12-30 08:10:13,961 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-30 08:12:16,944 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:12:17,632 - pyskl - INFO - top1_acc 0.6557 top5_acc 0.9123 2023-12-30 08:12:17,652 - pyskl - INFO - Epoch(val) [61][1592] top1_acc: 0.6557, top5_acc: 0.9123 2023-12-30 08:13:02,995 - pyskl - INFO - Epoch [62][100/1970] lr: 3.220e-02, eta: 11:22:35, time: 0.453, data_time: 0.222, memory: 6499, top1_acc: 0.7597, top5_acc: 0.9481, loss_cls: 1.0518, loss: 1.0518 2023-12-30 08:13:26,128 - pyskl - INFO - Epoch [62][200/1970] lr: 3.218e-02, eta: 11:22:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9516, loss_cls: 1.0363, loss: 1.0363 2023-12-30 08:13:49,430 - pyskl - INFO - Epoch [62][300/1970] lr: 3.215e-02, eta: 11:21:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7684, top5_acc: 0.9397, loss_cls: 1.0448, loss: 1.0448 2023-12-30 08:14:12,528 - pyskl - INFO - Epoch [62][400/1970] lr: 3.212e-02, eta: 11:21:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9453, loss_cls: 1.0511, loss: 1.0511 2023-12-30 08:14:35,646 - pyskl - INFO - Epoch [62][500/1970] lr: 3.210e-02, eta: 11:21:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7678, top5_acc: 0.9422, loss_cls: 1.0503, loss: 1.0503 2023-12-30 08:14:58,741 - pyskl - INFO - Epoch [62][600/1970] lr: 3.207e-02, eta: 11:20:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9434, loss_cls: 1.0761, loss: 1.0761 2023-12-30 08:15:21,909 - pyskl - INFO - Epoch [62][700/1970] lr: 3.205e-02, eta: 11:20:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7591, top5_acc: 0.9519, loss_cls: 1.0298, loss: 1.0298 2023-12-30 08:15:45,025 - pyskl - INFO - Epoch [62][800/1970] lr: 3.202e-02, eta: 11:19:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7447, top5_acc: 0.9450, loss_cls: 1.1025, loss: 1.1025 2023-12-30 08:16:08,192 - pyskl - INFO - Epoch [62][900/1970] lr: 3.200e-02, eta: 11:19:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7422, top5_acc: 0.9459, loss_cls: 1.1094, loss: 1.1094 2023-12-30 08:16:31,298 - pyskl - INFO - Epoch [62][1000/1970] lr: 3.197e-02, eta: 11:19:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7528, top5_acc: 0.9425, loss_cls: 1.0839, loss: 1.0839 2023-12-30 08:16:54,375 - pyskl - INFO - Epoch [62][1100/1970] lr: 3.195e-02, eta: 11:18:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9472, loss_cls: 1.0402, loss: 1.0402 2023-12-30 08:17:17,489 - pyskl - INFO - Epoch [62][1200/1970] lr: 3.192e-02, eta: 11:18:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7416, top5_acc: 0.9447, loss_cls: 1.0948, loss: 1.0948 2023-12-30 08:17:40,664 - pyskl - INFO - Epoch [62][1300/1970] lr: 3.189e-02, eta: 11:17:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7516, top5_acc: 0.9447, loss_cls: 1.0753, loss: 1.0753 2023-12-30 08:18:03,756 - pyskl - INFO - Epoch [62][1400/1970] lr: 3.187e-02, eta: 11:17:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7553, top5_acc: 0.9453, loss_cls: 1.0790, loss: 1.0790 2023-12-30 08:18:26,977 - pyskl - INFO - Epoch [62][1500/1970] lr: 3.184e-02, eta: 11:17:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7603, top5_acc: 0.9406, loss_cls: 1.0517, loss: 1.0517 2023-12-30 08:18:50,194 - pyskl - INFO - Epoch [62][1600/1970] lr: 3.182e-02, eta: 11:16:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9409, loss_cls: 1.0558, loss: 1.0558 2023-12-30 08:19:13,315 - pyskl - INFO - Epoch [62][1700/1970] lr: 3.179e-02, eta: 11:16:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7559, top5_acc: 0.9450, loss_cls: 1.0539, loss: 1.0539 2023-12-30 08:19:36,473 - pyskl - INFO - Epoch [62][1800/1970] lr: 3.177e-02, eta: 11:15:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7459, top5_acc: 0.9391, loss_cls: 1.1003, loss: 1.1003 2023-12-30 08:19:59,699 - pyskl - INFO - Epoch [62][1900/1970] lr: 3.174e-02, eta: 11:15:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9416, loss_cls: 1.1260, loss: 1.1260 2023-12-30 08:20:16,419 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-30 08:22:18,673 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:22:19,156 - pyskl - INFO - top1_acc 0.7066 top5_acc 0.9323 2023-12-30 08:22:19,160 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_60.pth was removed 2023-12-30 08:22:19,380 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. 2023-12-30 08:22:19,382 - pyskl - INFO - Best top1_acc is 0.7066 at 62 epoch. 2023-12-30 08:22:19,401 - pyskl - INFO - Epoch(val) [62][1592] top1_acc: 0.7066, top5_acc: 0.9323 2023-12-30 08:23:04,107 - pyskl - INFO - Epoch [63][100/1970] lr: 3.170e-02, eta: 11:14:56, time: 0.447, data_time: 0.214, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9425, loss_cls: 1.0763, loss: 1.0763 2023-12-30 08:23:27,299 - pyskl - INFO - Epoch [63][200/1970] lr: 3.167e-02, eta: 11:14:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7634, top5_acc: 0.9463, loss_cls: 1.0329, loss: 1.0329 2023-12-30 08:23:50,404 - pyskl - INFO - Epoch [63][300/1970] lr: 3.165e-02, eta: 11:14:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9491, loss_cls: 1.0254, loss: 1.0254 2023-12-30 08:24:13,510 - pyskl - INFO - Epoch [63][400/1970] lr: 3.162e-02, eta: 11:13:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 1.0649, loss: 1.0649 2023-12-30 08:24:36,583 - pyskl - INFO - Epoch [63][500/1970] lr: 3.160e-02, eta: 11:13:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9384, loss_cls: 1.0787, loss: 1.0787 2023-12-30 08:24:59,649 - pyskl - INFO - Epoch [63][600/1970] lr: 3.157e-02, eta: 11:12:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7397, top5_acc: 0.9400, loss_cls: 1.1328, loss: 1.1328 2023-12-30 08:25:22,752 - pyskl - INFO - Epoch [63][700/1970] lr: 3.154e-02, eta: 11:12:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7672, top5_acc: 0.9444, loss_cls: 1.0417, loss: 1.0417 2023-12-30 08:25:45,860 - pyskl - INFO - Epoch [63][800/1970] lr: 3.152e-02, eta: 11:12:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9400, loss_cls: 1.0778, loss: 1.0778 2023-12-30 08:26:08,941 - pyskl - INFO - Epoch [63][900/1970] lr: 3.149e-02, eta: 11:11:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7684, top5_acc: 0.9459, loss_cls: 1.0424, loss: 1.0424 2023-12-30 08:26:32,033 - pyskl - INFO - Epoch [63][1000/1970] lr: 3.147e-02, eta: 11:11:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7522, top5_acc: 0.9425, loss_cls: 1.0867, loss: 1.0867 2023-12-30 08:26:55,224 - pyskl - INFO - Epoch [63][1100/1970] lr: 3.144e-02, eta: 11:10:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7309, top5_acc: 0.9363, loss_cls: 1.1569, loss: 1.1569 2023-12-30 08:27:18,422 - pyskl - INFO - Epoch [63][1200/1970] lr: 3.142e-02, eta: 11:10:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7459, top5_acc: 0.9403, loss_cls: 1.1054, loss: 1.1054 2023-12-30 08:27:41,636 - pyskl - INFO - Epoch [63][1300/1970] lr: 3.139e-02, eta: 11:10:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7578, top5_acc: 0.9444, loss_cls: 1.0421, loss: 1.0421 2023-12-30 08:28:04,750 - pyskl - INFO - Epoch [63][1400/1970] lr: 3.136e-02, eta: 11:09:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 1.1045, loss: 1.1045 2023-12-30 08:28:27,838 - pyskl - INFO - Epoch [63][1500/1970] lr: 3.134e-02, eta: 11:09:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9497, loss_cls: 1.0498, loss: 1.0498 2023-12-30 08:28:51,008 - pyskl - INFO - Epoch [63][1600/1970] lr: 3.131e-02, eta: 11:09:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9541, loss_cls: 1.0554, loss: 1.0554 2023-12-30 08:29:14,179 - pyskl - INFO - Epoch [63][1700/1970] lr: 3.129e-02, eta: 11:08:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7597, top5_acc: 0.9431, loss_cls: 1.0656, loss: 1.0656 2023-12-30 08:29:37,301 - pyskl - INFO - Epoch [63][1800/1970] lr: 3.126e-02, eta: 11:08:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9347, loss_cls: 1.1319, loss: 1.1319 2023-12-30 08:30:00,381 - pyskl - INFO - Epoch [63][1900/1970] lr: 3.124e-02, eta: 11:07:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9391, loss_cls: 1.0712, loss: 1.0712 2023-12-30 08:30:16,957 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-30 08:32:18,725 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:32:19,413 - pyskl - INFO - top1_acc 0.6623 top5_acc 0.8997 2023-12-30 08:32:19,432 - pyskl - INFO - Epoch(val) [63][1592] top1_acc: 0.6623, top5_acc: 0.8997 2023-12-30 08:33:04,555 - pyskl - INFO - Epoch [64][100/1970] lr: 3.119e-02, eta: 11:07:16, time: 0.451, data_time: 0.219, memory: 6499, top1_acc: 0.7734, top5_acc: 0.9519, loss_cls: 1.0059, loss: 1.0059 2023-12-30 08:33:27,798 - pyskl - INFO - Epoch [64][200/1970] lr: 3.117e-02, eta: 11:06:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.0631, loss: 1.0631 2023-12-30 08:33:51,052 - pyskl - INFO - Epoch [64][300/1970] lr: 3.114e-02, eta: 11:06:29, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7622, top5_acc: 0.9475, loss_cls: 1.0485, loss: 1.0485 2023-12-30 08:34:14,189 - pyskl - INFO - Epoch [64][400/1970] lr: 3.111e-02, eta: 11:06:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7534, top5_acc: 0.9450, loss_cls: 1.0619, loss: 1.0619 2023-12-30 08:34:37,340 - pyskl - INFO - Epoch [64][500/1970] lr: 3.109e-02, eta: 11:05:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9478, loss_cls: 1.0782, loss: 1.0782 2023-12-30 08:35:00,429 - pyskl - INFO - Epoch [64][600/1970] lr: 3.106e-02, eta: 11:05:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7516, top5_acc: 0.9422, loss_cls: 1.0877, loss: 1.0877 2023-12-30 08:35:23,535 - pyskl - INFO - Epoch [64][700/1970] lr: 3.104e-02, eta: 11:04:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7566, top5_acc: 0.9516, loss_cls: 1.0322, loss: 1.0322 2023-12-30 08:35:46,699 - pyskl - INFO - Epoch [64][800/1970] lr: 3.101e-02, eta: 11:04:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7603, top5_acc: 0.9459, loss_cls: 1.0434, loss: 1.0434 2023-12-30 08:36:09,977 - pyskl - INFO - Epoch [64][900/1970] lr: 3.099e-02, eta: 11:04:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9422, loss_cls: 1.0896, loss: 1.0896 2023-12-30 08:36:33,155 - pyskl - INFO - Epoch [64][1000/1970] lr: 3.096e-02, eta: 11:03:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7497, top5_acc: 0.9384, loss_cls: 1.0950, loss: 1.0950 2023-12-30 08:36:56,264 - pyskl - INFO - Epoch [64][1100/1970] lr: 3.093e-02, eta: 11:03:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7678, top5_acc: 0.9453, loss_cls: 1.0101, loss: 1.0101 2023-12-30 08:37:19,388 - pyskl - INFO - Epoch [64][1200/1970] lr: 3.091e-02, eta: 11:02:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9472, loss_cls: 1.0752, loss: 1.0752 2023-12-30 08:37:42,503 - pyskl - INFO - Epoch [64][1300/1970] lr: 3.088e-02, eta: 11:02:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7641, top5_acc: 0.9475, loss_cls: 1.0514, loss: 1.0514 2023-12-30 08:38:05,699 - pyskl - INFO - Epoch [64][1400/1970] lr: 3.086e-02, eta: 11:02:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7616, top5_acc: 0.9497, loss_cls: 1.0338, loss: 1.0338 2023-12-30 08:38:28,860 - pyskl - INFO - Epoch [64][1500/1970] lr: 3.083e-02, eta: 11:01:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9387, loss_cls: 1.0674, loss: 1.0674 2023-12-30 08:38:51,993 - pyskl - INFO - Epoch [64][1600/1970] lr: 3.080e-02, eta: 11:01:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9441, loss_cls: 1.0582, loss: 1.0582 2023-12-30 08:39:15,189 - pyskl - INFO - Epoch [64][1700/1970] lr: 3.078e-02, eta: 11:00:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9422, loss_cls: 1.0544, loss: 1.0544 2023-12-30 08:39:38,272 - pyskl - INFO - Epoch [64][1800/1970] lr: 3.075e-02, eta: 11:00:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9466, loss_cls: 1.0864, loss: 1.0864 2023-12-30 08:40:01,367 - pyskl - INFO - Epoch [64][1900/1970] lr: 3.073e-02, eta: 11:00:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 1.1210, loss: 1.1210 2023-12-30 08:40:17,995 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-30 08:42:21,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:42:21,835 - pyskl - INFO - top1_acc 0.6265 top5_acc 0.8810 2023-12-30 08:42:21,854 - pyskl - INFO - Epoch(val) [64][1592] top1_acc: 0.6265, top5_acc: 0.8810 2023-12-30 08:43:06,774 - pyskl - INFO - Epoch [65][100/1970] lr: 3.068e-02, eta: 10:59:38, time: 0.449, data_time: 0.218, memory: 6499, top1_acc: 0.7622, top5_acc: 0.9453, loss_cls: 1.0369, loss: 1.0369 2023-12-30 08:43:29,849 - pyskl - INFO - Epoch [65][200/1970] lr: 3.066e-02, eta: 10:59:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7609, top5_acc: 0.9491, loss_cls: 1.0506, loss: 1.0506 2023-12-30 08:43:52,921 - pyskl - INFO - Epoch [65][300/1970] lr: 3.063e-02, eta: 10:58:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.0870, loss: 1.0870 2023-12-30 08:44:15,982 - pyskl - INFO - Epoch [65][400/1970] lr: 3.061e-02, eta: 10:58:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7522, top5_acc: 0.9456, loss_cls: 1.0524, loss: 1.0524 2023-12-30 08:44:39,079 - pyskl - INFO - Epoch [65][500/1970] lr: 3.058e-02, eta: 10:58:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7684, top5_acc: 0.9500, loss_cls: 1.0242, loss: 1.0242 2023-12-30 08:45:02,286 - pyskl - INFO - Epoch [65][600/1970] lr: 3.055e-02, eta: 10:57:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 1.0435, loss: 1.0435 2023-12-30 08:45:25,515 - pyskl - INFO - Epoch [65][700/1970] lr: 3.053e-02, eta: 10:57:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7684, top5_acc: 0.9503, loss_cls: 1.0154, loss: 1.0154 2023-12-30 08:45:48,607 - pyskl - INFO - Epoch [65][800/1970] lr: 3.050e-02, eta: 10:56:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7497, top5_acc: 0.9475, loss_cls: 1.0432, loss: 1.0432 2023-12-30 08:46:11,603 - pyskl - INFO - Epoch [65][900/1970] lr: 3.048e-02, eta: 10:56:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7366, top5_acc: 0.9425, loss_cls: 1.0988, loss: 1.0988 2023-12-30 08:46:34,646 - pyskl - INFO - Epoch [65][1000/1970] lr: 3.045e-02, eta: 10:56:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7747, top5_acc: 0.9481, loss_cls: 0.9968, loss: 0.9968 2023-12-30 08:46:57,721 - pyskl - INFO - Epoch [65][1100/1970] lr: 3.042e-02, eta: 10:55:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 1.0186, loss: 1.0186 2023-12-30 08:47:20,800 - pyskl - INFO - Epoch [65][1200/1970] lr: 3.040e-02, eta: 10:55:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.0775, loss: 1.0775 2023-12-30 08:47:43,925 - pyskl - INFO - Epoch [65][1300/1970] lr: 3.037e-02, eta: 10:54:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7528, top5_acc: 0.9416, loss_cls: 1.0900, loss: 1.0900 2023-12-30 08:48:07,038 - pyskl - INFO - Epoch [65][1400/1970] lr: 3.035e-02, eta: 10:54:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7509, top5_acc: 0.9409, loss_cls: 1.0809, loss: 1.0809 2023-12-30 08:48:30,166 - pyskl - INFO - Epoch [65][1500/1970] lr: 3.032e-02, eta: 10:54:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7597, top5_acc: 0.9481, loss_cls: 1.0263, loss: 1.0263 2023-12-30 08:48:53,227 - pyskl - INFO - Epoch [65][1600/1970] lr: 3.029e-02, eta: 10:53:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9466, loss_cls: 1.1114, loss: 1.1114 2023-12-30 08:49:16,231 - pyskl - INFO - Epoch [65][1700/1970] lr: 3.027e-02, eta: 10:53:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7566, top5_acc: 0.9413, loss_cls: 1.0677, loss: 1.0677 2023-12-30 08:49:39,246 - pyskl - INFO - Epoch [65][1800/1970] lr: 3.024e-02, eta: 10:52:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7666, top5_acc: 0.9450, loss_cls: 1.0201, loss: 1.0201 2023-12-30 08:50:02,240 - pyskl - INFO - Epoch [65][1900/1970] lr: 3.022e-02, eta: 10:52:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 1.0995, loss: 1.0995 2023-12-30 08:50:18,799 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-30 08:52:20,733 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 08:52:21,211 - pyskl - INFO - top1_acc 0.6606 top5_acc 0.9015 2023-12-30 08:52:21,231 - pyskl - INFO - Epoch(val) [65][1592] top1_acc: 0.6606, top5_acc: 0.9015 2023-12-30 08:53:06,193 - pyskl - INFO - Epoch [66][100/1970] lr: 3.017e-02, eta: 10:51:57, time: 0.450, data_time: 0.218, memory: 6499, top1_acc: 0.7684, top5_acc: 0.9581, loss_cls: 0.9935, loss: 0.9935 2023-12-30 08:53:29,342 - pyskl - INFO - Epoch [66][200/1970] lr: 3.015e-02, eta: 10:51:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 1.0424, loss: 1.0424 2023-12-30 08:53:52,406 - pyskl - INFO - Epoch [66][300/1970] lr: 3.012e-02, eta: 10:51:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9553, loss_cls: 1.0168, loss: 1.0168 2023-12-30 08:54:15,462 - pyskl - INFO - Epoch [66][400/1970] lr: 3.009e-02, eta: 10:50:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7578, top5_acc: 0.9422, loss_cls: 1.0530, loss: 1.0530 2023-12-30 08:54:38,583 - pyskl - INFO - Epoch [66][500/1970] lr: 3.007e-02, eta: 10:50:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7547, top5_acc: 0.9447, loss_cls: 1.0658, loss: 1.0658 2023-12-30 08:55:01,742 - pyskl - INFO - Epoch [66][600/1970] lr: 3.004e-02, eta: 10:49:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7741, top5_acc: 0.9513, loss_cls: 0.9987, loss: 0.9987 2023-12-30 08:55:24,788 - pyskl - INFO - Epoch [66][700/1970] lr: 3.002e-02, eta: 10:49:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 1.0144, loss: 1.0144 2023-12-30 08:55:47,885 - pyskl - INFO - Epoch [66][800/1970] lr: 2.999e-02, eta: 10:49:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9441, loss_cls: 1.0655, loss: 1.0655 2023-12-30 08:56:11,075 - pyskl - INFO - Epoch [66][900/1970] lr: 2.996e-02, eta: 10:48:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.0603, loss: 1.0603 2023-12-30 08:56:34,296 - pyskl - INFO - Epoch [66][1000/1970] lr: 2.994e-02, eta: 10:48:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9447, loss_cls: 1.0408, loss: 1.0408 2023-12-30 08:56:57,472 - pyskl - INFO - Epoch [66][1100/1970] lr: 2.991e-02, eta: 10:48:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9491, loss_cls: 1.0109, loss: 1.0109 2023-12-30 08:57:20,598 - pyskl - INFO - Epoch [66][1200/1970] lr: 2.989e-02, eta: 10:47:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.0365, loss: 1.0365 2023-12-30 08:57:43,658 - pyskl - INFO - Epoch [66][1300/1970] lr: 2.986e-02, eta: 10:47:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9447, loss_cls: 1.0639, loss: 1.0639 2023-12-30 08:58:06,765 - pyskl - INFO - Epoch [66][1400/1970] lr: 2.983e-02, eta: 10:46:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7509, top5_acc: 0.9356, loss_cls: 1.0964, loss: 1.0964 2023-12-30 08:58:29,960 - pyskl - INFO - Epoch [66][1500/1970] lr: 2.981e-02, eta: 10:46:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.0941, loss: 1.0941 2023-12-30 08:58:53,214 - pyskl - INFO - Epoch [66][1600/1970] lr: 2.978e-02, eta: 10:46:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 1.0424, loss: 1.0424 2023-12-30 08:59:16,322 - pyskl - INFO - Epoch [66][1700/1970] lr: 2.976e-02, eta: 10:45:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7666, top5_acc: 0.9434, loss_cls: 1.0383, loss: 1.0383 2023-12-30 08:59:39,441 - pyskl - INFO - Epoch [66][1800/1970] lr: 2.973e-02, eta: 10:45:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9403, loss_cls: 1.0953, loss: 1.0953 2023-12-30 09:00:02,503 - pyskl - INFO - Epoch [66][1900/1970] lr: 2.970e-02, eta: 10:44:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9453, loss_cls: 1.0456, loss: 1.0456 2023-12-30 09:00:19,086 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-30 09:02:22,336 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:02:22,811 - pyskl - INFO - top1_acc 0.6955 top5_acc 0.9320 2023-12-30 09:02:22,830 - pyskl - INFO - Epoch(val) [66][1592] top1_acc: 0.6955, top5_acc: 0.9320 2023-12-30 09:03:08,066 - pyskl - INFO - Epoch [67][100/1970] lr: 2.966e-02, eta: 10:44:18, time: 0.452, data_time: 0.219, memory: 6499, top1_acc: 0.7747, top5_acc: 0.9591, loss_cls: 0.9654, loss: 0.9654 2023-12-30 09:03:31,071 - pyskl - INFO - Epoch [67][200/1970] lr: 2.963e-02, eta: 10:43:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9497, loss_cls: 1.0005, loss: 1.0005 2023-12-30 09:03:54,101 - pyskl - INFO - Epoch [67][300/1970] lr: 2.961e-02, eta: 10:43:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9453, loss_cls: 1.0206, loss: 1.0206 2023-12-30 09:04:17,302 - pyskl - INFO - Epoch [67][400/1970] lr: 2.958e-02, eta: 10:43:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9444, loss_cls: 1.0391, loss: 1.0391 2023-12-30 09:04:40,467 - pyskl - INFO - Epoch [67][500/1970] lr: 2.955e-02, eta: 10:42:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7578, top5_acc: 0.9466, loss_cls: 1.0636, loss: 1.0636 2023-12-30 09:05:03,714 - pyskl - INFO - Epoch [67][600/1970] lr: 2.953e-02, eta: 10:42:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9409, loss_cls: 1.0596, loss: 1.0596 2023-12-30 09:05:26,855 - pyskl - INFO - Epoch [67][700/1970] lr: 2.950e-02, eta: 10:41:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9503, loss_cls: 1.0148, loss: 1.0148 2023-12-30 09:05:49,979 - pyskl - INFO - Epoch [67][800/1970] lr: 2.948e-02, eta: 10:41:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7634, top5_acc: 0.9453, loss_cls: 1.0655, loss: 1.0655 2023-12-30 09:06:13,085 - pyskl - INFO - Epoch [67][900/1970] lr: 2.945e-02, eta: 10:41:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7566, top5_acc: 0.9500, loss_cls: 1.0445, loss: 1.0445 2023-12-30 09:06:36,110 - pyskl - INFO - Epoch [67][1000/1970] lr: 2.942e-02, eta: 10:40:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 0.9731, loss: 0.9731 2023-12-30 09:06:59,110 - pyskl - INFO - Epoch [67][1100/1970] lr: 2.940e-02, eta: 10:40:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9497, loss_cls: 1.0289, loss: 1.0289 2023-12-30 09:07:22,196 - pyskl - INFO - Epoch [67][1200/1970] lr: 2.937e-02, eta: 10:39:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.0123, loss: 1.0123 2023-12-30 09:07:45,273 - pyskl - INFO - Epoch [67][1300/1970] lr: 2.934e-02, eta: 10:39:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 1.0510, loss: 1.0510 2023-12-30 09:08:08,255 - pyskl - INFO - Epoch [67][1400/1970] lr: 2.932e-02, eta: 10:39:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 1.0504, loss: 1.0504 2023-12-30 09:08:31,261 - pyskl - INFO - Epoch [67][1500/1970] lr: 2.929e-02, eta: 10:38:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7522, top5_acc: 0.9450, loss_cls: 1.0657, loss: 1.0657 2023-12-30 09:08:54,246 - pyskl - INFO - Epoch [67][1600/1970] lr: 2.927e-02, eta: 10:38:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7609, top5_acc: 0.9528, loss_cls: 1.0104, loss: 1.0104 2023-12-30 09:09:17,229 - pyskl - INFO - Epoch [67][1700/1970] lr: 2.924e-02, eta: 10:37:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9463, loss_cls: 1.0389, loss: 1.0389 2023-12-30 09:09:40,268 - pyskl - INFO - Epoch [67][1800/1970] lr: 2.921e-02, eta: 10:37:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7491, top5_acc: 0.9431, loss_cls: 1.1004, loss: 1.1004 2023-12-30 09:10:03,290 - pyskl - INFO - Epoch [67][1900/1970] lr: 2.919e-02, eta: 10:37:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9369, loss_cls: 1.0886, loss: 1.0886 2023-12-30 09:10:19,850 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-30 09:12:21,995 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:12:22,480 - pyskl - INFO - top1_acc 0.6748 top5_acc 0.9103 2023-12-30 09:12:22,501 - pyskl - INFO - Epoch(val) [67][1592] top1_acc: 0.6748, top5_acc: 0.9103 2023-12-30 09:13:07,546 - pyskl - INFO - Epoch [68][100/1970] lr: 2.914e-02, eta: 10:36:37, time: 0.450, data_time: 0.218, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9566, loss_cls: 0.9958, loss: 0.9958 2023-12-30 09:13:30,818 - pyskl - INFO - Epoch [68][200/1970] lr: 2.912e-02, eta: 10:36:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9503, loss_cls: 0.9952, loss: 0.9952 2023-12-30 09:13:53,955 - pyskl - INFO - Epoch [68][300/1970] lr: 2.909e-02, eta: 10:35:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7741, top5_acc: 0.9553, loss_cls: 0.9576, loss: 0.9576 2023-12-30 09:14:17,160 - pyskl - INFO - Epoch [68][400/1970] lr: 2.906e-02, eta: 10:35:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7553, top5_acc: 0.9513, loss_cls: 1.0437, loss: 1.0437 2023-12-30 09:14:40,307 - pyskl - INFO - Epoch [68][500/1970] lr: 2.904e-02, eta: 10:35:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9522, loss_cls: 1.0148, loss: 1.0148 2023-12-30 09:15:03,402 - pyskl - INFO - Epoch [68][600/1970] lr: 2.901e-02, eta: 10:34:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.0123, loss: 1.0123 2023-12-30 09:15:26,515 - pyskl - INFO - Epoch [68][700/1970] lr: 2.899e-02, eta: 10:34:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9547, loss_cls: 0.9923, loss: 0.9923 2023-12-30 09:15:49,784 - pyskl - INFO - Epoch [68][800/1970] lr: 2.896e-02, eta: 10:33:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.0203, loss: 1.0203 2023-12-30 09:16:12,975 - pyskl - INFO - Epoch [68][900/1970] lr: 2.893e-02, eta: 10:33:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9497, loss_cls: 1.0317, loss: 1.0317 2023-12-30 09:16:36,057 - pyskl - INFO - Epoch [68][1000/1970] lr: 2.891e-02, eta: 10:33:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9400, loss_cls: 1.0901, loss: 1.0901 2023-12-30 09:16:59,253 - pyskl - INFO - Epoch [68][1100/1970] lr: 2.888e-02, eta: 10:32:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7584, top5_acc: 0.9444, loss_cls: 1.0351, loss: 1.0351 2023-12-30 09:17:22,305 - pyskl - INFO - Epoch [68][1200/1970] lr: 2.885e-02, eta: 10:32:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9503, loss_cls: 1.0019, loss: 1.0019 2023-12-30 09:17:45,393 - pyskl - INFO - Epoch [68][1300/1970] lr: 2.883e-02, eta: 10:31:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 1.0495, loss: 1.0495 2023-12-30 09:18:08,622 - pyskl - INFO - Epoch [68][1400/1970] lr: 2.880e-02, eta: 10:31:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9403, loss_cls: 1.0800, loss: 1.0800 2023-12-30 09:18:31,857 - pyskl - INFO - Epoch [68][1500/1970] lr: 2.878e-02, eta: 10:31:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9466, loss_cls: 0.9876, loss: 0.9876 2023-12-30 09:18:54,990 - pyskl - INFO - Epoch [68][1600/1970] lr: 2.875e-02, eta: 10:30:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7572, top5_acc: 0.9450, loss_cls: 1.0409, loss: 1.0409 2023-12-30 09:19:18,116 - pyskl - INFO - Epoch [68][1700/1970] lr: 2.872e-02, eta: 10:30:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7534, top5_acc: 0.9497, loss_cls: 1.0514, loss: 1.0514 2023-12-30 09:19:41,208 - pyskl - INFO - Epoch [68][1800/1970] lr: 2.870e-02, eta: 10:29:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9434, loss_cls: 1.0288, loss: 1.0288 2023-12-30 09:20:04,292 - pyskl - INFO - Epoch [68][1900/1970] lr: 2.867e-02, eta: 10:29:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7659, top5_acc: 0.9513, loss_cls: 1.0389, loss: 1.0389 2023-12-30 09:20:20,829 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-30 09:22:22,759 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:22:23,249 - pyskl - INFO - top1_acc 0.6983 top5_acc 0.9118 2023-12-30 09:22:23,270 - pyskl - INFO - Epoch(val) [68][1592] top1_acc: 0.6983, top5_acc: 0.9118 2023-12-30 09:23:08,351 - pyskl - INFO - Epoch [69][100/1970] lr: 2.863e-02, eta: 10:28:58, time: 0.451, data_time: 0.219, memory: 6499, top1_acc: 0.7734, top5_acc: 0.9431, loss_cls: 1.0059, loss: 1.0059 2023-12-30 09:23:31,639 - pyskl - INFO - Epoch [69][200/1970] lr: 2.860e-02, eta: 10:28:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7859, top5_acc: 0.9547, loss_cls: 0.9486, loss: 0.9486 2023-12-30 09:23:54,845 - pyskl - INFO - Epoch [69][300/1970] lr: 2.857e-02, eta: 10:28:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9469, loss_cls: 1.0038, loss: 1.0038 2023-12-30 09:24:17,998 - pyskl - INFO - Epoch [69][400/1970] lr: 2.855e-02, eta: 10:27:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7703, top5_acc: 0.9513, loss_cls: 0.9896, loss: 0.9896 2023-12-30 09:24:41,155 - pyskl - INFO - Epoch [69][500/1970] lr: 2.852e-02, eta: 10:27:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7516, top5_acc: 0.9450, loss_cls: 1.0782, loss: 1.0782 2023-12-30 09:25:04,291 - pyskl - INFO - Epoch [69][600/1970] lr: 2.849e-02, eta: 10:27:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7584, top5_acc: 0.9509, loss_cls: 1.0236, loss: 1.0236 2023-12-30 09:25:27,410 - pyskl - INFO - Epoch [69][700/1970] lr: 2.847e-02, eta: 10:26:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7678, top5_acc: 0.9519, loss_cls: 1.0081, loss: 1.0081 2023-12-30 09:25:50,495 - pyskl - INFO - Epoch [69][800/1970] lr: 2.844e-02, eta: 10:26:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9516, loss_cls: 1.0007, loss: 1.0007 2023-12-30 09:26:13,565 - pyskl - INFO - Epoch [69][900/1970] lr: 2.842e-02, eta: 10:25:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 1.0347, loss: 1.0347 2023-12-30 09:26:36,618 - pyskl - INFO - Epoch [69][1000/1970] lr: 2.839e-02, eta: 10:25:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7772, top5_acc: 0.9484, loss_cls: 0.9985, loss: 0.9985 2023-12-30 09:26:59,646 - pyskl - INFO - Epoch [69][1100/1970] lr: 2.836e-02, eta: 10:25:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7634, top5_acc: 0.9497, loss_cls: 1.0431, loss: 1.0431 2023-12-30 09:27:22,698 - pyskl - INFO - Epoch [69][1200/1970] lr: 2.834e-02, eta: 10:24:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7728, top5_acc: 0.9491, loss_cls: 0.9985, loss: 0.9985 2023-12-30 09:27:45,916 - pyskl - INFO - Epoch [69][1300/1970] lr: 2.831e-02, eta: 10:24:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7716, top5_acc: 0.9503, loss_cls: 1.0058, loss: 1.0058 2023-12-30 09:28:09,201 - pyskl - INFO - Epoch [69][1400/1970] lr: 2.828e-02, eta: 10:23:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7747, top5_acc: 0.9500, loss_cls: 0.9939, loss: 0.9939 2023-12-30 09:28:32,490 - pyskl - INFO - Epoch [69][1500/1970] lr: 2.826e-02, eta: 10:23:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7603, top5_acc: 0.9494, loss_cls: 1.0096, loss: 1.0096 2023-12-30 09:28:55,615 - pyskl - INFO - Epoch [69][1600/1970] lr: 2.823e-02, eta: 10:23:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7628, top5_acc: 0.9478, loss_cls: 1.0195, loss: 1.0195 2023-12-30 09:29:18,764 - pyskl - INFO - Epoch [69][1700/1970] lr: 2.820e-02, eta: 10:22:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7672, top5_acc: 0.9466, loss_cls: 1.0400, loss: 1.0400 2023-12-30 09:29:41,904 - pyskl - INFO - Epoch [69][1800/1970] lr: 2.818e-02, eta: 10:22:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 1.0775, loss: 1.0775 2023-12-30 09:30:05,054 - pyskl - INFO - Epoch [69][1900/1970] lr: 2.815e-02, eta: 10:21:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7641, top5_acc: 0.9478, loss_cls: 1.0275, loss: 1.0275 2023-12-30 09:30:21,678 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-30 09:32:23,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:32:24,258 - pyskl - INFO - top1_acc 0.6396 top5_acc 0.8777 2023-12-30 09:32:24,276 - pyskl - INFO - Epoch(val) [69][1592] top1_acc: 0.6396, top5_acc: 0.8777 2023-12-30 09:33:09,017 - pyskl - INFO - Epoch [70][100/1970] lr: 2.811e-02, eta: 10:21:19, time: 0.447, data_time: 0.215, memory: 6499, top1_acc: 0.7722, top5_acc: 0.9563, loss_cls: 0.9883, loss: 0.9883 2023-12-30 09:33:32,247 - pyskl - INFO - Epoch [70][200/1970] lr: 2.808e-02, eta: 10:20:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9634, loss_cls: 0.9331, loss: 0.9331 2023-12-30 09:33:55,406 - pyskl - INFO - Epoch [70][300/1970] lr: 2.805e-02, eta: 10:20:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9472, loss_cls: 1.0644, loss: 1.0644 2023-12-30 09:34:18,605 - pyskl - INFO - Epoch [70][400/1970] lr: 2.803e-02, eta: 10:20:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9472, loss_cls: 1.0205, loss: 1.0205 2023-12-30 09:34:41,709 - pyskl - INFO - Epoch [70][500/1970] lr: 2.800e-02, eta: 10:19:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7709, top5_acc: 0.9500, loss_cls: 0.9923, loss: 0.9923 2023-12-30 09:35:04,861 - pyskl - INFO - Epoch [70][600/1970] lr: 2.798e-02, eta: 10:19:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7597, top5_acc: 0.9444, loss_cls: 1.0369, loss: 1.0369 2023-12-30 09:35:28,050 - pyskl - INFO - Epoch [70][700/1970] lr: 2.795e-02, eta: 10:18:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 1.0349, loss: 1.0349 2023-12-30 09:35:51,251 - pyskl - INFO - Epoch [70][800/1970] lr: 2.792e-02, eta: 10:18:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7659, top5_acc: 0.9441, loss_cls: 1.0393, loss: 1.0393 2023-12-30 09:36:14,389 - pyskl - INFO - Epoch [70][900/1970] lr: 2.790e-02, eta: 10:18:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7578, top5_acc: 0.9469, loss_cls: 1.0537, loss: 1.0537 2023-12-30 09:36:37,486 - pyskl - INFO - Epoch [70][1000/1970] lr: 2.787e-02, eta: 10:17:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7784, top5_acc: 0.9503, loss_cls: 0.9843, loss: 0.9843 2023-12-30 09:37:00,556 - pyskl - INFO - Epoch [70][1100/1970] lr: 2.784e-02, eta: 10:17:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9497, loss_cls: 1.0121, loss: 1.0121 2023-12-30 09:37:23,606 - pyskl - INFO - Epoch [70][1200/1970] lr: 2.782e-02, eta: 10:16:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7703, top5_acc: 0.9441, loss_cls: 1.0104, loss: 1.0104 2023-12-30 09:37:46,684 - pyskl - INFO - Epoch [70][1300/1970] lr: 2.779e-02, eta: 10:16:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7734, top5_acc: 0.9534, loss_cls: 0.9777, loss: 0.9777 2023-12-30 09:38:09,800 - pyskl - INFO - Epoch [70][1400/1970] lr: 2.776e-02, eta: 10:16:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9453, loss_cls: 1.0281, loss: 1.0281 2023-12-30 09:38:32,965 - pyskl - INFO - Epoch [70][1500/1970] lr: 2.774e-02, eta: 10:15:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9453, loss_cls: 1.0281, loss: 1.0281 2023-12-30 09:38:56,192 - pyskl - INFO - Epoch [70][1600/1970] lr: 2.771e-02, eta: 10:15:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7703, top5_acc: 0.9450, loss_cls: 1.0137, loss: 1.0137 2023-12-30 09:39:19,312 - pyskl - INFO - Epoch [70][1700/1970] lr: 2.768e-02, eta: 10:15:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7503, top5_acc: 0.9459, loss_cls: 1.0470, loss: 1.0470 2023-12-30 09:39:42,438 - pyskl - INFO - Epoch [70][1800/1970] lr: 2.766e-02, eta: 10:14:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9409, loss_cls: 1.1202, loss: 1.1202 2023-12-30 09:40:05,536 - pyskl - INFO - Epoch [70][1900/1970] lr: 2.763e-02, eta: 10:14:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7503, top5_acc: 0.9434, loss_cls: 1.0817, loss: 1.0817 2023-12-30 09:40:22,123 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-30 09:42:24,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:42:24,898 - pyskl - INFO - top1_acc 0.6993 top5_acc 0.9255 2023-12-30 09:42:24,917 - pyskl - INFO - Epoch(val) [70][1592] top1_acc: 0.6993, top5_acc: 0.9255 2023-12-30 09:43:09,435 - pyskl - INFO - Epoch [71][100/1970] lr: 2.759e-02, eta: 10:13:39, time: 0.445, data_time: 0.214, memory: 6499, top1_acc: 0.7697, top5_acc: 0.9475, loss_cls: 1.0120, loss: 1.0120 2023-12-30 09:43:32,549 - pyskl - INFO - Epoch [71][200/1970] lr: 2.756e-02, eta: 10:13:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 1.0068, loss: 1.0068 2023-12-30 09:43:55,627 - pyskl - INFO - Epoch [71][300/1970] lr: 2.753e-02, eta: 10:12:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9541, loss_cls: 0.9837, loss: 0.9837 2023-12-30 09:44:18,710 - pyskl - INFO - Epoch [71][400/1970] lr: 2.751e-02, eta: 10:12:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 0.9722, loss: 0.9722 2023-12-30 09:44:41,811 - pyskl - INFO - Epoch [71][500/1970] lr: 2.748e-02, eta: 10:12:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7397, top5_acc: 0.9444, loss_cls: 1.1000, loss: 1.1000 2023-12-30 09:45:04,938 - pyskl - INFO - Epoch [71][600/1970] lr: 2.745e-02, eta: 10:11:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7572, top5_acc: 0.9500, loss_cls: 1.0261, loss: 1.0261 2023-12-30 09:45:28,035 - pyskl - INFO - Epoch [71][700/1970] lr: 2.743e-02, eta: 10:11:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7653, top5_acc: 0.9522, loss_cls: 1.0267, loss: 1.0267 2023-12-30 09:45:51,360 - pyskl - INFO - Epoch [71][800/1970] lr: 2.740e-02, eta: 10:10:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7791, top5_acc: 0.9428, loss_cls: 0.9904, loss: 0.9904 2023-12-30 09:46:14,552 - pyskl - INFO - Epoch [71][900/1970] lr: 2.738e-02, eta: 10:10:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9469, loss_cls: 0.9701, loss: 0.9701 2023-12-30 09:46:37,645 - pyskl - INFO - Epoch [71][1000/1970] lr: 2.735e-02, eta: 10:10:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 1.0103, loss: 1.0103 2023-12-30 09:47:00,738 - pyskl - INFO - Epoch [71][1100/1970] lr: 2.732e-02, eta: 10:09:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9509, loss_cls: 1.0187, loss: 1.0187 2023-12-30 09:47:23,818 - pyskl - INFO - Epoch [71][1200/1970] lr: 2.730e-02, eta: 10:09:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9478, loss_cls: 1.0026, loss: 1.0026 2023-12-30 09:47:46,916 - pyskl - INFO - Epoch [71][1300/1970] lr: 2.727e-02, eta: 10:08:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9584, loss_cls: 0.9620, loss: 0.9620 2023-12-30 09:48:10,021 - pyskl - INFO - Epoch [71][1400/1970] lr: 2.724e-02, eta: 10:08:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 1.0144, loss: 1.0144 2023-12-30 09:48:33,115 - pyskl - INFO - Epoch [71][1500/1970] lr: 2.722e-02, eta: 10:08:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9456, loss_cls: 1.0483, loss: 1.0483 2023-12-30 09:48:56,231 - pyskl - INFO - Epoch [71][1600/1970] lr: 2.719e-02, eta: 10:07:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7634, top5_acc: 0.9450, loss_cls: 1.0244, loss: 1.0244 2023-12-30 09:49:19,374 - pyskl - INFO - Epoch [71][1700/1970] lr: 2.716e-02, eta: 10:07:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7591, top5_acc: 0.9466, loss_cls: 1.0210, loss: 1.0210 2023-12-30 09:49:42,608 - pyskl - INFO - Epoch [71][1800/1970] lr: 2.714e-02, eta: 10:06:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7641, top5_acc: 0.9487, loss_cls: 1.0460, loss: 1.0460 2023-12-30 09:50:05,766 - pyskl - INFO - Epoch [71][1900/1970] lr: 2.711e-02, eta: 10:06:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9478, loss_cls: 1.0459, loss: 1.0459 2023-12-30 09:50:22,409 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-30 09:52:24,242 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 09:52:24,765 - pyskl - INFO - top1_acc 0.7090 top5_acc 0.9266 2023-12-30 09:52:24,769 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_62.pth was removed 2023-12-30 09:52:24,888 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2023-12-30 09:52:24,890 - pyskl - INFO - Best top1_acc is 0.7090 at 71 epoch. 2023-12-30 09:52:24,908 - pyskl - INFO - Epoch(val) [71][1592] top1_acc: 0.7090, top5_acc: 0.9266 2023-12-30 09:53:10,310 - pyskl - INFO - Epoch [72][100/1970] lr: 2.707e-02, eta: 10:06:00, time: 0.454, data_time: 0.222, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 0.9662, loss: 0.9662 2023-12-30 09:53:33,492 - pyskl - INFO - Epoch [72][200/1970] lr: 2.704e-02, eta: 10:05:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7903, top5_acc: 0.9506, loss_cls: 0.9779, loss: 0.9779 2023-12-30 09:53:56,738 - pyskl - INFO - Epoch [72][300/1970] lr: 2.701e-02, eta: 10:05:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7878, top5_acc: 0.9581, loss_cls: 0.9301, loss: 0.9301 2023-12-30 09:54:19,888 - pyskl - INFO - Epoch [72][400/1970] lr: 2.699e-02, eta: 10:04:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9547, loss_cls: 1.0003, loss: 1.0003 2023-12-30 09:54:42,992 - pyskl - INFO - Epoch [72][500/1970] lr: 2.696e-02, eta: 10:04:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9453, loss_cls: 1.0077, loss: 1.0077 2023-12-30 09:55:06,074 - pyskl - INFO - Epoch [72][600/1970] lr: 2.693e-02, eta: 10:04:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7691, top5_acc: 0.9503, loss_cls: 1.0194, loss: 1.0194 2023-12-30 09:55:29,188 - pyskl - INFO - Epoch [72][700/1970] lr: 2.691e-02, eta: 10:03:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7647, top5_acc: 0.9481, loss_cls: 1.0132, loss: 1.0132 2023-12-30 09:55:52,414 - pyskl - INFO - Epoch [72][800/1970] lr: 2.688e-02, eta: 10:03:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9534, loss_cls: 0.9778, loss: 0.9778 2023-12-30 09:56:15,590 - pyskl - INFO - Epoch [72][900/1970] lr: 2.685e-02, eta: 10:02:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 0.9756, loss: 0.9756 2023-12-30 09:56:38,750 - pyskl - INFO - Epoch [72][1000/1970] lr: 2.683e-02, eta: 10:02:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7884, top5_acc: 0.9534, loss_cls: 0.9418, loss: 0.9418 2023-12-30 09:57:02,046 - pyskl - INFO - Epoch [72][1100/1970] lr: 2.680e-02, eta: 10:02:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7666, top5_acc: 0.9475, loss_cls: 1.0307, loss: 1.0307 2023-12-30 09:57:25,335 - pyskl - INFO - Epoch [72][1200/1970] lr: 2.677e-02, eta: 10:01:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7547, top5_acc: 0.9459, loss_cls: 1.0591, loss: 1.0591 2023-12-30 09:57:48,634 - pyskl - INFO - Epoch [72][1300/1970] lr: 2.675e-02, eta: 10:01:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 1.0342, loss: 1.0342 2023-12-30 09:58:11,860 - pyskl - INFO - Epoch [72][1400/1970] lr: 2.672e-02, eta: 10:00:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9566, loss_cls: 1.0023, loss: 1.0023 2023-12-30 09:58:34,984 - pyskl - INFO - Epoch [72][1500/1970] lr: 2.669e-02, eta: 10:00:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7759, top5_acc: 0.9581, loss_cls: 0.9627, loss: 0.9627 2023-12-30 09:58:58,205 - pyskl - INFO - Epoch [72][1600/1970] lr: 2.667e-02, eta: 10:00:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 1.0242, loss: 1.0242 2023-12-30 09:59:21,326 - pyskl - INFO - Epoch [72][1700/1970] lr: 2.664e-02, eta: 9:59:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7609, top5_acc: 0.9516, loss_cls: 1.0077, loss: 1.0077 2023-12-30 09:59:44,547 - pyskl - INFO - Epoch [72][1800/1970] lr: 2.662e-02, eta: 9:59:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7616, top5_acc: 0.9487, loss_cls: 1.0399, loss: 1.0399 2023-12-30 10:00:07,615 - pyskl - INFO - Epoch [72][1900/1970] lr: 2.659e-02, eta: 9:58:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 0.9893, loss: 0.9893 2023-12-30 10:00:24,212 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-30 10:02:27,089 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:02:27,569 - pyskl - INFO - top1_acc 0.6905 top5_acc 0.9159 2023-12-30 10:02:27,587 - pyskl - INFO - Epoch(val) [72][1592] top1_acc: 0.6905, top5_acc: 0.9159 2023-12-30 10:03:12,608 - pyskl - INFO - Epoch [73][100/1970] lr: 2.654e-02, eta: 9:58:21, time: 0.450, data_time: 0.220, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 0.9597, loss: 0.9597 2023-12-30 10:03:35,661 - pyskl - INFO - Epoch [73][200/1970] lr: 2.652e-02, eta: 9:57:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7903, top5_acc: 0.9553, loss_cls: 0.9222, loss: 0.9222 2023-12-30 10:03:58,706 - pyskl - INFO - Epoch [73][300/1970] lr: 2.649e-02, eta: 9:57:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7866, top5_acc: 0.9522, loss_cls: 0.9265, loss: 0.9265 2023-12-30 10:04:21,722 - pyskl - INFO - Epoch [73][400/1970] lr: 2.646e-02, eta: 9:57:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9522, loss_cls: 0.9325, loss: 0.9325 2023-12-30 10:04:44,736 - pyskl - INFO - Epoch [73][500/1970] lr: 2.644e-02, eta: 9:56:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7791, top5_acc: 0.9519, loss_cls: 0.9753, loss: 0.9753 2023-12-30 10:05:07,723 - pyskl - INFO - Epoch [73][600/1970] lr: 2.641e-02, eta: 9:56:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7766, top5_acc: 0.9484, loss_cls: 0.9687, loss: 0.9687 2023-12-30 10:05:30,727 - pyskl - INFO - Epoch [73][700/1970] lr: 2.638e-02, eta: 9:55:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 0.9903, loss: 0.9903 2023-12-30 10:05:53,770 - pyskl - INFO - Epoch [73][800/1970] lr: 2.636e-02, eta: 9:55:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9519, loss_cls: 0.9684, loss: 0.9684 2023-12-30 10:06:16,719 - pyskl - INFO - Epoch [73][900/1970] lr: 2.633e-02, eta: 9:55:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 1.0623, loss: 1.0623 2023-12-30 10:06:39,691 - pyskl - INFO - Epoch [73][1000/1970] lr: 2.630e-02, eta: 9:54:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7891, top5_acc: 0.9581, loss_cls: 0.9286, loss: 0.9286 2023-12-30 10:07:02,715 - pyskl - INFO - Epoch [73][1100/1970] lr: 2.628e-02, eta: 9:54:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 1.0108, loss: 1.0108 2023-12-30 10:07:25,687 - pyskl - INFO - Epoch [73][1200/1970] lr: 2.625e-02, eta: 9:53:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 1.0238, loss: 1.0238 2023-12-30 10:07:48,670 - pyskl - INFO - Epoch [73][1300/1970] lr: 2.623e-02, eta: 9:53:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9509, loss_cls: 0.9901, loss: 0.9901 2023-12-30 10:08:11,641 - pyskl - INFO - Epoch [73][1400/1970] lr: 2.620e-02, eta: 9:53:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9541, loss_cls: 1.0035, loss: 1.0035 2023-12-30 10:08:34,643 - pyskl - INFO - Epoch [73][1500/1970] lr: 2.617e-02, eta: 9:52:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7753, top5_acc: 0.9487, loss_cls: 0.9802, loss: 0.9802 2023-12-30 10:08:57,721 - pyskl - INFO - Epoch [73][1600/1970] lr: 2.615e-02, eta: 9:52:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7697, top5_acc: 0.9475, loss_cls: 1.0046, loss: 1.0046 2023-12-30 10:09:20,760 - pyskl - INFO - Epoch [73][1700/1970] lr: 2.612e-02, eta: 9:52:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9447, loss_cls: 1.0230, loss: 1.0230 2023-12-30 10:09:43,837 - pyskl - INFO - Epoch [73][1800/1970] lr: 2.609e-02, eta: 9:51:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7653, top5_acc: 0.9500, loss_cls: 1.0035, loss: 1.0035 2023-12-30 10:10:06,858 - pyskl - INFO - Epoch [73][1900/1970] lr: 2.607e-02, eta: 9:51:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7716, top5_acc: 0.9541, loss_cls: 0.9832, loss: 0.9832 2023-12-30 10:10:23,370 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-30 10:12:25,714 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:12:26,229 - pyskl - INFO - top1_acc 0.7027 top5_acc 0.9322 2023-12-30 10:12:26,249 - pyskl - INFO - Epoch(val) [73][1592] top1_acc: 0.7027, top5_acc: 0.9322 2023-12-30 10:13:12,002 - pyskl - INFO - Epoch [74][100/1970] lr: 2.602e-02, eta: 9:50:40, time: 0.457, data_time: 0.227, memory: 6499, top1_acc: 0.7747, top5_acc: 0.9569, loss_cls: 0.9411, loss: 0.9411 2023-12-30 10:13:35,156 - pyskl - INFO - Epoch [74][200/1970] lr: 2.599e-02, eta: 9:50:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9597, loss_cls: 0.9501, loss: 0.9501 2023-12-30 10:13:58,143 - pyskl - INFO - Epoch [74][300/1970] lr: 2.597e-02, eta: 9:49:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7672, top5_acc: 0.9525, loss_cls: 0.9854, loss: 0.9854 2023-12-30 10:14:21,172 - pyskl - INFO - Epoch [74][400/1970] lr: 2.594e-02, eta: 9:49:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7753, top5_acc: 0.9466, loss_cls: 0.9836, loss: 0.9836 2023-12-30 10:14:44,246 - pyskl - INFO - Epoch [74][500/1970] lr: 2.591e-02, eta: 9:49:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9516, loss_cls: 0.9838, loss: 0.9838 2023-12-30 10:15:07,298 - pyskl - INFO - Epoch [74][600/1970] lr: 2.589e-02, eta: 9:48:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9541, loss_cls: 0.9792, loss: 0.9792 2023-12-30 10:15:30,363 - pyskl - INFO - Epoch [74][700/1970] lr: 2.586e-02, eta: 9:48:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7778, top5_acc: 0.9572, loss_cls: 0.9518, loss: 0.9518 2023-12-30 10:15:53,432 - pyskl - INFO - Epoch [74][800/1970] lr: 2.583e-02, eta: 9:47:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 0.9977, loss: 0.9977 2023-12-30 10:16:16,411 - pyskl - INFO - Epoch [74][900/1970] lr: 2.581e-02, eta: 9:47:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9541, loss_cls: 0.9751, loss: 0.9751 2023-12-30 10:16:39,376 - pyskl - INFO - Epoch [74][1000/1970] lr: 2.578e-02, eta: 9:47:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7803, top5_acc: 0.9525, loss_cls: 0.9637, loss: 0.9637 2023-12-30 10:17:02,419 - pyskl - INFO - Epoch [74][1100/1970] lr: 2.575e-02, eta: 9:46:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9444, loss_cls: 1.0313, loss: 1.0313 2023-12-30 10:17:25,475 - pyskl - INFO - Epoch [74][1200/1970] lr: 2.573e-02, eta: 9:46:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 0.9614, loss: 0.9614 2023-12-30 10:17:48,692 - pyskl - INFO - Epoch [74][1300/1970] lr: 2.570e-02, eta: 9:45:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7547, top5_acc: 0.9428, loss_cls: 1.0556, loss: 1.0556 2023-12-30 10:18:11,834 - pyskl - INFO - Epoch [74][1400/1970] lr: 2.568e-02, eta: 9:45:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7722, top5_acc: 0.9519, loss_cls: 0.9943, loss: 0.9943 2023-12-30 10:18:34,944 - pyskl - INFO - Epoch [74][1500/1970] lr: 2.565e-02, eta: 9:45:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9531, loss_cls: 0.9515, loss: 0.9515 2023-12-30 10:18:57,956 - pyskl - INFO - Epoch [74][1600/1970] lr: 2.562e-02, eta: 9:44:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9522, loss_cls: 0.9820, loss: 0.9820 2023-12-30 10:19:21,042 - pyskl - INFO - Epoch [74][1700/1970] lr: 2.560e-02, eta: 9:44:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 0.9924, loss: 0.9924 2023-12-30 10:19:44,150 - pyskl - INFO - Epoch [74][1800/1970] lr: 2.557e-02, eta: 9:43:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7747, top5_acc: 0.9522, loss_cls: 0.9714, loss: 0.9714 2023-12-30 10:20:07,247 - pyskl - INFO - Epoch [74][1900/1970] lr: 2.554e-02, eta: 9:43:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 0.9775, loss: 0.9775 2023-12-30 10:20:23,775 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-30 10:22:27,139 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:22:27,642 - pyskl - INFO - top1_acc 0.7158 top5_acc 0.9349 2023-12-30 10:22:27,647 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_71.pth was removed 2023-12-30 10:22:27,776 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. 2023-12-30 10:22:27,778 - pyskl - INFO - Best top1_acc is 0.7158 at 74 epoch. 2023-12-30 10:22:27,799 - pyskl - INFO - Epoch(val) [74][1592] top1_acc: 0.7158, top5_acc: 0.9349 2023-12-30 10:23:12,070 - pyskl - INFO - Epoch [75][100/1970] lr: 2.550e-02, eta: 9:42:58, time: 0.443, data_time: 0.213, memory: 6499, top1_acc: 0.7909, top5_acc: 0.9544, loss_cls: 0.9291, loss: 0.9291 2023-12-30 10:23:35,014 - pyskl - INFO - Epoch [75][200/1970] lr: 2.547e-02, eta: 9:42:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 0.9213, loss: 0.9213 2023-12-30 10:23:57,970 - pyskl - INFO - Epoch [75][300/1970] lr: 2.544e-02, eta: 9:42:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7791, top5_acc: 0.9541, loss_cls: 0.9586, loss: 0.9586 2023-12-30 10:24:20,975 - pyskl - INFO - Epoch [75][400/1970] lr: 2.542e-02, eta: 9:41:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9628, loss_cls: 0.8860, loss: 0.8860 2023-12-30 10:24:43,986 - pyskl - INFO - Epoch [75][500/1970] lr: 2.539e-02, eta: 9:41:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 0.9798, loss: 0.9798 2023-12-30 10:25:06,942 - pyskl - INFO - Epoch [75][600/1970] lr: 2.536e-02, eta: 9:40:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9506, loss_cls: 0.9567, loss: 0.9567 2023-12-30 10:25:30,003 - pyskl - INFO - Epoch [75][700/1970] lr: 2.534e-02, eta: 9:40:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9516, loss_cls: 0.9802, loss: 0.9802 2023-12-30 10:25:53,074 - pyskl - INFO - Epoch [75][800/1970] lr: 2.531e-02, eta: 9:40:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7728, top5_acc: 0.9472, loss_cls: 0.9781, loss: 0.9781 2023-12-30 10:26:16,076 - pyskl - INFO - Epoch [75][900/1970] lr: 2.528e-02, eta: 9:39:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7634, top5_acc: 0.9497, loss_cls: 1.0143, loss: 1.0143 2023-12-30 10:26:39,043 - pyskl - INFO - Epoch [75][1000/1970] lr: 2.526e-02, eta: 9:39:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7753, top5_acc: 0.9531, loss_cls: 0.9728, loss: 0.9728 2023-12-30 10:27:01,995 - pyskl - INFO - Epoch [75][1100/1970] lr: 2.523e-02, eta: 9:39:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7716, top5_acc: 0.9491, loss_cls: 1.0024, loss: 1.0024 2023-12-30 10:27:24,893 - pyskl - INFO - Epoch [75][1200/1970] lr: 2.520e-02, eta: 9:38:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7653, top5_acc: 0.9453, loss_cls: 1.0085, loss: 1.0085 2023-12-30 10:27:47,801 - pyskl - INFO - Epoch [75][1300/1970] lr: 2.518e-02, eta: 9:38:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 0.9863, loss: 0.9863 2023-12-30 10:28:10,806 - pyskl - INFO - Epoch [75][1400/1970] lr: 2.515e-02, eta: 9:37:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9491, loss_cls: 0.9863, loss: 0.9863 2023-12-30 10:28:33,808 - pyskl - INFO - Epoch [75][1500/1970] lr: 2.513e-02, eta: 9:37:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9541, loss_cls: 0.9869, loss: 0.9869 2023-12-30 10:28:56,794 - pyskl - INFO - Epoch [75][1600/1970] lr: 2.510e-02, eta: 9:37:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7734, top5_acc: 0.9500, loss_cls: 0.9701, loss: 0.9701 2023-12-30 10:29:19,792 - pyskl - INFO - Epoch [75][1700/1970] lr: 2.507e-02, eta: 9:36:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9516, loss_cls: 0.9536, loss: 0.9536 2023-12-30 10:29:42,750 - pyskl - INFO - Epoch [75][1800/1970] lr: 2.505e-02, eta: 9:36:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7659, top5_acc: 0.9497, loss_cls: 0.9910, loss: 0.9910 2023-12-30 10:30:05,745 - pyskl - INFO - Epoch [75][1900/1970] lr: 2.502e-02, eta: 9:35:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9516, loss_cls: 1.0254, loss: 1.0254 2023-12-30 10:30:22,355 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-30 10:32:24,257 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:32:24,756 - pyskl - INFO - top1_acc 0.7356 top5_acc 0.9429 2023-12-30 10:32:24,760 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_74.pth was removed 2023-12-30 10:32:24,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. 2023-12-30 10:32:24,891 - pyskl - INFO - Best top1_acc is 0.7356 at 75 epoch. 2023-12-30 10:32:24,911 - pyskl - INFO - Epoch(val) [75][1592] top1_acc: 0.7356, top5_acc: 0.9429 2023-12-30 10:33:10,179 - pyskl - INFO - Epoch [76][100/1970] lr: 2.497e-02, eta: 9:35:16, time: 0.453, data_time: 0.222, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9516, loss_cls: 0.9293, loss: 0.9293 2023-12-30 10:33:33,277 - pyskl - INFO - Epoch [76][200/1970] lr: 2.495e-02, eta: 9:34:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9572, loss_cls: 0.9002, loss: 0.9002 2023-12-30 10:33:56,273 - pyskl - INFO - Epoch [76][300/1970] lr: 2.492e-02, eta: 9:34:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 0.9440, loss: 0.9440 2023-12-30 10:34:19,213 - pyskl - INFO - Epoch [76][400/1970] lr: 2.489e-02, eta: 9:34:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7916, top5_acc: 0.9566, loss_cls: 0.9383, loss: 0.9383 2023-12-30 10:34:42,202 - pyskl - INFO - Epoch [76][500/1970] lr: 2.487e-02, eta: 9:33:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7622, top5_acc: 0.9494, loss_cls: 1.0180, loss: 1.0180 2023-12-30 10:35:05,153 - pyskl - INFO - Epoch [76][600/1970] lr: 2.484e-02, eta: 9:33:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7734, top5_acc: 0.9597, loss_cls: 0.9594, loss: 0.9594 2023-12-30 10:35:28,132 - pyskl - INFO - Epoch [76][700/1970] lr: 2.481e-02, eta: 9:32:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9509, loss_cls: 0.9472, loss: 0.9472 2023-12-30 10:35:51,125 - pyskl - INFO - Epoch [76][800/1970] lr: 2.479e-02, eta: 9:32:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7697, top5_acc: 0.9537, loss_cls: 0.9824, loss: 0.9824 2023-12-30 10:36:14,151 - pyskl - INFO - Epoch [76][900/1970] lr: 2.476e-02, eta: 9:32:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9491, loss_cls: 0.9767, loss: 0.9767 2023-12-30 10:36:37,146 - pyskl - INFO - Epoch [76][1000/1970] lr: 2.473e-02, eta: 9:31:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9487, loss_cls: 0.9442, loss: 0.9442 2023-12-30 10:37:00,169 - pyskl - INFO - Epoch [76][1100/1970] lr: 2.471e-02, eta: 9:31:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7791, top5_acc: 0.9494, loss_cls: 0.9786, loss: 0.9786 2023-12-30 10:37:23,133 - pyskl - INFO - Epoch [76][1200/1970] lr: 2.468e-02, eta: 9:30:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 0.9864, loss: 0.9864 2023-12-30 10:37:46,095 - pyskl - INFO - Epoch [76][1300/1970] lr: 2.465e-02, eta: 9:30:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7784, top5_acc: 0.9463, loss_cls: 0.9557, loss: 0.9557 2023-12-30 10:38:09,110 - pyskl - INFO - Epoch [76][1400/1970] lr: 2.463e-02, eta: 9:30:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9522, loss_cls: 0.9446, loss: 0.9446 2023-12-30 10:38:32,150 - pyskl - INFO - Epoch [76][1500/1970] lr: 2.460e-02, eta: 9:29:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 0.9766, loss: 0.9766 2023-12-30 10:38:55,108 - pyskl - INFO - Epoch [76][1600/1970] lr: 2.458e-02, eta: 9:29:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7872, top5_acc: 0.9544, loss_cls: 0.9267, loss: 0.9267 2023-12-30 10:39:18,044 - pyskl - INFO - Epoch [76][1700/1970] lr: 2.455e-02, eta: 9:28:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7759, top5_acc: 0.9547, loss_cls: 0.9707, loss: 0.9707 2023-12-30 10:39:41,163 - pyskl - INFO - Epoch [76][1800/1970] lr: 2.452e-02, eta: 9:28:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 1.0248, loss: 1.0248 2023-12-30 10:40:04,192 - pyskl - INFO - Epoch [76][1900/1970] lr: 2.450e-02, eta: 9:28:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9528, loss_cls: 0.9726, loss: 0.9726 2023-12-30 10:40:20,862 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-30 10:42:22,644 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:42:23,127 - pyskl - INFO - top1_acc 0.7218 top5_acc 0.9335 2023-12-30 10:42:23,146 - pyskl - INFO - Epoch(val) [76][1592] top1_acc: 0.7218, top5_acc: 0.9335 2023-12-30 10:43:07,784 - pyskl - INFO - Epoch [77][100/1970] lr: 2.445e-02, eta: 9:27:34, time: 0.446, data_time: 0.216, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9534, loss_cls: 0.9776, loss: 0.9776 2023-12-30 10:43:30,786 - pyskl - INFO - Epoch [77][200/1970] lr: 2.442e-02, eta: 9:27:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7978, top5_acc: 0.9578, loss_cls: 0.8934, loss: 0.8934 2023-12-30 10:43:53,789 - pyskl - INFO - Epoch [77][300/1970] lr: 2.440e-02, eta: 9:26:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9547, loss_cls: 0.9339, loss: 0.9339 2023-12-30 10:44:16,816 - pyskl - INFO - Epoch [77][400/1970] lr: 2.437e-02, eta: 9:26:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 0.9206, loss: 0.9206 2023-12-30 10:44:39,817 - pyskl - INFO - Epoch [77][500/1970] lr: 2.434e-02, eta: 9:25:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 0.9403, loss: 0.9403 2023-12-30 10:45:02,817 - pyskl - INFO - Epoch [77][600/1970] lr: 2.432e-02, eta: 9:25:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9528, loss_cls: 0.9807, loss: 0.9807 2023-12-30 10:45:25,805 - pyskl - INFO - Epoch [77][700/1970] lr: 2.429e-02, eta: 9:25:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9616, loss_cls: 0.9250, loss: 0.9250 2023-12-30 10:45:48,907 - pyskl - INFO - Epoch [77][800/1970] lr: 2.426e-02, eta: 9:24:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9516, loss_cls: 0.9529, loss: 0.9529 2023-12-30 10:46:11,924 - pyskl - INFO - Epoch [77][900/1970] lr: 2.424e-02, eta: 9:24:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 0.9093, loss: 0.9093 2023-12-30 10:46:34,892 - pyskl - INFO - Epoch [77][1000/1970] lr: 2.421e-02, eta: 9:24:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9509, loss_cls: 0.9727, loss: 0.9727 2023-12-30 10:46:57,980 - pyskl - INFO - Epoch [77][1100/1970] lr: 2.418e-02, eta: 9:23:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9584, loss_cls: 0.9425, loss: 0.9425 2023-12-30 10:47:21,022 - pyskl - INFO - Epoch [77][1200/1970] lr: 2.416e-02, eta: 9:23:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7591, top5_acc: 0.9516, loss_cls: 1.0206, loss: 1.0206 2023-12-30 10:47:44,083 - pyskl - INFO - Epoch [77][1300/1970] lr: 2.413e-02, eta: 9:22:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9444, loss_cls: 0.9691, loss: 0.9691 2023-12-30 10:48:07,082 - pyskl - INFO - Epoch [77][1400/1970] lr: 2.410e-02, eta: 9:22:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9553, loss_cls: 0.9407, loss: 0.9407 2023-12-30 10:48:30,026 - pyskl - INFO - Epoch [77][1500/1970] lr: 2.408e-02, eta: 9:22:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9547, loss_cls: 0.9469, loss: 0.9469 2023-12-30 10:48:52,991 - pyskl - INFO - Epoch [77][1600/1970] lr: 2.405e-02, eta: 9:21:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7697, top5_acc: 0.9541, loss_cls: 0.9823, loss: 0.9823 2023-12-30 10:49:15,997 - pyskl - INFO - Epoch [77][1700/1970] lr: 2.403e-02, eta: 9:21:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9534, loss_cls: 0.9851, loss: 0.9851 2023-12-30 10:49:39,024 - pyskl - INFO - Epoch [77][1800/1970] lr: 2.400e-02, eta: 9:20:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7678, top5_acc: 0.9500, loss_cls: 0.9553, loss: 0.9553 2023-12-30 10:50:02,000 - pyskl - INFO - Epoch [77][1900/1970] lr: 2.397e-02, eta: 9:20:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9466, loss_cls: 1.0158, loss: 1.0158 2023-12-30 10:50:18,480 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-30 10:52:20,858 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 10:52:21,335 - pyskl - INFO - top1_acc 0.6648 top5_acc 0.9100 2023-12-30 10:52:21,360 - pyskl - INFO - Epoch(val) [77][1592] top1_acc: 0.6648, top5_acc: 0.9100 2023-12-30 10:53:06,355 - pyskl - INFO - Epoch [78][100/1970] lr: 2.393e-02, eta: 9:19:52, time: 0.450, data_time: 0.218, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9581, loss_cls: 0.9119, loss: 0.9119 2023-12-30 10:53:29,545 - pyskl - INFO - Epoch [78][200/1970] lr: 2.390e-02, eta: 9:19:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7966, top5_acc: 0.9594, loss_cls: 0.9044, loss: 0.9044 2023-12-30 10:53:52,711 - pyskl - INFO - Epoch [78][300/1970] lr: 2.387e-02, eta: 9:19:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8047, top5_acc: 0.9563, loss_cls: 0.8879, loss: 0.8879 2023-12-30 10:54:15,892 - pyskl - INFO - Epoch [78][400/1970] lr: 2.385e-02, eta: 9:18:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 0.9598, loss: 0.9598 2023-12-30 10:54:39,120 - pyskl - INFO - Epoch [78][500/1970] lr: 2.382e-02, eta: 9:18:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9513, loss_cls: 0.9153, loss: 0.9153 2023-12-30 10:55:02,269 - pyskl - INFO - Epoch [78][600/1970] lr: 2.379e-02, eta: 9:17:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 0.9591, loss: 0.9591 2023-12-30 10:55:25,392 - pyskl - INFO - Epoch [78][700/1970] lr: 2.377e-02, eta: 9:17:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7916, top5_acc: 0.9544, loss_cls: 0.9339, loss: 0.9339 2023-12-30 10:55:48,638 - pyskl - INFO - Epoch [78][800/1970] lr: 2.374e-02, eta: 9:17:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 0.9173, loss: 0.9173 2023-12-30 10:56:11,828 - pyskl - INFO - Epoch [78][900/1970] lr: 2.371e-02, eta: 9:16:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9522, loss_cls: 0.9676, loss: 0.9676 2023-12-30 10:56:35,032 - pyskl - INFO - Epoch [78][1000/1970] lr: 2.369e-02, eta: 9:16:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7809, top5_acc: 0.9531, loss_cls: 0.9437, loss: 0.9437 2023-12-30 10:56:58,224 - pyskl - INFO - Epoch [78][1100/1970] lr: 2.366e-02, eta: 9:15:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9534, loss_cls: 1.0108, loss: 1.0108 2023-12-30 10:57:21,389 - pyskl - INFO - Epoch [78][1200/1970] lr: 2.363e-02, eta: 9:15:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7759, top5_acc: 0.9463, loss_cls: 0.9827, loss: 0.9827 2023-12-30 10:57:44,528 - pyskl - INFO - Epoch [78][1300/1970] lr: 2.361e-02, eta: 9:15:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 0.9566, loss: 0.9566 2023-12-30 10:58:07,658 - pyskl - INFO - Epoch [78][1400/1970] lr: 2.358e-02, eta: 9:14:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7978, top5_acc: 0.9622, loss_cls: 0.8850, loss: 0.8850 2023-12-30 10:58:30,810 - pyskl - INFO - Epoch [78][1500/1970] lr: 2.356e-02, eta: 9:14:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 0.9441, loss: 0.9441 2023-12-30 10:58:53,970 - pyskl - INFO - Epoch [78][1600/1970] lr: 2.353e-02, eta: 9:13:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9513, loss_cls: 0.9469, loss: 0.9469 2023-12-30 10:59:17,077 - pyskl - INFO - Epoch [78][1700/1970] lr: 2.350e-02, eta: 9:13:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 0.9699, loss: 0.9699 2023-12-30 10:59:40,318 - pyskl - INFO - Epoch [78][1800/1970] lr: 2.348e-02, eta: 9:13:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7691, top5_acc: 0.9450, loss_cls: 0.9971, loss: 0.9971 2023-12-30 11:00:03,498 - pyskl - INFO - Epoch [78][1900/1970] lr: 2.345e-02, eta: 9:12:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 0.9206, loss: 0.9206 2023-12-30 11:00:20,130 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-30 11:02:21,993 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:02:22,480 - pyskl - INFO - top1_acc 0.7235 top5_acc 0.9302 2023-12-30 11:02:22,500 - pyskl - INFO - Epoch(val) [78][1592] top1_acc: 0.7235, top5_acc: 0.9302 2023-12-30 11:03:07,084 - pyskl - INFO - Epoch [79][100/1970] lr: 2.340e-02, eta: 9:12:12, time: 0.446, data_time: 0.214, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9597, loss_cls: 0.8873, loss: 0.8873 2023-12-30 11:03:30,257 - pyskl - INFO - Epoch [79][200/1970] lr: 2.338e-02, eta: 9:11:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7959, top5_acc: 0.9616, loss_cls: 0.8913, loss: 0.8913 2023-12-30 11:03:53,354 - pyskl - INFO - Epoch [79][300/1970] lr: 2.335e-02, eta: 9:11:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7922, top5_acc: 0.9587, loss_cls: 0.9158, loss: 0.9158 2023-12-30 11:04:16,423 - pyskl - INFO - Epoch [79][400/1970] lr: 2.332e-02, eta: 9:11:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 0.9317, loss: 0.9317 2023-12-30 11:04:39,567 - pyskl - INFO - Epoch [79][500/1970] lr: 2.330e-02, eta: 9:10:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9553, loss_cls: 0.9425, loss: 0.9425 2023-12-30 11:05:02,675 - pyskl - INFO - Epoch [79][600/1970] lr: 2.327e-02, eta: 9:10:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7909, top5_acc: 0.9531, loss_cls: 0.9433, loss: 0.9433 2023-12-30 11:05:25,683 - pyskl - INFO - Epoch [79][700/1970] lr: 2.324e-02, eta: 9:09:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7809, top5_acc: 0.9534, loss_cls: 0.9588, loss: 0.9588 2023-12-30 11:05:48,676 - pyskl - INFO - Epoch [79][800/1970] lr: 2.322e-02, eta: 9:09:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9522, loss_cls: 0.9446, loss: 0.9446 2023-12-30 11:06:11,588 - pyskl - INFO - Epoch [79][900/1970] lr: 2.319e-02, eta: 9:09:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 0.9477, loss: 0.9477 2023-12-30 11:06:34,501 - pyskl - INFO - Epoch [79][1000/1970] lr: 2.317e-02, eta: 9:08:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 0.9030, loss: 0.9030 2023-12-30 11:06:57,516 - pyskl - INFO - Epoch [79][1100/1970] lr: 2.314e-02, eta: 9:08:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7797, top5_acc: 0.9597, loss_cls: 0.9354, loss: 0.9354 2023-12-30 11:07:20,501 - pyskl - INFO - Epoch [79][1200/1970] lr: 2.311e-02, eta: 9:07:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 0.9383, loss: 0.9383 2023-12-30 11:07:43,552 - pyskl - INFO - Epoch [79][1300/1970] lr: 2.309e-02, eta: 9:07:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7784, top5_acc: 0.9537, loss_cls: 0.9716, loss: 0.9716 2023-12-30 11:08:06,576 - pyskl - INFO - Epoch [79][1400/1970] lr: 2.306e-02, eta: 9:07:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9547, loss_cls: 0.9585, loss: 0.9585 2023-12-30 11:08:29,552 - pyskl - INFO - Epoch [79][1500/1970] lr: 2.303e-02, eta: 9:06:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9516, loss_cls: 0.9535, loss: 0.9535 2023-12-30 11:08:52,516 - pyskl - INFO - Epoch [79][1600/1970] lr: 2.301e-02, eta: 9:06:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9553, loss_cls: 0.9260, loss: 0.9260 2023-12-30 11:09:15,560 - pyskl - INFO - Epoch [79][1700/1970] lr: 2.298e-02, eta: 9:05:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9528, loss_cls: 0.9160, loss: 0.9160 2023-12-30 11:09:38,695 - pyskl - INFO - Epoch [79][1800/1970] lr: 2.295e-02, eta: 9:05:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7809, top5_acc: 0.9491, loss_cls: 0.9580, loss: 0.9580 2023-12-30 11:10:01,792 - pyskl - INFO - Epoch [79][1900/1970] lr: 2.293e-02, eta: 9:05:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9509, loss_cls: 0.9624, loss: 0.9624 2023-12-30 11:10:18,327 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-30 11:12:20,077 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:12:20,556 - pyskl - INFO - top1_acc 0.7130 top5_acc 0.9341 2023-12-30 11:12:20,574 - pyskl - INFO - Epoch(val) [79][1592] top1_acc: 0.7130, top5_acc: 0.9341 2023-12-30 11:13:05,370 - pyskl - INFO - Epoch [80][100/1970] lr: 2.288e-02, eta: 9:04:31, time: 0.448, data_time: 0.218, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9619, loss_cls: 0.8631, loss: 0.8631 2023-12-30 11:13:28,505 - pyskl - INFO - Epoch [80][200/1970] lr: 2.286e-02, eta: 9:04:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7941, top5_acc: 0.9619, loss_cls: 0.8690, loss: 0.8690 2023-12-30 11:13:51,608 - pyskl - INFO - Epoch [80][300/1970] lr: 2.283e-02, eta: 9:03:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7997, top5_acc: 0.9578, loss_cls: 0.8948, loss: 0.8948 2023-12-30 11:14:14,723 - pyskl - INFO - Epoch [80][400/1970] lr: 2.280e-02, eta: 9:03:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7884, top5_acc: 0.9569, loss_cls: 0.9166, loss: 0.9166 2023-12-30 11:14:37,800 - pyskl - INFO - Epoch [80][500/1970] lr: 2.278e-02, eta: 9:02:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7816, top5_acc: 0.9613, loss_cls: 0.9257, loss: 0.9257 2023-12-30 11:15:00,818 - pyskl - INFO - Epoch [80][600/1970] lr: 2.275e-02, eta: 9:02:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7847, top5_acc: 0.9519, loss_cls: 0.9516, loss: 0.9516 2023-12-30 11:15:23,890 - pyskl - INFO - Epoch [80][700/1970] lr: 2.272e-02, eta: 9:02:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9566, loss_cls: 0.9039, loss: 0.9039 2023-12-30 11:15:46,895 - pyskl - INFO - Epoch [80][800/1970] lr: 2.270e-02, eta: 9:01:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 0.9673, loss: 0.9673 2023-12-30 11:16:09,910 - pyskl - INFO - Epoch [80][900/1970] lr: 2.267e-02, eta: 9:01:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9603, loss_cls: 0.8715, loss: 0.8715 2023-12-30 11:16:32,904 - pyskl - INFO - Epoch [80][1000/1970] lr: 2.264e-02, eta: 9:00:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7928, top5_acc: 0.9587, loss_cls: 0.9037, loss: 0.9037 2023-12-30 11:16:56,000 - pyskl - INFO - Epoch [80][1100/1970] lr: 2.262e-02, eta: 9:00:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7803, top5_acc: 0.9487, loss_cls: 0.9638, loss: 0.9638 2023-12-30 11:17:19,155 - pyskl - INFO - Epoch [80][1200/1970] lr: 2.259e-02, eta: 9:00:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7772, top5_acc: 0.9503, loss_cls: 0.9696, loss: 0.9696 2023-12-30 11:17:42,267 - pyskl - INFO - Epoch [80][1300/1970] lr: 2.256e-02, eta: 8:59:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7834, top5_acc: 0.9531, loss_cls: 0.9372, loss: 0.9372 2023-12-30 11:18:05,381 - pyskl - INFO - Epoch [80][1400/1970] lr: 2.254e-02, eta: 8:59:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 0.9159, loss: 0.9159 2023-12-30 11:18:28,469 - pyskl - INFO - Epoch [80][1500/1970] lr: 2.251e-02, eta: 8:59:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7847, top5_acc: 0.9556, loss_cls: 0.9428, loss: 0.9428 2023-12-30 11:18:51,685 - pyskl - INFO - Epoch [80][1600/1970] lr: 2.248e-02, eta: 8:58:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9553, loss_cls: 0.9008, loss: 0.9008 2023-12-30 11:19:14,842 - pyskl - INFO - Epoch [80][1700/1970] lr: 2.246e-02, eta: 8:58:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9584, loss_cls: 0.8985, loss: 0.8985 2023-12-30 11:19:37,925 - pyskl - INFO - Epoch [80][1800/1970] lr: 2.243e-02, eta: 8:57:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7784, top5_acc: 0.9491, loss_cls: 0.9642, loss: 0.9642 2023-12-30 11:20:00,871 - pyskl - INFO - Epoch [80][1900/1970] lr: 2.241e-02, eta: 8:57:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9566, loss_cls: 0.9406, loss: 0.9406 2023-12-30 11:20:17,330 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-30 11:22:19,345 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:22:19,829 - pyskl - INFO - top1_acc 0.7067 top5_acc 0.9229 2023-12-30 11:22:19,847 - pyskl - INFO - Epoch(val) [80][1592] top1_acc: 0.7067, top5_acc: 0.9229 2023-12-30 11:23:04,215 - pyskl - INFO - Epoch [81][100/1970] lr: 2.236e-02, eta: 8:56:50, time: 0.444, data_time: 0.213, memory: 6499, top1_acc: 0.8134, top5_acc: 0.9625, loss_cls: 0.8230, loss: 0.8230 2023-12-30 11:23:27,277 - pyskl - INFO - Epoch [81][200/1970] lr: 2.233e-02, eta: 8:56:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9653, loss_cls: 0.8146, loss: 0.8146 2023-12-30 11:23:50,277 - pyskl - INFO - Epoch [81][300/1970] lr: 2.231e-02, eta: 8:56:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9591, loss_cls: 0.8875, loss: 0.8875 2023-12-30 11:24:13,312 - pyskl - INFO - Epoch [81][400/1970] lr: 2.228e-02, eta: 8:55:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7803, top5_acc: 0.9594, loss_cls: 0.9194, loss: 0.9194 2023-12-30 11:24:36,397 - pyskl - INFO - Epoch [81][500/1970] lr: 2.225e-02, eta: 8:55:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9578, loss_cls: 0.8918, loss: 0.8918 2023-12-30 11:24:59,355 - pyskl - INFO - Epoch [81][600/1970] lr: 2.223e-02, eta: 8:54:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9622, loss_cls: 0.9036, loss: 0.9036 2023-12-30 11:25:22,386 - pyskl - INFO - Epoch [81][700/1970] lr: 2.220e-02, eta: 8:54:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7822, top5_acc: 0.9587, loss_cls: 0.9365, loss: 0.9365 2023-12-30 11:25:45,396 - pyskl - INFO - Epoch [81][800/1970] lr: 2.218e-02, eta: 8:54:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 0.9588, loss: 0.9588 2023-12-30 11:26:08,462 - pyskl - INFO - Epoch [81][900/1970] lr: 2.215e-02, eta: 8:53:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9528, loss_cls: 0.9225, loss: 0.9225 2023-12-30 11:26:31,489 - pyskl - INFO - Epoch [81][1000/1970] lr: 2.212e-02, eta: 8:53:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 0.8945, loss: 0.8945 2023-12-30 11:26:54,556 - pyskl - INFO - Epoch [81][1100/1970] lr: 2.210e-02, eta: 8:52:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7878, top5_acc: 0.9519, loss_cls: 0.9422, loss: 0.9422 2023-12-30 11:27:17,679 - pyskl - INFO - Epoch [81][1200/1970] lr: 2.207e-02, eta: 8:52:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7866, top5_acc: 0.9569, loss_cls: 0.9474, loss: 0.9474 2023-12-30 11:27:40,816 - pyskl - INFO - Epoch [81][1300/1970] lr: 2.204e-02, eta: 8:52:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7847, top5_acc: 0.9550, loss_cls: 0.9424, loss: 0.9424 2023-12-30 11:28:04,007 - pyskl - INFO - Epoch [81][1400/1970] lr: 2.202e-02, eta: 8:51:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 0.9591, loss: 0.9591 2023-12-30 11:28:27,079 - pyskl - INFO - Epoch [81][1500/1970] lr: 2.199e-02, eta: 8:51:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7866, top5_acc: 0.9528, loss_cls: 0.9523, loss: 0.9523 2023-12-30 11:28:50,116 - pyskl - INFO - Epoch [81][1600/1970] lr: 2.196e-02, eta: 8:50:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 0.9558, loss: 0.9558 2023-12-30 11:29:13,189 - pyskl - INFO - Epoch [81][1700/1970] lr: 2.194e-02, eta: 8:50:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 0.9582, loss: 0.9582 2023-12-30 11:29:36,262 - pyskl - INFO - Epoch [81][1800/1970] lr: 2.191e-02, eta: 8:50:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7966, top5_acc: 0.9547, loss_cls: 0.9103, loss: 0.9103 2023-12-30 11:29:59,315 - pyskl - INFO - Epoch [81][1900/1970] lr: 2.189e-02, eta: 8:49:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7872, top5_acc: 0.9537, loss_cls: 0.9253, loss: 0.9253 2023-12-30 11:30:15,879 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-30 11:32:17,901 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:32:18,377 - pyskl - INFO - top1_acc 0.7144 top5_acc 0.9319 2023-12-30 11:32:18,397 - pyskl - INFO - Epoch(val) [81][1592] top1_acc: 0.7144, top5_acc: 0.9319 2023-12-30 11:33:03,349 - pyskl - INFO - Epoch [82][100/1970] lr: 2.184e-02, eta: 8:49:09, time: 0.449, data_time: 0.219, memory: 6499, top1_acc: 0.7934, top5_acc: 0.9584, loss_cls: 0.9090, loss: 0.9090 2023-12-30 11:33:26,409 - pyskl - INFO - Epoch [82][200/1970] lr: 2.181e-02, eta: 8:48:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8022, top5_acc: 0.9603, loss_cls: 0.8849, loss: 0.8849 2023-12-30 11:33:49,409 - pyskl - INFO - Epoch [82][300/1970] lr: 2.179e-02, eta: 8:48:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9622, loss_cls: 0.8571, loss: 0.8571 2023-12-30 11:34:12,395 - pyskl - INFO - Epoch [82][400/1970] lr: 2.176e-02, eta: 8:47:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9563, loss_cls: 0.9198, loss: 0.9198 2023-12-30 11:34:35,431 - pyskl - INFO - Epoch [82][500/1970] lr: 2.174e-02, eta: 8:47:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 0.9018, loss: 0.9018 2023-12-30 11:34:58,573 - pyskl - INFO - Epoch [82][600/1970] lr: 2.171e-02, eta: 8:47:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 0.9374, loss: 0.9374 2023-12-30 11:35:21,642 - pyskl - INFO - Epoch [82][700/1970] lr: 2.168e-02, eta: 8:46:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7928, top5_acc: 0.9547, loss_cls: 0.9111, loss: 0.9111 2023-12-30 11:35:44,687 - pyskl - INFO - Epoch [82][800/1970] lr: 2.166e-02, eta: 8:46:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7922, top5_acc: 0.9619, loss_cls: 0.8935, loss: 0.8935 2023-12-30 11:36:07,709 - pyskl - INFO - Epoch [82][900/1970] lr: 2.163e-02, eta: 8:46:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7847, top5_acc: 0.9575, loss_cls: 0.9280, loss: 0.9280 2023-12-30 11:36:30,723 - pyskl - INFO - Epoch [82][1000/1970] lr: 2.160e-02, eta: 8:45:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9603, loss_cls: 0.9141, loss: 0.9141 2023-12-30 11:36:53,661 - pyskl - INFO - Epoch [82][1100/1970] lr: 2.158e-02, eta: 8:45:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8116, top5_acc: 0.9550, loss_cls: 0.8624, loss: 0.8624 2023-12-30 11:37:16,615 - pyskl - INFO - Epoch [82][1200/1970] lr: 2.155e-02, eta: 8:44:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8047, top5_acc: 0.9609, loss_cls: 0.8833, loss: 0.8833 2023-12-30 11:37:39,590 - pyskl - INFO - Epoch [82][1300/1970] lr: 2.152e-02, eta: 8:44:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 0.9275, loss: 0.9275 2023-12-30 11:38:02,543 - pyskl - INFO - Epoch [82][1400/1970] lr: 2.150e-02, eta: 8:44:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9609, loss_cls: 0.9111, loss: 0.9111 2023-12-30 11:38:25,559 - pyskl - INFO - Epoch [82][1500/1970] lr: 2.147e-02, eta: 8:43:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9500, loss_cls: 0.9346, loss: 0.9346 2023-12-30 11:38:48,595 - pyskl - INFO - Epoch [82][1600/1970] lr: 2.145e-02, eta: 8:43:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7947, top5_acc: 0.9609, loss_cls: 0.8878, loss: 0.8878 2023-12-30 11:39:11,746 - pyskl - INFO - Epoch [82][1700/1970] lr: 2.142e-02, eta: 8:42:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7922, top5_acc: 0.9544, loss_cls: 0.9178, loss: 0.9178 2023-12-30 11:39:34,855 - pyskl - INFO - Epoch [82][1800/1970] lr: 2.139e-02, eta: 8:42:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7978, top5_acc: 0.9506, loss_cls: 0.9086, loss: 0.9086 2023-12-30 11:39:57,872 - pyskl - INFO - Epoch [82][1900/1970] lr: 2.137e-02, eta: 8:42:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9578, loss_cls: 0.9208, loss: 0.9208 2023-12-30 11:40:14,467 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-30 11:42:17,443 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:42:17,934 - pyskl - INFO - top1_acc 0.7234 top5_acc 0.9365 2023-12-30 11:42:17,955 - pyskl - INFO - Epoch(val) [82][1592] top1_acc: 0.7234, top5_acc: 0.9365 2023-12-30 11:43:02,322 - pyskl - INFO - Epoch [83][100/1970] lr: 2.132e-02, eta: 8:41:27, time: 0.444, data_time: 0.213, memory: 6499, top1_acc: 0.8091, top5_acc: 0.9641, loss_cls: 0.8490, loss: 0.8490 2023-12-30 11:43:25,385 - pyskl - INFO - Epoch [83][200/1970] lr: 2.130e-02, eta: 8:41:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8034, top5_acc: 0.9591, loss_cls: 0.8759, loss: 0.8759 2023-12-30 11:43:48,441 - pyskl - INFO - Epoch [83][300/1970] lr: 2.127e-02, eta: 8:40:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9622, loss_cls: 0.8735, loss: 0.8735 2023-12-30 11:44:11,390 - pyskl - INFO - Epoch [83][400/1970] lr: 2.124e-02, eta: 8:40:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7991, top5_acc: 0.9619, loss_cls: 0.8748, loss: 0.8748 2023-12-30 11:44:34,348 - pyskl - INFO - Epoch [83][500/1970] lr: 2.122e-02, eta: 8:39:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9591, loss_cls: 0.9023, loss: 0.9023 2023-12-30 11:44:57,283 - pyskl - INFO - Epoch [83][600/1970] lr: 2.119e-02, eta: 8:39:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7941, top5_acc: 0.9578, loss_cls: 0.8678, loss: 0.8678 2023-12-30 11:45:20,256 - pyskl - INFO - Epoch [83][700/1970] lr: 2.116e-02, eta: 8:39:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7884, top5_acc: 0.9581, loss_cls: 0.9100, loss: 0.9100 2023-12-30 11:45:43,276 - pyskl - INFO - Epoch [83][800/1970] lr: 2.114e-02, eta: 8:38:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7891, top5_acc: 0.9591, loss_cls: 0.8932, loss: 0.8932 2023-12-30 11:46:06,248 - pyskl - INFO - Epoch [83][900/1970] lr: 2.111e-02, eta: 8:38:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 0.8890, loss: 0.8890 2023-12-30 11:46:29,222 - pyskl - INFO - Epoch [83][1000/1970] lr: 2.109e-02, eta: 8:37:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 0.9029, loss: 0.9029 2023-12-30 11:46:52,191 - pyskl - INFO - Epoch [83][1100/1970] lr: 2.106e-02, eta: 8:37:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 0.9134, loss: 0.9134 2023-12-30 11:47:15,122 - pyskl - INFO - Epoch [83][1200/1970] lr: 2.103e-02, eta: 8:37:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7909, top5_acc: 0.9537, loss_cls: 0.9266, loss: 0.9266 2023-12-30 11:47:38,064 - pyskl - INFO - Epoch [83][1300/1970] lr: 2.101e-02, eta: 8:36:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9559, loss_cls: 0.9004, loss: 0.9004 2023-12-30 11:48:01,045 - pyskl - INFO - Epoch [83][1400/1970] lr: 2.098e-02, eta: 8:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 0.9026, loss: 0.9026 2023-12-30 11:48:24,041 - pyskl - INFO - Epoch [83][1500/1970] lr: 2.095e-02, eta: 8:35:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9528, loss_cls: 0.9629, loss: 0.9629 2023-12-30 11:48:47,012 - pyskl - INFO - Epoch [83][1600/1970] lr: 2.093e-02, eta: 8:35:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7884, top5_acc: 0.9631, loss_cls: 0.8781, loss: 0.8781 2023-12-30 11:49:09,982 - pyskl - INFO - Epoch [83][1700/1970] lr: 2.090e-02, eta: 8:35:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7828, top5_acc: 0.9534, loss_cls: 0.9410, loss: 0.9410 2023-12-30 11:49:32,962 - pyskl - INFO - Epoch [83][1800/1970] lr: 2.088e-02, eta: 8:34:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7978, top5_acc: 0.9609, loss_cls: 0.8693, loss: 0.8693 2023-12-30 11:49:55,986 - pyskl - INFO - Epoch [83][1900/1970] lr: 2.085e-02, eta: 8:34:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7822, top5_acc: 0.9553, loss_cls: 0.9307, loss: 0.9307 2023-12-30 11:50:12,496 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-30 11:52:15,357 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 11:52:15,914 - pyskl - INFO - top1_acc 0.7278 top5_acc 0.9385 2023-12-30 11:52:15,933 - pyskl - INFO - Epoch(val) [83][1592] top1_acc: 0.7278, top5_acc: 0.9385 2023-12-30 11:53:00,778 - pyskl - INFO - Epoch [84][100/1970] lr: 2.080e-02, eta: 8:33:45, time: 0.448, data_time: 0.217, memory: 6499, top1_acc: 0.7941, top5_acc: 0.9572, loss_cls: 0.8893, loss: 0.8893 2023-12-30 11:53:23,905 - pyskl - INFO - Epoch [84][200/1970] lr: 2.078e-02, eta: 8:33:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9597, loss_cls: 0.8624, loss: 0.8624 2023-12-30 11:53:47,023 - pyskl - INFO - Epoch [84][300/1970] lr: 2.075e-02, eta: 8:32:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 0.8400, loss: 0.8400 2023-12-30 11:54:10,170 - pyskl - INFO - Epoch [84][400/1970] lr: 2.073e-02, eta: 8:32:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7897, top5_acc: 0.9541, loss_cls: 0.8895, loss: 0.8895 2023-12-30 11:54:33,373 - pyskl - INFO - Epoch [84][500/1970] lr: 2.070e-02, eta: 8:32:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7972, top5_acc: 0.9597, loss_cls: 0.8772, loss: 0.8772 2023-12-30 11:54:56,510 - pyskl - INFO - Epoch [84][600/1970] lr: 2.067e-02, eta: 8:31:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9616, loss_cls: 0.8898, loss: 0.8898 2023-12-30 11:55:19,624 - pyskl - INFO - Epoch [84][700/1970] lr: 2.065e-02, eta: 8:31:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9603, loss_cls: 0.9187, loss: 0.9187 2023-12-30 11:55:42,757 - pyskl - INFO - Epoch [84][800/1970] lr: 2.062e-02, eta: 8:31:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7922, top5_acc: 0.9566, loss_cls: 0.9276, loss: 0.9276 2023-12-30 11:56:05,855 - pyskl - INFO - Epoch [84][900/1970] lr: 2.060e-02, eta: 8:30:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8041, top5_acc: 0.9625, loss_cls: 0.8482, loss: 0.8482 2023-12-30 11:56:28,938 - pyskl - INFO - Epoch [84][1000/1970] lr: 2.057e-02, eta: 8:30:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7953, top5_acc: 0.9584, loss_cls: 0.8988, loss: 0.8988 2023-12-30 11:56:52,019 - pyskl - INFO - Epoch [84][1100/1970] lr: 2.054e-02, eta: 8:29:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 0.8963, loss: 0.8963 2023-12-30 11:57:15,157 - pyskl - INFO - Epoch [84][1200/1970] lr: 2.052e-02, eta: 8:29:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7866, top5_acc: 0.9575, loss_cls: 0.9337, loss: 0.9337 2023-12-30 11:57:38,386 - pyskl - INFO - Epoch [84][1300/1970] lr: 2.049e-02, eta: 8:29:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7966, top5_acc: 0.9666, loss_cls: 0.8565, loss: 0.8565 2023-12-30 11:58:01,643 - pyskl - INFO - Epoch [84][1400/1970] lr: 2.046e-02, eta: 8:28:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 0.8341, loss: 0.8341 2023-12-30 11:58:25,000 - pyskl - INFO - Epoch [84][1500/1970] lr: 2.044e-02, eta: 8:28:16, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 0.8760, loss: 0.8760 2023-12-30 11:58:48,284 - pyskl - INFO - Epoch [84][1600/1970] lr: 2.041e-02, eta: 8:27:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7916, top5_acc: 0.9534, loss_cls: 0.9121, loss: 0.9121 2023-12-30 11:59:11,517 - pyskl - INFO - Epoch [84][1700/1970] lr: 2.039e-02, eta: 8:27:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7834, top5_acc: 0.9550, loss_cls: 0.9491, loss: 0.9491 2023-12-30 11:59:34,681 - pyskl - INFO - Epoch [84][1800/1970] lr: 2.036e-02, eta: 8:27:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 0.8525, loss: 0.8525 2023-12-30 11:59:57,877 - pyskl - INFO - Epoch [84][1900/1970] lr: 2.033e-02, eta: 8:26:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 0.8940, loss: 0.8940 2023-12-30 12:00:14,516 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-30 12:02:17,837 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:02:18,386 - pyskl - INFO - top1_acc 0.6744 top5_acc 0.9162 2023-12-30 12:02:18,404 - pyskl - INFO - Epoch(val) [84][1592] top1_acc: 0.6744, top5_acc: 0.9162 2023-12-30 12:03:03,430 - pyskl - INFO - Epoch [85][100/1970] lr: 2.029e-02, eta: 8:26:06, time: 0.450, data_time: 0.219, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9616, loss_cls: 0.8528, loss: 0.8528 2023-12-30 12:03:26,518 - pyskl - INFO - Epoch [85][200/1970] lr: 2.026e-02, eta: 8:25:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 0.8525, loss: 0.8525 2023-12-30 12:03:49,560 - pyskl - INFO - Epoch [85][300/1970] lr: 2.024e-02, eta: 8:25:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8072, top5_acc: 0.9697, loss_cls: 0.8211, loss: 0.8211 2023-12-30 12:04:12,610 - pyskl - INFO - Epoch [85][400/1970] lr: 2.021e-02, eta: 8:24:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8103, top5_acc: 0.9584, loss_cls: 0.8671, loss: 0.8671 2023-12-30 12:04:35,618 - pyskl - INFO - Epoch [85][500/1970] lr: 2.019e-02, eta: 8:24:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7947, top5_acc: 0.9613, loss_cls: 0.8896, loss: 0.8896 2023-12-30 12:04:58,664 - pyskl - INFO - Epoch [85][600/1970] lr: 2.016e-02, eta: 8:24:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9575, loss_cls: 0.8619, loss: 0.8619 2023-12-30 12:05:21,719 - pyskl - INFO - Epoch [85][700/1970] lr: 2.013e-02, eta: 8:23:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7978, top5_acc: 0.9619, loss_cls: 0.8674, loss: 0.8674 2023-12-30 12:05:44,709 - pyskl - INFO - Epoch [85][800/1970] lr: 2.011e-02, eta: 8:23:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9609, loss_cls: 0.8656, loss: 0.8656 2023-12-30 12:06:07,785 - pyskl - INFO - Epoch [85][900/1970] lr: 2.008e-02, eta: 8:22:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8003, top5_acc: 0.9616, loss_cls: 0.8643, loss: 0.8643 2023-12-30 12:06:30,916 - pyskl - INFO - Epoch [85][1000/1970] lr: 2.005e-02, eta: 8:22:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 0.9132, loss: 0.9132 2023-12-30 12:06:53,959 - pyskl - INFO - Epoch [85][1100/1970] lr: 2.003e-02, eta: 8:22:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9597, loss_cls: 0.8581, loss: 0.8581 2023-12-30 12:07:17,036 - pyskl - INFO - Epoch [85][1200/1970] lr: 2.000e-02, eta: 8:21:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7972, top5_acc: 0.9575, loss_cls: 0.8985, loss: 0.8985 2023-12-30 12:07:40,055 - pyskl - INFO - Epoch [85][1300/1970] lr: 1.998e-02, eta: 8:21:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 0.9003, loss: 0.9003 2023-12-30 12:08:03,039 - pyskl - INFO - Epoch [85][1400/1970] lr: 1.995e-02, eta: 8:20:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9609, loss_cls: 0.8685, loss: 0.8685 2023-12-30 12:08:26,104 - pyskl - INFO - Epoch [85][1500/1970] lr: 1.992e-02, eta: 8:20:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 0.8949, loss: 0.8949 2023-12-30 12:08:49,193 - pyskl - INFO - Epoch [85][1600/1970] lr: 1.990e-02, eta: 8:20:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8116, top5_acc: 0.9603, loss_cls: 0.8440, loss: 0.8440 2023-12-30 12:09:12,300 - pyskl - INFO - Epoch [85][1700/1970] lr: 1.987e-02, eta: 8:19:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9572, loss_cls: 0.8683, loss: 0.8683 2023-12-30 12:09:35,266 - pyskl - INFO - Epoch [85][1800/1970] lr: 1.985e-02, eta: 8:19:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8153, top5_acc: 0.9619, loss_cls: 0.8385, loss: 0.8385 2023-12-30 12:09:58,266 - pyskl - INFO - Epoch [85][1900/1970] lr: 1.982e-02, eta: 8:19:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 0.9169, loss: 0.9169 2023-12-30 12:10:14,868 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-30 12:12:18,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:12:18,627 - pyskl - INFO - top1_acc 0.7328 top5_acc 0.9391 2023-12-30 12:12:18,647 - pyskl - INFO - Epoch(val) [85][1592] top1_acc: 0.7328, top5_acc: 0.9391 2023-12-30 12:13:02,997 - pyskl - INFO - Epoch [86][100/1970] lr: 1.978e-02, eta: 8:18:25, time: 0.443, data_time: 0.212, memory: 6499, top1_acc: 0.8178, top5_acc: 0.9663, loss_cls: 0.8242, loss: 0.8242 2023-12-30 12:13:26,106 - pyskl - INFO - Epoch [86][200/1970] lr: 1.975e-02, eta: 8:18:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9666, loss_cls: 0.7973, loss: 0.7973 2023-12-30 12:13:49,151 - pyskl - INFO - Epoch [86][300/1970] lr: 1.972e-02, eta: 8:17:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8022, top5_acc: 0.9631, loss_cls: 0.8617, loss: 0.8617 2023-12-30 12:14:12,297 - pyskl - INFO - Epoch [86][400/1970] lr: 1.970e-02, eta: 8:17:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 0.8353, loss: 0.8353 2023-12-30 12:14:35,419 - pyskl - INFO - Epoch [86][500/1970] lr: 1.967e-02, eta: 8:16:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8034, top5_acc: 0.9575, loss_cls: 0.8589, loss: 0.8589 2023-12-30 12:14:58,404 - pyskl - INFO - Epoch [86][600/1970] lr: 1.965e-02, eta: 8:16:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 0.8991, loss: 0.8991 2023-12-30 12:15:21,436 - pyskl - INFO - Epoch [86][700/1970] lr: 1.962e-02, eta: 8:16:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 0.8650, loss: 0.8650 2023-12-30 12:15:44,630 - pyskl - INFO - Epoch [86][800/1970] lr: 1.959e-02, eta: 8:15:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 0.8224, loss: 0.8224 2023-12-30 12:16:07,796 - pyskl - INFO - Epoch [86][900/1970] lr: 1.957e-02, eta: 8:15:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9559, loss_cls: 0.9098, loss: 0.9098 2023-12-30 12:16:30,879 - pyskl - INFO - Epoch [86][1000/1970] lr: 1.954e-02, eta: 8:14:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9628, loss_cls: 0.8530, loss: 0.8530 2023-12-30 12:16:54,083 - pyskl - INFO - Epoch [86][1100/1970] lr: 1.952e-02, eta: 8:14:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9559, loss_cls: 0.8538, loss: 0.8538 2023-12-30 12:17:17,314 - pyskl - INFO - Epoch [86][1200/1970] lr: 1.949e-02, eta: 8:14:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9525, loss_cls: 0.9070, loss: 0.9070 2023-12-30 12:17:40,457 - pyskl - INFO - Epoch [86][1300/1970] lr: 1.947e-02, eta: 8:13:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9547, loss_cls: 0.9202, loss: 0.9202 2023-12-30 12:18:03,526 - pyskl - INFO - Epoch [86][1400/1970] lr: 1.944e-02, eta: 8:13:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9525, loss_cls: 0.8641, loss: 0.8641 2023-12-30 12:18:26,580 - pyskl - INFO - Epoch [86][1500/1970] lr: 1.941e-02, eta: 8:12:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9556, loss_cls: 0.8702, loss: 0.8702 2023-12-30 12:18:49,623 - pyskl - INFO - Epoch [86][1600/1970] lr: 1.939e-02, eta: 8:12:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 0.8757, loss: 0.8757 2023-12-30 12:19:12,653 - pyskl - INFO - Epoch [86][1700/1970] lr: 1.936e-02, eta: 8:12:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8009, top5_acc: 0.9597, loss_cls: 0.8655, loss: 0.8655 2023-12-30 12:19:35,659 - pyskl - INFO - Epoch [86][1800/1970] lr: 1.934e-02, eta: 8:11:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9528, loss_cls: 0.9381, loss: 0.9381 2023-12-30 12:19:58,643 - pyskl - INFO - Epoch [86][1900/1970] lr: 1.931e-02, eta: 8:11:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7947, top5_acc: 0.9625, loss_cls: 0.8816, loss: 0.8816 2023-12-30 12:20:15,219 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-30 12:22:17,302 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:22:17,808 - pyskl - INFO - top1_acc 0.7381 top5_acc 0.9441 2023-12-30 12:22:17,812 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_75.pth was removed 2023-12-30 12:22:17,942 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2023-12-30 12:22:17,944 - pyskl - INFO - Best top1_acc is 0.7381 at 86 epoch. 2023-12-30 12:22:17,965 - pyskl - INFO - Epoch(val) [86][1592] top1_acc: 0.7381, top5_acc: 0.9441 2023-12-30 12:23:02,386 - pyskl - INFO - Epoch [87][100/1970] lr: 1.927e-02, eta: 8:10:44, time: 0.444, data_time: 0.214, memory: 6499, top1_acc: 0.8172, top5_acc: 0.9684, loss_cls: 0.7939, loss: 0.7939 2023-12-30 12:23:25,413 - pyskl - INFO - Epoch [87][200/1970] lr: 1.924e-02, eta: 8:10:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 0.8521, loss: 0.8521 2023-12-30 12:23:48,406 - pyskl - INFO - Epoch [87][300/1970] lr: 1.921e-02, eta: 8:09:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8053, top5_acc: 0.9637, loss_cls: 0.8332, loss: 0.8332 2023-12-30 12:24:11,470 - pyskl - INFO - Epoch [87][400/1970] lr: 1.919e-02, eta: 8:09:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 0.8154, loss: 0.8154 2023-12-30 12:24:34,567 - pyskl - INFO - Epoch [87][500/1970] lr: 1.916e-02, eta: 8:09:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7984, top5_acc: 0.9603, loss_cls: 0.8800, loss: 0.8800 2023-12-30 12:24:57,684 - pyskl - INFO - Epoch [87][600/1970] lr: 1.914e-02, eta: 8:08:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 0.8329, loss: 0.8329 2023-12-30 12:25:20,685 - pyskl - INFO - Epoch [87][700/1970] lr: 1.911e-02, eta: 8:08:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8072, top5_acc: 0.9603, loss_cls: 0.8430, loss: 0.8430 2023-12-30 12:25:43,646 - pyskl - INFO - Epoch [87][800/1970] lr: 1.908e-02, eta: 8:07:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9572, loss_cls: 0.8925, loss: 0.8925 2023-12-30 12:26:06,634 - pyskl - INFO - Epoch [87][900/1970] lr: 1.906e-02, eta: 8:07:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9684, loss_cls: 0.8108, loss: 0.8108 2023-12-30 12:26:29,593 - pyskl - INFO - Epoch [87][1000/1970] lr: 1.903e-02, eta: 8:07:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 0.8433, loss: 0.8433 2023-12-30 12:26:52,533 - pyskl - INFO - Epoch [87][1100/1970] lr: 1.901e-02, eta: 8:06:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 0.8762, loss: 0.8762 2023-12-30 12:27:15,501 - pyskl - INFO - Epoch [87][1200/1970] lr: 1.898e-02, eta: 8:06:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8053, top5_acc: 0.9587, loss_cls: 0.8758, loss: 0.8758 2023-12-30 12:27:38,465 - pyskl - INFO - Epoch [87][1300/1970] lr: 1.896e-02, eta: 8:06:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7784, top5_acc: 0.9547, loss_cls: 0.9551, loss: 0.9551 2023-12-30 12:28:01,433 - pyskl - INFO - Epoch [87][1400/1970] lr: 1.893e-02, eta: 8:05:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7966, top5_acc: 0.9584, loss_cls: 0.8967, loss: 0.8967 2023-12-30 12:28:24,392 - pyskl - INFO - Epoch [87][1500/1970] lr: 1.890e-02, eta: 8:05:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9525, loss_cls: 0.9009, loss: 0.9009 2023-12-30 12:28:47,329 - pyskl - INFO - Epoch [87][1600/1970] lr: 1.888e-02, eta: 8:04:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 0.8264, loss: 0.8264 2023-12-30 12:29:10,312 - pyskl - INFO - Epoch [87][1700/1970] lr: 1.885e-02, eta: 8:04:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9641, loss_cls: 0.8188, loss: 0.8188 2023-12-30 12:29:33,247 - pyskl - INFO - Epoch [87][1800/1970] lr: 1.883e-02, eta: 8:04:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7922, top5_acc: 0.9587, loss_cls: 0.8715, loss: 0.8715 2023-12-30 12:29:56,167 - pyskl - INFO - Epoch [87][1900/1970] lr: 1.880e-02, eta: 8:03:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9550, loss_cls: 0.8567, loss: 0.8567 2023-12-30 12:30:12,645 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-30 12:32:15,379 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:32:15,959 - pyskl - INFO - top1_acc 0.7218 top5_acc 0.9377 2023-12-30 12:32:15,982 - pyskl - INFO - Epoch(val) [87][1592] top1_acc: 0.7218, top5_acc: 0.9377 2023-12-30 12:33:00,765 - pyskl - INFO - Epoch [88][100/1970] lr: 1.876e-02, eta: 8:03:02, time: 0.448, data_time: 0.217, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 0.8330, loss: 0.8330 2023-12-30 12:33:23,845 - pyskl - INFO - Epoch [88][200/1970] lr: 1.873e-02, eta: 8:02:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8266, top5_acc: 0.9641, loss_cls: 0.7920, loss: 0.7920 2023-12-30 12:33:46,872 - pyskl - INFO - Epoch [88][300/1970] lr: 1.871e-02, eta: 8:02:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9616, loss_cls: 0.8179, loss: 0.8179 2023-12-30 12:34:09,909 - pyskl - INFO - Epoch [88][400/1970] lr: 1.868e-02, eta: 8:01:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9597, loss_cls: 0.8731, loss: 0.8731 2023-12-30 12:34:32,873 - pyskl - INFO - Epoch [88][500/1970] lr: 1.865e-02, eta: 8:01:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8003, top5_acc: 0.9625, loss_cls: 0.8597, loss: 0.8597 2023-12-30 12:34:55,833 - pyskl - INFO - Epoch [88][600/1970] lr: 1.863e-02, eta: 8:01:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9616, loss_cls: 0.8317, loss: 0.8317 2023-12-30 12:35:18,754 - pyskl - INFO - Epoch [88][700/1970] lr: 1.860e-02, eta: 8:00:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 0.8397, loss: 0.8397 2023-12-30 12:35:41,754 - pyskl - INFO - Epoch [88][800/1970] lr: 1.858e-02, eta: 8:00:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8047, top5_acc: 0.9613, loss_cls: 0.8802, loss: 0.8802 2023-12-30 12:36:04,951 - pyskl - INFO - Epoch [88][900/1970] lr: 1.855e-02, eta: 7:59:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 0.8607, loss: 0.8607 2023-12-30 12:36:28,021 - pyskl - INFO - Epoch [88][1000/1970] lr: 1.853e-02, eta: 7:59:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9581, loss_cls: 0.8473, loss: 0.8473 2023-12-30 12:36:51,119 - pyskl - INFO - Epoch [88][1100/1970] lr: 1.850e-02, eta: 7:59:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9691, loss_cls: 0.8288, loss: 0.8288 2023-12-30 12:37:14,284 - pyskl - INFO - Epoch [88][1200/1970] lr: 1.847e-02, eta: 7:58:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8172, top5_acc: 0.9694, loss_cls: 0.7787, loss: 0.7787 2023-12-30 12:37:37,414 - pyskl - INFO - Epoch [88][1300/1970] lr: 1.845e-02, eta: 7:58:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9519, loss_cls: 0.9230, loss: 0.9230 2023-12-30 12:38:00,557 - pyskl - INFO - Epoch [88][1400/1970] lr: 1.842e-02, eta: 7:57:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8053, top5_acc: 0.9572, loss_cls: 0.8708, loss: 0.8708 2023-12-30 12:38:23,606 - pyskl - INFO - Epoch [88][1500/1970] lr: 1.840e-02, eta: 7:57:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 0.8530, loss: 0.8530 2023-12-30 12:38:46,612 - pyskl - INFO - Epoch [88][1600/1970] lr: 1.837e-02, eta: 7:57:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9578, loss_cls: 0.8484, loss: 0.8484 2023-12-30 12:39:09,708 - pyskl - INFO - Epoch [88][1700/1970] lr: 1.835e-02, eta: 7:56:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8066, top5_acc: 0.9622, loss_cls: 0.8299, loss: 0.8299 2023-12-30 12:39:32,666 - pyskl - INFO - Epoch [88][1800/1970] lr: 1.832e-02, eta: 7:56:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9653, loss_cls: 0.8135, loss: 0.8135 2023-12-30 12:39:55,803 - pyskl - INFO - Epoch [88][1900/1970] lr: 1.830e-02, eta: 7:55:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9653, loss_cls: 0.8521, loss: 0.8521 2023-12-30 12:40:12,423 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-30 12:42:14,296 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:42:14,779 - pyskl - INFO - top1_acc 0.7513 top5_acc 0.9472 2023-12-30 12:42:14,783 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_86.pth was removed 2023-12-30 12:42:14,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2023-12-30 12:42:14,910 - pyskl - INFO - Best top1_acc is 0.7513 at 88 epoch. 2023-12-30 12:42:14,929 - pyskl - INFO - Epoch(val) [88][1592] top1_acc: 0.7513, top5_acc: 0.9472 2023-12-30 12:43:00,257 - pyskl - INFO - Epoch [89][100/1970] lr: 1.825e-02, eta: 7:55:22, time: 0.453, data_time: 0.222, memory: 6499, top1_acc: 0.8116, top5_acc: 0.9672, loss_cls: 0.8218, loss: 0.8218 2023-12-30 12:43:23,320 - pyskl - INFO - Epoch [89][200/1970] lr: 1.823e-02, eta: 7:54:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 0.8314, loss: 0.8314 2023-12-30 12:43:46,288 - pyskl - INFO - Epoch [89][300/1970] lr: 1.820e-02, eta: 7:54:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.7676, loss: 0.7676 2023-12-30 12:44:09,249 - pyskl - INFO - Epoch [89][400/1970] lr: 1.817e-02, eta: 7:54:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8116, top5_acc: 0.9634, loss_cls: 0.8457, loss: 0.8457 2023-12-30 12:44:32,354 - pyskl - INFO - Epoch [89][500/1970] lr: 1.815e-02, eta: 7:53:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9672, loss_cls: 0.8046, loss: 0.8046 2023-12-30 12:44:55,407 - pyskl - INFO - Epoch [89][600/1970] lr: 1.812e-02, eta: 7:53:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 0.7830, loss: 0.7830 2023-12-30 12:45:18,406 - pyskl - INFO - Epoch [89][700/1970] lr: 1.810e-02, eta: 7:53:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8103, top5_acc: 0.9628, loss_cls: 0.8153, loss: 0.8153 2023-12-30 12:45:41,381 - pyskl - INFO - Epoch [89][800/1970] lr: 1.807e-02, eta: 7:52:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 0.8051, loss: 0.8051 2023-12-30 12:46:04,406 - pyskl - INFO - Epoch [89][900/1970] lr: 1.805e-02, eta: 7:52:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8122, top5_acc: 0.9647, loss_cls: 0.8372, loss: 0.8372 2023-12-30 12:46:27,431 - pyskl - INFO - Epoch [89][1000/1970] lr: 1.802e-02, eta: 7:51:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8059, top5_acc: 0.9644, loss_cls: 0.8447, loss: 0.8447 2023-12-30 12:46:50,393 - pyskl - INFO - Epoch [89][1100/1970] lr: 1.800e-02, eta: 7:51:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8134, top5_acc: 0.9625, loss_cls: 0.8085, loss: 0.8085 2023-12-30 12:47:13,361 - pyskl - INFO - Epoch [89][1200/1970] lr: 1.797e-02, eta: 7:51:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8209, top5_acc: 0.9656, loss_cls: 0.7876, loss: 0.7876 2023-12-30 12:47:36,347 - pyskl - INFO - Epoch [89][1300/1970] lr: 1.795e-02, eta: 7:50:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 0.8551, loss: 0.8551 2023-12-30 12:47:59,388 - pyskl - INFO - Epoch [89][1400/1970] lr: 1.792e-02, eta: 7:50:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9566, loss_cls: 0.8792, loss: 0.8792 2023-12-30 12:48:22,378 - pyskl - INFO - Epoch [89][1500/1970] lr: 1.789e-02, eta: 7:49:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 0.8900, loss: 0.8900 2023-12-30 12:48:45,303 - pyskl - INFO - Epoch [89][1600/1970] lr: 1.787e-02, eta: 7:49:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 0.8093, loss: 0.8093 2023-12-30 12:49:08,282 - pyskl - INFO - Epoch [89][1700/1970] lr: 1.784e-02, eta: 7:49:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.8727, loss: 0.8727 2023-12-30 12:49:31,224 - pyskl - INFO - Epoch [89][1800/1970] lr: 1.782e-02, eta: 7:48:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8141, top5_acc: 0.9634, loss_cls: 0.8280, loss: 0.8280 2023-12-30 12:49:54,145 - pyskl - INFO - Epoch [89][1900/1970] lr: 1.779e-02, eta: 7:48:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9553, loss_cls: 0.8724, loss: 0.8724 2023-12-30 12:50:10,663 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-30 12:52:12,304 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 12:52:12,785 - pyskl - INFO - top1_acc 0.7507 top5_acc 0.9454 2023-12-30 12:52:12,804 - pyskl - INFO - Epoch(val) [89][1592] top1_acc: 0.7507, top5_acc: 0.9454 2023-12-30 12:52:57,959 - pyskl - INFO - Epoch [90][100/1970] lr: 1.775e-02, eta: 7:47:40, time: 0.451, data_time: 0.221, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9684, loss_cls: 0.7991, loss: 0.7991 2023-12-30 12:53:21,040 - pyskl - INFO - Epoch [90][200/1970] lr: 1.772e-02, eta: 7:47:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 0.8330, loss: 0.8330 2023-12-30 12:53:43,955 - pyskl - INFO - Epoch [90][300/1970] lr: 1.770e-02, eta: 7:46:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8134, top5_acc: 0.9672, loss_cls: 0.7945, loss: 0.7945 2023-12-30 12:54:06,927 - pyskl - INFO - Epoch [90][400/1970] lr: 1.767e-02, eta: 7:46:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 0.7877, loss: 0.7877 2023-12-30 12:54:30,045 - pyskl - INFO - Epoch [90][500/1970] lr: 1.765e-02, eta: 7:46:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8197, top5_acc: 0.9663, loss_cls: 0.7981, loss: 0.7981 2023-12-30 12:54:53,101 - pyskl - INFO - Epoch [90][600/1970] lr: 1.762e-02, eta: 7:45:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8241, top5_acc: 0.9650, loss_cls: 0.7907, loss: 0.7907 2023-12-30 12:55:16,098 - pyskl - INFO - Epoch [90][700/1970] lr: 1.760e-02, eta: 7:45:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8153, top5_acc: 0.9672, loss_cls: 0.8161, loss: 0.8161 2023-12-30 12:55:39,145 - pyskl - INFO - Epoch [90][800/1970] lr: 1.757e-02, eta: 7:44:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 0.8358, loss: 0.8358 2023-12-30 12:56:02,195 - pyskl - INFO - Epoch [90][900/1970] lr: 1.755e-02, eta: 7:44:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 0.8086, loss: 0.8086 2023-12-30 12:56:25,296 - pyskl - INFO - Epoch [90][1000/1970] lr: 1.752e-02, eta: 7:44:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9584, loss_cls: 0.8615, loss: 0.8615 2023-12-30 12:56:48,379 - pyskl - INFO - Epoch [90][1100/1970] lr: 1.750e-02, eta: 7:43:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8078, top5_acc: 0.9647, loss_cls: 0.8212, loss: 0.8212 2023-12-30 12:57:11,479 - pyskl - INFO - Epoch [90][1200/1970] lr: 1.747e-02, eta: 7:43:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8016, top5_acc: 0.9628, loss_cls: 0.8411, loss: 0.8411 2023-12-30 12:57:34,543 - pyskl - INFO - Epoch [90][1300/1970] lr: 1.744e-02, eta: 7:42:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8166, top5_acc: 0.9591, loss_cls: 0.8453, loss: 0.8453 2023-12-30 12:57:57,708 - pyskl - INFO - Epoch [90][1400/1970] lr: 1.742e-02, eta: 7:42:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8122, top5_acc: 0.9634, loss_cls: 0.8196, loss: 0.8196 2023-12-30 12:58:20,741 - pyskl - INFO - Epoch [90][1500/1970] lr: 1.739e-02, eta: 7:42:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8084, top5_acc: 0.9647, loss_cls: 0.8477, loss: 0.8477 2023-12-30 12:58:43,766 - pyskl - INFO - Epoch [90][1600/1970] lr: 1.737e-02, eta: 7:41:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8041, top5_acc: 0.9587, loss_cls: 0.8595, loss: 0.8595 2023-12-30 12:59:06,734 - pyskl - INFO - Epoch [90][1700/1970] lr: 1.734e-02, eta: 7:41:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8166, top5_acc: 0.9641, loss_cls: 0.7979, loss: 0.7979 2023-12-30 12:59:29,741 - pyskl - INFO - Epoch [90][1800/1970] lr: 1.732e-02, eta: 7:40:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8141, top5_acc: 0.9625, loss_cls: 0.8341, loss: 0.8341 2023-12-30 12:59:52,779 - pyskl - INFO - Epoch [90][1900/1970] lr: 1.729e-02, eta: 7:40:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9609, loss_cls: 0.8541, loss: 0.8541 2023-12-30 13:00:09,194 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-30 13:02:11,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:02:12,142 - pyskl - INFO - top1_acc 0.7505 top5_acc 0.9481 2023-12-30 13:02:12,161 - pyskl - INFO - Epoch(val) [90][1592] top1_acc: 0.7505, top5_acc: 0.9481 2023-12-30 13:02:57,295 - pyskl - INFO - Epoch [91][100/1970] lr: 1.725e-02, eta: 7:40:00, time: 0.451, data_time: 0.220, memory: 6499, top1_acc: 0.8259, top5_acc: 0.9694, loss_cls: 0.7655, loss: 0.7655 2023-12-30 13:03:20,452 - pyskl - INFO - Epoch [91][200/1970] lr: 1.722e-02, eta: 7:39:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 0.8199, loss: 0.8199 2023-12-30 13:03:43,592 - pyskl - INFO - Epoch [91][300/1970] lr: 1.720e-02, eta: 7:39:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 0.8046, loss: 0.8046 2023-12-30 13:04:06,738 - pyskl - INFO - Epoch [91][400/1970] lr: 1.717e-02, eta: 7:38:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9641, loss_cls: 0.8194, loss: 0.8194 2023-12-30 13:04:29,848 - pyskl - INFO - Epoch [91][500/1970] lr: 1.715e-02, eta: 7:38:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8172, top5_acc: 0.9625, loss_cls: 0.8088, loss: 0.8088 2023-12-30 13:04:52,955 - pyskl - INFO - Epoch [91][600/1970] lr: 1.712e-02, eta: 7:38:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8247, top5_acc: 0.9672, loss_cls: 0.7927, loss: 0.7927 2023-12-30 13:05:16,071 - pyskl - INFO - Epoch [91][700/1970] lr: 1.710e-02, eta: 7:37:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9641, loss_cls: 0.8026, loss: 0.8026 2023-12-30 13:05:39,340 - pyskl - INFO - Epoch [91][800/1970] lr: 1.707e-02, eta: 7:37:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8028, top5_acc: 0.9684, loss_cls: 0.8563, loss: 0.8563 2023-12-30 13:06:02,740 - pyskl - INFO - Epoch [91][900/1970] lr: 1.705e-02, eta: 7:36:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8178, top5_acc: 0.9641, loss_cls: 0.8072, loss: 0.8072 2023-12-30 13:06:25,989 - pyskl - INFO - Epoch [91][1000/1970] lr: 1.702e-02, eta: 7:36:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9650, loss_cls: 0.8071, loss: 0.8071 2023-12-30 13:06:49,220 - pyskl - INFO - Epoch [91][1100/1970] lr: 1.700e-02, eta: 7:36:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9678, loss_cls: 0.7761, loss: 0.7761 2023-12-30 13:07:12,464 - pyskl - INFO - Epoch [91][1200/1970] lr: 1.697e-02, eta: 7:35:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 0.8100, loss: 0.8100 2023-12-30 13:07:35,679 - pyskl - INFO - Epoch [91][1300/1970] lr: 1.695e-02, eta: 7:35:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 0.8662, loss: 0.8662 2023-12-30 13:07:58,913 - pyskl - INFO - Epoch [91][1400/1970] lr: 1.692e-02, eta: 7:34:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9666, loss_cls: 0.7889, loss: 0.7889 2023-12-30 13:08:22,104 - pyskl - INFO - Epoch [91][1500/1970] lr: 1.690e-02, eta: 7:34:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7984, top5_acc: 0.9619, loss_cls: 0.8682, loss: 0.8682 2023-12-30 13:08:45,325 - pyskl - INFO - Epoch [91][1600/1970] lr: 1.687e-02, eta: 7:34:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8141, top5_acc: 0.9619, loss_cls: 0.8449, loss: 0.8449 2023-12-30 13:09:08,588 - pyskl - INFO - Epoch [91][1700/1970] lr: 1.685e-02, eta: 7:33:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 0.8053, loss: 0.8053 2023-12-30 13:09:31,799 - pyskl - INFO - Epoch [91][1800/1970] lr: 1.682e-02, eta: 7:33:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 0.8406, loss: 0.8406 2023-12-30 13:09:54,938 - pyskl - INFO - Epoch [91][1900/1970] lr: 1.680e-02, eta: 7:32:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8109, top5_acc: 0.9663, loss_cls: 0.8167, loss: 0.8167 2023-12-30 13:10:11,823 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-30 13:12:13,333 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:12:13,832 - pyskl - INFO - top1_acc 0.7481 top5_acc 0.9432 2023-12-30 13:12:13,850 - pyskl - INFO - Epoch(val) [91][1592] top1_acc: 0.7481, top5_acc: 0.9432 2023-12-30 13:12:58,818 - pyskl - INFO - Epoch [92][100/1970] lr: 1.675e-02, eta: 7:32:21, time: 0.450, data_time: 0.216, memory: 6499, top1_acc: 0.8447, top5_acc: 0.9681, loss_cls: 0.7087, loss: 0.7087 2023-12-30 13:13:22,023 - pyskl - INFO - Epoch [92][200/1970] lr: 1.673e-02, eta: 7:31:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8247, top5_acc: 0.9684, loss_cls: 0.7712, loss: 0.7712 2023-12-30 13:13:45,156 - pyskl - INFO - Epoch [92][300/1970] lr: 1.670e-02, eta: 7:31:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8272, top5_acc: 0.9672, loss_cls: 0.7714, loss: 0.7714 2023-12-30 13:14:08,241 - pyskl - INFO - Epoch [92][400/1970] lr: 1.668e-02, eta: 7:31:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 0.8188, loss: 0.8188 2023-12-30 13:14:31,461 - pyskl - INFO - Epoch [92][500/1970] lr: 1.665e-02, eta: 7:30:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 0.8210, loss: 0.8210 2023-12-30 13:14:54,570 - pyskl - INFO - Epoch [92][600/1970] lr: 1.663e-02, eta: 7:30:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8159, top5_acc: 0.9619, loss_cls: 0.8297, loss: 0.8297 2023-12-30 13:15:17,696 - pyskl - INFO - Epoch [92][700/1970] lr: 1.660e-02, eta: 7:30:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8203, top5_acc: 0.9653, loss_cls: 0.8097, loss: 0.8097 2023-12-30 13:15:40,833 - pyskl - INFO - Epoch [92][800/1970] lr: 1.658e-02, eta: 7:29:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8147, top5_acc: 0.9672, loss_cls: 0.7960, loss: 0.7960 2023-12-30 13:16:04,002 - pyskl - INFO - Epoch [92][900/1970] lr: 1.655e-02, eta: 7:29:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9694, loss_cls: 0.7420, loss: 0.7420 2023-12-30 13:16:27,329 - pyskl - INFO - Epoch [92][1000/1970] lr: 1.653e-02, eta: 7:28:49, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8234, top5_acc: 0.9650, loss_cls: 0.7740, loss: 0.7740 2023-12-30 13:16:50,538 - pyskl - INFO - Epoch [92][1100/1970] lr: 1.650e-02, eta: 7:28:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8084, top5_acc: 0.9634, loss_cls: 0.8307, loss: 0.8307 2023-12-30 13:17:13,732 - pyskl - INFO - Epoch [92][1200/1970] lr: 1.648e-02, eta: 7:28:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 0.8553, loss: 0.8553 2023-12-30 13:17:36,900 - pyskl - INFO - Epoch [92][1300/1970] lr: 1.645e-02, eta: 7:27:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 0.8224, loss: 0.8224 2023-12-30 13:18:00,075 - pyskl - INFO - Epoch [92][1400/1970] lr: 1.643e-02, eta: 7:27:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8203, top5_acc: 0.9672, loss_cls: 0.8116, loss: 0.8116 2023-12-30 13:18:23,234 - pyskl - INFO - Epoch [92][1500/1970] lr: 1.640e-02, eta: 7:26:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8166, top5_acc: 0.9694, loss_cls: 0.8031, loss: 0.8031 2023-12-30 13:18:46,427 - pyskl - INFO - Epoch [92][1600/1970] lr: 1.638e-02, eta: 7:26:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9616, loss_cls: 0.8216, loss: 0.8216 2023-12-30 13:19:09,595 - pyskl - INFO - Epoch [92][1700/1970] lr: 1.635e-02, eta: 7:26:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.8183, loss: 0.8183 2023-12-30 13:19:32,707 - pyskl - INFO - Epoch [92][1800/1970] lr: 1.633e-02, eta: 7:25:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.8195, loss: 0.8195 2023-12-30 13:19:55,829 - pyskl - INFO - Epoch [92][1900/1970] lr: 1.630e-02, eta: 7:25:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9641, loss_cls: 0.8172, loss: 0.8172 2023-12-30 13:20:12,388 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-30 13:22:16,304 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:22:16,773 - pyskl - INFO - top1_acc 0.7523 top5_acc 0.9420 2023-12-30 13:22:16,777 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_88.pth was removed 2023-12-30 13:22:16,896 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-30 13:22:16,898 - pyskl - INFO - Best top1_acc is 0.7523 at 92 epoch. 2023-12-30 13:22:16,921 - pyskl - INFO - Epoch(val) [92][1592] top1_acc: 0.7523, top5_acc: 0.9420 2023-12-30 13:23:02,055 - pyskl - INFO - Epoch [93][100/1970] lr: 1.626e-02, eta: 7:24:41, time: 0.451, data_time: 0.219, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9684, loss_cls: 0.7766, loss: 0.7766 2023-12-30 13:23:25,282 - pyskl - INFO - Epoch [93][200/1970] lr: 1.624e-02, eta: 7:24:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 0.7628, loss: 0.7628 2023-12-30 13:23:48,498 - pyskl - INFO - Epoch [93][300/1970] lr: 1.621e-02, eta: 7:23:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8347, top5_acc: 0.9675, loss_cls: 0.7360, loss: 0.7360 2023-12-30 13:24:11,729 - pyskl - INFO - Epoch [93][400/1970] lr: 1.619e-02, eta: 7:23:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9678, loss_cls: 0.7830, loss: 0.7830 2023-12-30 13:24:34,930 - pyskl - INFO - Epoch [93][500/1970] lr: 1.616e-02, eta: 7:23:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8316, top5_acc: 0.9738, loss_cls: 0.7334, loss: 0.7334 2023-12-30 13:24:58,002 - pyskl - INFO - Epoch [93][600/1970] lr: 1.614e-02, eta: 7:22:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8128, top5_acc: 0.9609, loss_cls: 0.8152, loss: 0.8152 2023-12-30 13:25:21,169 - pyskl - INFO - Epoch [93][700/1970] lr: 1.611e-02, eta: 7:22:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8178, top5_acc: 0.9631, loss_cls: 0.7860, loss: 0.7860 2023-12-30 13:25:44,302 - pyskl - INFO - Epoch [93][800/1970] lr: 1.609e-02, eta: 7:21:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9603, loss_cls: 0.8129, loss: 0.8129 2023-12-30 13:26:07,381 - pyskl - INFO - Epoch [93][900/1970] lr: 1.606e-02, eta: 7:21:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9647, loss_cls: 0.8201, loss: 0.8201 2023-12-30 13:26:30,476 - pyskl - INFO - Epoch [93][1000/1970] lr: 1.604e-02, eta: 7:21:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8141, top5_acc: 0.9619, loss_cls: 0.8280, loss: 0.8280 2023-12-30 13:26:53,549 - pyskl - INFO - Epoch [93][1100/1970] lr: 1.601e-02, eta: 7:20:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9672, loss_cls: 0.7834, loss: 0.7834 2023-12-30 13:27:16,631 - pyskl - INFO - Epoch [93][1200/1970] lr: 1.599e-02, eta: 7:20:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.8225, loss: 0.8225 2023-12-30 13:27:39,694 - pyskl - INFO - Epoch [93][1300/1970] lr: 1.596e-02, eta: 7:19:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8416, top5_acc: 0.9747, loss_cls: 0.7214, loss: 0.7214 2023-12-30 13:28:02,755 - pyskl - INFO - Epoch [93][1400/1970] lr: 1.594e-02, eta: 7:19:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.7858, loss: 0.7858 2023-12-30 13:28:25,825 - pyskl - INFO - Epoch [93][1500/1970] lr: 1.591e-02, eta: 7:19:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8147, top5_acc: 0.9619, loss_cls: 0.8141, loss: 0.8141 2023-12-30 13:28:48,896 - pyskl - INFO - Epoch [93][1600/1970] lr: 1.589e-02, eta: 7:18:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7941, top5_acc: 0.9569, loss_cls: 0.8618, loss: 0.8618 2023-12-30 13:29:11,993 - pyskl - INFO - Epoch [93][1700/1970] lr: 1.586e-02, eta: 7:18:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8053, top5_acc: 0.9616, loss_cls: 0.8427, loss: 0.8427 2023-12-30 13:29:35,141 - pyskl - INFO - Epoch [93][1800/1970] lr: 1.584e-02, eta: 7:18:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8116, top5_acc: 0.9641, loss_cls: 0.8176, loss: 0.8176 2023-12-30 13:29:58,309 - pyskl - INFO - Epoch [93][1900/1970] lr: 1.581e-02, eta: 7:17:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8159, top5_acc: 0.9637, loss_cls: 0.7992, loss: 0.7992 2023-12-30 13:30:14,983 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-30 13:32:18,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:32:19,127 - pyskl - INFO - top1_acc 0.7483 top5_acc 0.9446 2023-12-30 13:32:19,146 - pyskl - INFO - Epoch(val) [93][1592] top1_acc: 0.7483, top5_acc: 0.9446 2023-12-30 13:33:04,198 - pyskl - INFO - Epoch [94][100/1970] lr: 1.577e-02, eta: 7:17:01, time: 0.450, data_time: 0.214, memory: 6499, top1_acc: 0.8441, top5_acc: 0.9706, loss_cls: 0.7096, loss: 0.7096 2023-12-30 13:33:27,355 - pyskl - INFO - Epoch [94][200/1970] lr: 1.575e-02, eta: 7:16:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.7550, loss: 0.7550 2023-12-30 13:33:50,711 - pyskl - INFO - Epoch [94][300/1970] lr: 1.572e-02, eta: 7:16:15, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8247, top5_acc: 0.9659, loss_cls: 0.7866, loss: 0.7866 2023-12-30 13:34:14,052 - pyskl - INFO - Epoch [94][400/1970] lr: 1.570e-02, eta: 7:15:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 0.7198, loss: 0.7198 2023-12-30 13:34:37,386 - pyskl - INFO - Epoch [94][500/1970] lr: 1.567e-02, eta: 7:15:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.7735, loss: 0.7735 2023-12-30 13:35:00,647 - pyskl - INFO - Epoch [94][600/1970] lr: 1.565e-02, eta: 7:15:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9634, loss_cls: 0.8100, loss: 0.8100 2023-12-30 13:35:23,917 - pyskl - INFO - Epoch [94][700/1970] lr: 1.562e-02, eta: 7:14:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 0.7896, loss: 0.7896 2023-12-30 13:35:47,061 - pyskl - INFO - Epoch [94][800/1970] lr: 1.560e-02, eta: 7:14:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8128, top5_acc: 0.9672, loss_cls: 0.8059, loss: 0.8059 2023-12-30 13:36:10,162 - pyskl - INFO - Epoch [94][900/1970] lr: 1.558e-02, eta: 7:13:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8222, top5_acc: 0.9691, loss_cls: 0.7710, loss: 0.7710 2023-12-30 13:36:33,261 - pyskl - INFO - Epoch [94][1000/1970] lr: 1.555e-02, eta: 7:13:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 0.7980, loss: 0.7980 2023-12-30 13:36:56,345 - pyskl - INFO - Epoch [94][1100/1970] lr: 1.553e-02, eta: 7:13:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 0.7909, loss: 0.7909 2023-12-30 13:37:19,465 - pyskl - INFO - Epoch [94][1200/1970] lr: 1.550e-02, eta: 7:12:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9622, loss_cls: 0.7774, loss: 0.7774 2023-12-30 13:37:42,626 - pyskl - INFO - Epoch [94][1300/1970] lr: 1.548e-02, eta: 7:12:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8316, top5_acc: 0.9684, loss_cls: 0.7331, loss: 0.7331 2023-12-30 13:38:05,748 - pyskl - INFO - Epoch [94][1400/1970] lr: 1.545e-02, eta: 7:11:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9603, loss_cls: 0.8133, loss: 0.8133 2023-12-30 13:38:28,810 - pyskl - INFO - Epoch [94][1500/1970] lr: 1.543e-02, eta: 7:11:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.7570, loss: 0.7570 2023-12-30 13:38:51,854 - pyskl - INFO - Epoch [94][1600/1970] lr: 1.540e-02, eta: 7:11:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8216, top5_acc: 0.9678, loss_cls: 0.7867, loss: 0.7867 2023-12-30 13:39:14,939 - pyskl - INFO - Epoch [94][1700/1970] lr: 1.538e-02, eta: 7:10:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8147, top5_acc: 0.9616, loss_cls: 0.8082, loss: 0.8082 2023-12-30 13:39:38,062 - pyskl - INFO - Epoch [94][1800/1970] lr: 1.535e-02, eta: 7:10:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 0.7717, loss: 0.7717 2023-12-30 13:40:01,111 - pyskl - INFO - Epoch [94][1900/1970] lr: 1.533e-02, eta: 7:09:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9616, loss_cls: 0.8375, loss: 0.8375 2023-12-30 13:40:17,728 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-30 13:42:19,526 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:42:20,014 - pyskl - INFO - top1_acc 0.7356 top5_acc 0.9424 2023-12-30 13:42:20,036 - pyskl - INFO - Epoch(val) [94][1592] top1_acc: 0.7356, top5_acc: 0.9424 2023-12-30 13:43:04,864 - pyskl - INFO - Epoch [95][100/1970] lr: 1.529e-02, eta: 7:09:22, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.8316, top5_acc: 0.9709, loss_cls: 0.7422, loss: 0.7422 2023-12-30 13:43:27,907 - pyskl - INFO - Epoch [95][200/1970] lr: 1.526e-02, eta: 7:08:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 0.7323, loss: 0.7323 2023-12-30 13:43:50,986 - pyskl - INFO - Epoch [95][300/1970] lr: 1.524e-02, eta: 7:08:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9734, loss_cls: 0.7088, loss: 0.7088 2023-12-30 13:44:13,985 - pyskl - INFO - Epoch [95][400/1970] lr: 1.521e-02, eta: 7:08:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8447, top5_acc: 0.9744, loss_cls: 0.7069, loss: 0.7069 2023-12-30 13:44:37,108 - pyskl - INFO - Epoch [95][500/1970] lr: 1.519e-02, eta: 7:07:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9659, loss_cls: 0.7729, loss: 0.7729 2023-12-30 13:45:00,132 - pyskl - INFO - Epoch [95][600/1970] lr: 1.517e-02, eta: 7:07:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8109, top5_acc: 0.9647, loss_cls: 0.8232, loss: 0.8232 2023-12-30 13:45:23,129 - pyskl - INFO - Epoch [95][700/1970] lr: 1.514e-02, eta: 7:07:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8159, top5_acc: 0.9688, loss_cls: 0.7963, loss: 0.7963 2023-12-30 13:45:46,126 - pyskl - INFO - Epoch [95][800/1970] lr: 1.512e-02, eta: 7:06:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8316, top5_acc: 0.9694, loss_cls: 0.7358, loss: 0.7358 2023-12-30 13:46:09,138 - pyskl - INFO - Epoch [95][900/1970] lr: 1.509e-02, eta: 7:06:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8291, top5_acc: 0.9741, loss_cls: 0.7238, loss: 0.7238 2023-12-30 13:46:32,115 - pyskl - INFO - Epoch [95][1000/1970] lr: 1.507e-02, eta: 7:05:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8353, top5_acc: 0.9672, loss_cls: 0.7335, loss: 0.7335 2023-12-30 13:46:55,104 - pyskl - INFO - Epoch [95][1100/1970] lr: 1.504e-02, eta: 7:05:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.7891, loss: 0.7891 2023-12-30 13:47:18,106 - pyskl - INFO - Epoch [95][1200/1970] lr: 1.502e-02, eta: 7:05:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9641, loss_cls: 0.8058, loss: 0.8058 2023-12-30 13:47:41,147 - pyskl - INFO - Epoch [95][1300/1970] lr: 1.499e-02, eta: 7:04:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 0.7799, loss: 0.7799 2023-12-30 13:48:04,106 - pyskl - INFO - Epoch [95][1400/1970] lr: 1.497e-02, eta: 7:04:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9697, loss_cls: 0.7556, loss: 0.7556 2023-12-30 13:48:27,056 - pyskl - INFO - Epoch [95][1500/1970] lr: 1.495e-02, eta: 7:03:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 0.7971, loss: 0.7971 2023-12-30 13:48:50,004 - pyskl - INFO - Epoch [95][1600/1970] lr: 1.492e-02, eta: 7:03:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8322, top5_acc: 0.9706, loss_cls: 0.7396, loss: 0.7396 2023-12-30 13:49:12,945 - pyskl - INFO - Epoch [95][1700/1970] lr: 1.490e-02, eta: 7:03:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8222, top5_acc: 0.9697, loss_cls: 0.7586, loss: 0.7586 2023-12-30 13:49:35,937 - pyskl - INFO - Epoch [95][1800/1970] lr: 1.487e-02, eta: 7:02:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8141, top5_acc: 0.9656, loss_cls: 0.7953, loss: 0.7953 2023-12-30 13:49:59,045 - pyskl - INFO - Epoch [95][1900/1970] lr: 1.485e-02, eta: 7:02:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8247, top5_acc: 0.9722, loss_cls: 0.7717, loss: 0.7717 2023-12-30 13:50:15,663 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-30 13:52:17,912 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 13:52:18,389 - pyskl - INFO - top1_acc 0.7445 top5_acc 0.9464 2023-12-30 13:52:18,407 - pyskl - INFO - Epoch(val) [95][1592] top1_acc: 0.7445, top5_acc: 0.9464 2023-12-30 13:53:03,047 - pyskl - INFO - Epoch [96][100/1970] lr: 1.481e-02, eta: 7:01:40, time: 0.446, data_time: 0.215, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9697, loss_cls: 0.6980, loss: 0.6980 2023-12-30 13:53:26,165 - pyskl - INFO - Epoch [96][200/1970] lr: 1.478e-02, eta: 7:01:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8284, top5_acc: 0.9656, loss_cls: 0.7544, loss: 0.7544 2023-12-30 13:53:49,183 - pyskl - INFO - Epoch [96][300/1970] lr: 1.476e-02, eta: 7:00:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8266, top5_acc: 0.9659, loss_cls: 0.7759, loss: 0.7759 2023-12-30 13:54:12,279 - pyskl - INFO - Epoch [96][400/1970] lr: 1.473e-02, eta: 7:00:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9734, loss_cls: 0.7326, loss: 0.7326 2023-12-30 13:54:35,357 - pyskl - INFO - Epoch [96][500/1970] lr: 1.471e-02, eta: 7:00:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9703, loss_cls: 0.7542, loss: 0.7542 2023-12-30 13:54:58,346 - pyskl - INFO - Epoch [96][600/1970] lr: 1.469e-02, eta: 6:59:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8303, top5_acc: 0.9700, loss_cls: 0.7420, loss: 0.7420 2023-12-30 13:55:21,499 - pyskl - INFO - Epoch [96][700/1970] lr: 1.466e-02, eta: 6:59:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9728, loss_cls: 0.7370, loss: 0.7370 2023-12-30 13:55:44,502 - pyskl - INFO - Epoch [96][800/1970] lr: 1.464e-02, eta: 6:58:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9647, loss_cls: 0.7535, loss: 0.7535 2023-12-30 13:56:07,542 - pyskl - INFO - Epoch [96][900/1970] lr: 1.461e-02, eta: 6:58:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9703, loss_cls: 0.7591, loss: 0.7591 2023-12-30 13:56:30,588 - pyskl - INFO - Epoch [96][1000/1970] lr: 1.459e-02, eta: 6:58:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9697, loss_cls: 0.7659, loss: 0.7659 2023-12-30 13:56:53,665 - pyskl - INFO - Epoch [96][1100/1970] lr: 1.457e-02, eta: 6:57:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.7959, loss: 0.7959 2023-12-30 13:57:16,753 - pyskl - INFO - Epoch [96][1200/1970] lr: 1.454e-02, eta: 6:57:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8259, top5_acc: 0.9728, loss_cls: 0.7389, loss: 0.7389 2023-12-30 13:57:39,849 - pyskl - INFO - Epoch [96][1300/1970] lr: 1.452e-02, eta: 6:56:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8278, top5_acc: 0.9728, loss_cls: 0.7362, loss: 0.7362 2023-12-30 13:58:02,838 - pyskl - INFO - Epoch [96][1400/1970] lr: 1.449e-02, eta: 6:56:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.7525, loss: 0.7525 2023-12-30 13:58:25,834 - pyskl - INFO - Epoch [96][1500/1970] lr: 1.447e-02, eta: 6:56:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9644, loss_cls: 0.7863, loss: 0.7863 2023-12-30 13:58:48,903 - pyskl - INFO - Epoch [96][1600/1970] lr: 1.444e-02, eta: 6:55:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8284, top5_acc: 0.9703, loss_cls: 0.7519, loss: 0.7519 2023-12-30 13:59:11,922 - pyskl - INFO - Epoch [96][1700/1970] lr: 1.442e-02, eta: 6:55:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8197, top5_acc: 0.9641, loss_cls: 0.7829, loss: 0.7829 2023-12-30 13:59:34,887 - pyskl - INFO - Epoch [96][1800/1970] lr: 1.440e-02, eta: 6:55:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 0.7667, loss: 0.7667 2023-12-30 13:59:57,858 - pyskl - INFO - Epoch [96][1900/1970] lr: 1.437e-02, eta: 6:54:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9634, loss_cls: 0.7996, loss: 0.7996 2023-12-30 14:00:14,323 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-30 14:02:17,665 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:02:18,333 - pyskl - INFO - top1_acc 0.7370 top5_acc 0.9437 2023-12-30 14:02:18,352 - pyskl - INFO - Epoch(val) [96][1592] top1_acc: 0.7370, top5_acc: 0.9437 2023-12-30 14:03:02,824 - pyskl - INFO - Epoch [97][100/1970] lr: 1.433e-02, eta: 6:53:59, time: 0.445, data_time: 0.215, memory: 6499, top1_acc: 0.8266, top5_acc: 0.9734, loss_cls: 0.7455, loss: 0.7455 2023-12-30 14:03:25,807 - pyskl - INFO - Epoch [97][200/1970] lr: 1.431e-02, eta: 6:53:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9709, loss_cls: 0.7371, loss: 0.7371 2023-12-30 14:03:48,739 - pyskl - INFO - Epoch [97][300/1970] lr: 1.428e-02, eta: 6:53:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 0.7346, loss: 0.7346 2023-12-30 14:04:11,677 - pyskl - INFO - Epoch [97][400/1970] lr: 1.426e-02, eta: 6:52:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8272, top5_acc: 0.9697, loss_cls: 0.7437, loss: 0.7437 2023-12-30 14:04:34,621 - pyskl - INFO - Epoch [97][500/1970] lr: 1.424e-02, eta: 6:52:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8241, top5_acc: 0.9712, loss_cls: 0.7620, loss: 0.7620 2023-12-30 14:04:57,610 - pyskl - INFO - Epoch [97][600/1970] lr: 1.421e-02, eta: 6:52:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8278, top5_acc: 0.9694, loss_cls: 0.7455, loss: 0.7455 2023-12-30 14:05:20,613 - pyskl - INFO - Epoch [97][700/1970] lr: 1.419e-02, eta: 6:51:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8278, top5_acc: 0.9697, loss_cls: 0.7446, loss: 0.7446 2023-12-30 14:05:43,598 - pyskl - INFO - Epoch [97][800/1970] lr: 1.416e-02, eta: 6:51:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8266, top5_acc: 0.9678, loss_cls: 0.7547, loss: 0.7547 2023-12-30 14:06:06,594 - pyskl - INFO - Epoch [97][900/1970] lr: 1.414e-02, eta: 6:50:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 0.7021, loss: 0.7021 2023-12-30 14:06:29,610 - pyskl - INFO - Epoch [97][1000/1970] lr: 1.412e-02, eta: 6:50:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.7134, loss: 0.7134 2023-12-30 14:06:52,615 - pyskl - INFO - Epoch [97][1100/1970] lr: 1.409e-02, eta: 6:50:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9700, loss_cls: 0.7311, loss: 0.7311 2023-12-30 14:07:15,638 - pyskl - INFO - Epoch [97][1200/1970] lr: 1.407e-02, eta: 6:49:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8359, top5_acc: 0.9691, loss_cls: 0.7354, loss: 0.7354 2023-12-30 14:07:38,638 - pyskl - INFO - Epoch [97][1300/1970] lr: 1.404e-02, eta: 6:49:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8266, top5_acc: 0.9663, loss_cls: 0.7676, loss: 0.7676 2023-12-30 14:08:01,649 - pyskl - INFO - Epoch [97][1400/1970] lr: 1.402e-02, eta: 6:48:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8272, top5_acc: 0.9728, loss_cls: 0.7338, loss: 0.7338 2023-12-30 14:08:24,618 - pyskl - INFO - Epoch [97][1500/1970] lr: 1.400e-02, eta: 6:48:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9691, loss_cls: 0.7382, loss: 0.7382 2023-12-30 14:08:47,554 - pyskl - INFO - Epoch [97][1600/1970] lr: 1.397e-02, eta: 6:48:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8291, top5_acc: 0.9700, loss_cls: 0.7344, loss: 0.7344 2023-12-30 14:09:10,686 - pyskl - INFO - Epoch [97][1700/1970] lr: 1.395e-02, eta: 6:47:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8234, top5_acc: 0.9725, loss_cls: 0.7520, loss: 0.7520 2023-12-30 14:09:33,668 - pyskl - INFO - Epoch [97][1800/1970] lr: 1.392e-02, eta: 6:47:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8297, top5_acc: 0.9697, loss_cls: 0.7592, loss: 0.7592 2023-12-30 14:09:56,604 - pyskl - INFO - Epoch [97][1900/1970] lr: 1.390e-02, eta: 6:46:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8503, top5_acc: 0.9666, loss_cls: 0.7115, loss: 0.7115 2023-12-30 14:10:13,080 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-30 14:12:14,757 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:12:15,242 - pyskl - INFO - top1_acc 0.7531 top5_acc 0.9421 2023-12-30 14:12:15,246 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_92.pth was removed 2023-12-30 14:12:15,367 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. 2023-12-30 14:12:15,369 - pyskl - INFO - Best top1_acc is 0.7531 at 97 epoch. 2023-12-30 14:12:15,388 - pyskl - INFO - Epoch(val) [97][1592] top1_acc: 0.7531, top5_acc: 0.9421 2023-12-30 14:12:59,928 - pyskl - INFO - Epoch [98][100/1970] lr: 1.386e-02, eta: 6:46:18, time: 0.445, data_time: 0.213, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 0.6968, loss: 0.6968 2023-12-30 14:13:23,086 - pyskl - INFO - Epoch [98][200/1970] lr: 1.384e-02, eta: 6:45:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8459, top5_acc: 0.9772, loss_cls: 0.6772, loss: 0.6772 2023-12-30 14:13:46,196 - pyskl - INFO - Epoch [98][300/1970] lr: 1.381e-02, eta: 6:45:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9672, loss_cls: 0.7331, loss: 0.7331 2023-12-30 14:14:09,308 - pyskl - INFO - Epoch [98][400/1970] lr: 1.379e-02, eta: 6:45:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8441, top5_acc: 0.9716, loss_cls: 0.6875, loss: 0.6875 2023-12-30 14:14:32,415 - pyskl - INFO - Epoch [98][500/1970] lr: 1.377e-02, eta: 6:44:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8422, top5_acc: 0.9747, loss_cls: 0.6925, loss: 0.6925 2023-12-30 14:14:55,479 - pyskl - INFO - Epoch [98][600/1970] lr: 1.374e-02, eta: 6:44:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8447, top5_acc: 0.9697, loss_cls: 0.7210, loss: 0.7210 2023-12-30 14:15:18,536 - pyskl - INFO - Epoch [98][700/1970] lr: 1.372e-02, eta: 6:43:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.7444, loss: 0.7444 2023-12-30 14:15:41,605 - pyskl - INFO - Epoch [98][800/1970] lr: 1.369e-02, eta: 6:43:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9703, loss_cls: 0.7415, loss: 0.7415 2023-12-30 14:16:04,668 - pyskl - INFO - Epoch [98][900/1970] lr: 1.367e-02, eta: 6:43:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 0.7319, loss: 0.7319 2023-12-30 14:16:27,692 - pyskl - INFO - Epoch [98][1000/1970] lr: 1.365e-02, eta: 6:42:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8372, top5_acc: 0.9731, loss_cls: 0.7193, loss: 0.7193 2023-12-30 14:16:50,744 - pyskl - INFO - Epoch [98][1100/1970] lr: 1.362e-02, eta: 6:42:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8428, top5_acc: 0.9709, loss_cls: 0.7060, loss: 0.7060 2023-12-30 14:17:13,841 - pyskl - INFO - Epoch [98][1200/1970] lr: 1.360e-02, eta: 6:41:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8316, top5_acc: 0.9675, loss_cls: 0.7364, loss: 0.7364 2023-12-30 14:17:36,916 - pyskl - INFO - Epoch [98][1300/1970] lr: 1.358e-02, eta: 6:41:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 0.7262, loss: 0.7262 2023-12-30 14:17:59,988 - pyskl - INFO - Epoch [98][1400/1970] lr: 1.355e-02, eta: 6:41:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.7136, loss: 0.7136 2023-12-30 14:18:23,091 - pyskl - INFO - Epoch [98][1500/1970] lr: 1.353e-02, eta: 6:40:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9719, loss_cls: 0.7187, loss: 0.7187 2023-12-30 14:18:46,200 - pyskl - INFO - Epoch [98][1600/1970] lr: 1.351e-02, eta: 6:40:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8272, top5_acc: 0.9709, loss_cls: 0.7594, loss: 0.7594 2023-12-30 14:19:09,232 - pyskl - INFO - Epoch [98][1700/1970] lr: 1.348e-02, eta: 6:40:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9697, loss_cls: 0.7612, loss: 0.7612 2023-12-30 14:19:32,259 - pyskl - INFO - Epoch [98][1800/1970] lr: 1.346e-02, eta: 6:39:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8278, top5_acc: 0.9725, loss_cls: 0.7491, loss: 0.7491 2023-12-30 14:19:55,306 - pyskl - INFO - Epoch [98][1900/1970] lr: 1.343e-02, eta: 6:39:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 0.7624, loss: 0.7624 2023-12-30 14:20:11,777 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-30 14:22:13,636 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:22:14,122 - pyskl - INFO - top1_acc 0.7161 top5_acc 0.9368 2023-12-30 14:22:14,141 - pyskl - INFO - Epoch(val) [98][1592] top1_acc: 0.7161, top5_acc: 0.9368 2023-12-30 14:22:58,594 - pyskl - INFO - Epoch [99][100/1970] lr: 1.339e-02, eta: 6:38:37, time: 0.444, data_time: 0.214, memory: 6499, top1_acc: 0.8447, top5_acc: 0.9762, loss_cls: 0.6914, loss: 0.6914 2023-12-30 14:23:21,568 - pyskl - INFO - Epoch [99][200/1970] lr: 1.337e-02, eta: 6:38:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8422, top5_acc: 0.9753, loss_cls: 0.6848, loss: 0.6848 2023-12-30 14:23:44,569 - pyskl - INFO - Epoch [99][300/1970] lr: 1.335e-02, eta: 6:37:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8528, top5_acc: 0.9719, loss_cls: 0.6669, loss: 0.6669 2023-12-30 14:24:07,575 - pyskl - INFO - Epoch [99][400/1970] lr: 1.332e-02, eta: 6:37:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8378, top5_acc: 0.9703, loss_cls: 0.7098, loss: 0.7098 2023-12-30 14:24:30,587 - pyskl - INFO - Epoch [99][500/1970] lr: 1.330e-02, eta: 6:37:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9669, loss_cls: 0.7285, loss: 0.7285 2023-12-30 14:24:53,580 - pyskl - INFO - Epoch [99][600/1970] lr: 1.328e-02, eta: 6:36:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9759, loss_cls: 0.7205, loss: 0.7205 2023-12-30 14:25:16,598 - pyskl - INFO - Epoch [99][700/1970] lr: 1.325e-02, eta: 6:36:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9650, loss_cls: 0.7539, loss: 0.7539 2023-12-30 14:25:39,593 - pyskl - INFO - Epoch [99][800/1970] lr: 1.323e-02, eta: 6:35:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9703, loss_cls: 0.7205, loss: 0.7205 2023-12-30 14:26:02,621 - pyskl - INFO - Epoch [99][900/1970] lr: 1.321e-02, eta: 6:35:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8347, top5_acc: 0.9716, loss_cls: 0.7074, loss: 0.7074 2023-12-30 14:26:25,641 - pyskl - INFO - Epoch [99][1000/1970] lr: 1.318e-02, eta: 6:35:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8553, top5_acc: 0.9734, loss_cls: 0.6770, loss: 0.6770 2023-12-30 14:26:48,708 - pyskl - INFO - Epoch [99][1100/1970] lr: 1.316e-02, eta: 6:34:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8391, top5_acc: 0.9703, loss_cls: 0.7224, loss: 0.7224 2023-12-30 14:27:11,799 - pyskl - INFO - Epoch [99][1200/1970] lr: 1.314e-02, eta: 6:34:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9681, loss_cls: 0.7263, loss: 0.7263 2023-12-30 14:27:34,904 - pyskl - INFO - Epoch [99][1300/1970] lr: 1.311e-02, eta: 6:33:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9663, loss_cls: 0.7404, loss: 0.7404 2023-12-30 14:27:58,046 - pyskl - INFO - Epoch [99][1400/1970] lr: 1.309e-02, eta: 6:33:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8309, top5_acc: 0.9691, loss_cls: 0.7379, loss: 0.7379 2023-12-30 14:28:21,132 - pyskl - INFO - Epoch [99][1500/1970] lr: 1.307e-02, eta: 6:33:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8228, top5_acc: 0.9656, loss_cls: 0.7669, loss: 0.7669 2023-12-30 14:28:44,203 - pyskl - INFO - Epoch [99][1600/1970] lr: 1.304e-02, eta: 6:32:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8303, top5_acc: 0.9691, loss_cls: 0.7468, loss: 0.7468 2023-12-30 14:29:07,277 - pyskl - INFO - Epoch [99][1700/1970] lr: 1.302e-02, eta: 6:32:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8291, top5_acc: 0.9709, loss_cls: 0.7443, loss: 0.7443 2023-12-30 14:29:30,360 - pyskl - INFO - Epoch [99][1800/1970] lr: 1.300e-02, eta: 6:31:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8309, top5_acc: 0.9694, loss_cls: 0.7332, loss: 0.7332 2023-12-30 14:29:53,381 - pyskl - INFO - Epoch [99][1900/1970] lr: 1.297e-02, eta: 6:31:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8316, top5_acc: 0.9734, loss_cls: 0.7236, loss: 0.7236 2023-12-30 14:30:09,927 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-30 14:32:11,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:32:12,430 - pyskl - INFO - top1_acc 0.7658 top5_acc 0.9494 2023-12-30 14:32:12,434 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_97.pth was removed 2023-12-30 14:32:12,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. 2023-12-30 14:32:12,560 - pyskl - INFO - Best top1_acc is 0.7658 at 99 epoch. 2023-12-30 14:32:12,580 - pyskl - INFO - Epoch(val) [99][1592] top1_acc: 0.7658, top5_acc: 0.9494 2023-12-30 14:32:57,341 - pyskl - INFO - Epoch [100][100/1970] lr: 1.293e-02, eta: 6:30:56, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.8384, top5_acc: 0.9759, loss_cls: 0.7095, loss: 0.7095 2023-12-30 14:33:20,409 - pyskl - INFO - Epoch [100][200/1970] lr: 1.291e-02, eta: 6:30:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9734, loss_cls: 0.6848, loss: 0.6848 2023-12-30 14:33:43,526 - pyskl - INFO - Epoch [100][300/1970] lr: 1.289e-02, eta: 6:30:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8453, top5_acc: 0.9703, loss_cls: 0.6888, loss: 0.6888 2023-12-30 14:34:06,629 - pyskl - INFO - Epoch [100][400/1970] lr: 1.286e-02, eta: 6:29:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9697, loss_cls: 0.6769, loss: 0.6769 2023-12-30 14:34:29,719 - pyskl - INFO - Epoch [100][500/1970] lr: 1.284e-02, eta: 6:29:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8503, top5_acc: 0.9697, loss_cls: 0.6849, loss: 0.6849 2023-12-30 14:34:52,801 - pyskl - INFO - Epoch [100][600/1970] lr: 1.282e-02, eta: 6:28:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8609, top5_acc: 0.9762, loss_cls: 0.6547, loss: 0.6547 2023-12-30 14:35:15,865 - pyskl - INFO - Epoch [100][700/1970] lr: 1.279e-02, eta: 6:28:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7337, loss: 0.7337 2023-12-30 14:35:38,938 - pyskl - INFO - Epoch [100][800/1970] lr: 1.277e-02, eta: 6:28:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8422, top5_acc: 0.9741, loss_cls: 0.6995, loss: 0.6995 2023-12-30 14:36:02,047 - pyskl - INFO - Epoch [100][900/1970] lr: 1.275e-02, eta: 6:27:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9697, loss_cls: 0.7290, loss: 0.7290 2023-12-30 14:36:25,142 - pyskl - INFO - Epoch [100][1000/1970] lr: 1.272e-02, eta: 6:27:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9722, loss_cls: 0.7039, loss: 0.7039 2023-12-30 14:36:48,281 - pyskl - INFO - Epoch [100][1100/1970] lr: 1.270e-02, eta: 6:27:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8603, top5_acc: 0.9741, loss_cls: 0.6519, loss: 0.6519 2023-12-30 14:37:11,388 - pyskl - INFO - Epoch [100][1200/1970] lr: 1.268e-02, eta: 6:26:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8372, top5_acc: 0.9738, loss_cls: 0.7245, loss: 0.7245 2023-12-30 14:37:34,570 - pyskl - INFO - Epoch [100][1300/1970] lr: 1.265e-02, eta: 6:26:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.7489, loss: 0.7489 2023-12-30 14:37:57,798 - pyskl - INFO - Epoch [100][1400/1970] lr: 1.263e-02, eta: 6:25:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8334, top5_acc: 0.9722, loss_cls: 0.7059, loss: 0.7059 2023-12-30 14:38:21,241 - pyskl - INFO - Epoch [100][1500/1970] lr: 1.261e-02, eta: 6:25:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9741, loss_cls: 0.7014, loss: 0.7014 2023-12-30 14:38:44,365 - pyskl - INFO - Epoch [100][1600/1970] lr: 1.259e-02, eta: 6:25:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9753, loss_cls: 0.7069, loss: 0.7069 2023-12-30 14:39:07,619 - pyskl - INFO - Epoch [100][1700/1970] lr: 1.256e-02, eta: 6:24:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9716, loss_cls: 0.7152, loss: 0.7152 2023-12-30 14:39:30,861 - pyskl - INFO - Epoch [100][1800/1970] lr: 1.254e-02, eta: 6:24:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8416, top5_acc: 0.9756, loss_cls: 0.6828, loss: 0.6828 2023-12-30 14:39:54,069 - pyskl - INFO - Epoch [100][1900/1970] lr: 1.252e-02, eta: 6:23:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8341, top5_acc: 0.9688, loss_cls: 0.7223, loss: 0.7223 2023-12-30 14:40:10,744 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-30 14:42:13,984 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:42:14,592 - pyskl - INFO - top1_acc 0.7661 top5_acc 0.9548 2023-12-30 14:42:14,596 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_99.pth was removed 2023-12-30 14:42:14,714 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2023-12-30 14:42:14,716 - pyskl - INFO - Best top1_acc is 0.7661 at 100 epoch. 2023-12-30 14:42:14,734 - pyskl - INFO - Epoch(val) [100][1592] top1_acc: 0.7661, top5_acc: 0.9548 2023-12-30 14:42:59,425 - pyskl - INFO - Epoch [101][100/1970] lr: 1.248e-02, eta: 6:23:16, time: 0.447, data_time: 0.214, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 0.6799, loss: 0.6799 2023-12-30 14:43:22,626 - pyskl - INFO - Epoch [101][200/1970] lr: 1.245e-02, eta: 6:22:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9766, loss_cls: 0.6732, loss: 0.6732 2023-12-30 14:43:45,801 - pyskl - INFO - Epoch [101][300/1970] lr: 1.243e-02, eta: 6:22:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9734, loss_cls: 0.6678, loss: 0.6678 2023-12-30 14:44:09,058 - pyskl - INFO - Epoch [101][400/1970] lr: 1.241e-02, eta: 6:22:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9722, loss_cls: 0.7145, loss: 0.7145 2023-12-30 14:44:32,268 - pyskl - INFO - Epoch [101][500/1970] lr: 1.239e-02, eta: 6:21:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9728, loss_cls: 0.6645, loss: 0.6645 2023-12-30 14:44:55,453 - pyskl - INFO - Epoch [101][600/1970] lr: 1.236e-02, eta: 6:21:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8534, top5_acc: 0.9709, loss_cls: 0.6583, loss: 0.6583 2023-12-30 14:45:18,681 - pyskl - INFO - Epoch [101][700/1970] lr: 1.234e-02, eta: 6:20:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8459, top5_acc: 0.9744, loss_cls: 0.6794, loss: 0.6794 2023-12-30 14:45:41,865 - pyskl - INFO - Epoch [101][800/1970] lr: 1.232e-02, eta: 6:20:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9691, loss_cls: 0.7010, loss: 0.7010 2023-12-30 14:46:04,998 - pyskl - INFO - Epoch [101][900/1970] lr: 1.229e-02, eta: 6:20:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8397, top5_acc: 0.9706, loss_cls: 0.7097, loss: 0.7097 2023-12-30 14:46:28,170 - pyskl - INFO - Epoch [101][1000/1970] lr: 1.227e-02, eta: 6:19:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9728, loss_cls: 0.7110, loss: 0.7110 2023-12-30 14:46:51,372 - pyskl - INFO - Epoch [101][1100/1970] lr: 1.225e-02, eta: 6:19:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.6813, loss: 0.6813 2023-12-30 14:47:14,529 - pyskl - INFO - Epoch [101][1200/1970] lr: 1.223e-02, eta: 6:18:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.6684, loss: 0.6684 2023-12-30 14:47:37,631 - pyskl - INFO - Epoch [101][1300/1970] lr: 1.220e-02, eta: 6:18:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9678, loss_cls: 0.7462, loss: 0.7462 2023-12-30 14:48:00,761 - pyskl - INFO - Epoch [101][1400/1970] lr: 1.218e-02, eta: 6:18:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8384, top5_acc: 0.9712, loss_cls: 0.7038, loss: 0.7038 2023-12-30 14:48:24,051 - pyskl - INFO - Epoch [101][1500/1970] lr: 1.216e-02, eta: 6:17:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8534, top5_acc: 0.9731, loss_cls: 0.6823, loss: 0.6823 2023-12-30 14:48:47,316 - pyskl - INFO - Epoch [101][1600/1970] lr: 1.213e-02, eta: 6:17:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8428, top5_acc: 0.9709, loss_cls: 0.6980, loss: 0.6980 2023-12-30 14:49:10,642 - pyskl - INFO - Epoch [101][1700/1970] lr: 1.211e-02, eta: 6:17:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9672, loss_cls: 0.7237, loss: 0.7237 2023-12-30 14:49:33,835 - pyskl - INFO - Epoch [101][1800/1970] lr: 1.209e-02, eta: 6:16:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8353, top5_acc: 0.9700, loss_cls: 0.7367, loss: 0.7367 2023-12-30 14:49:56,988 - pyskl - INFO - Epoch [101][1900/1970] lr: 1.207e-02, eta: 6:16:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 0.7277, loss: 0.7277 2023-12-30 14:50:13,648 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-30 14:52:15,461 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 14:52:15,943 - pyskl - INFO - top1_acc 0.7656 top5_acc 0.9499 2023-12-30 14:52:15,961 - pyskl - INFO - Epoch(val) [101][1592] top1_acc: 0.7656, top5_acc: 0.9499 2023-12-30 14:53:00,687 - pyskl - INFO - Epoch [102][100/1970] lr: 1.203e-02, eta: 6:15:37, time: 0.447, data_time: 0.216, memory: 6499, top1_acc: 0.8597, top5_acc: 0.9753, loss_cls: 0.6588, loss: 0.6588 2023-12-30 14:53:23,960 - pyskl - INFO - Epoch [102][200/1970] lr: 1.200e-02, eta: 6:15:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8528, top5_acc: 0.9753, loss_cls: 0.6509, loss: 0.6509 2023-12-30 14:53:47,012 - pyskl - INFO - Epoch [102][300/1970] lr: 1.198e-02, eta: 6:14:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8522, top5_acc: 0.9756, loss_cls: 0.6766, loss: 0.6766 2023-12-30 14:54:10,087 - pyskl - INFO - Epoch [102][400/1970] lr: 1.196e-02, eta: 6:14:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8416, top5_acc: 0.9750, loss_cls: 0.6874, loss: 0.6874 2023-12-30 14:54:33,183 - pyskl - INFO - Epoch [102][500/1970] lr: 1.194e-02, eta: 6:14:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8459, top5_acc: 0.9681, loss_cls: 0.6797, loss: 0.6797 2023-12-30 14:54:56,247 - pyskl - INFO - Epoch [102][600/1970] lr: 1.191e-02, eta: 6:13:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9700, loss_cls: 0.6842, loss: 0.6842 2023-12-30 14:55:19,265 - pyskl - INFO - Epoch [102][700/1970] lr: 1.189e-02, eta: 6:13:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 0.6707, loss: 0.6707 2023-12-30 14:55:42,370 - pyskl - INFO - Epoch [102][800/1970] lr: 1.187e-02, eta: 6:12:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9734, loss_cls: 0.6698, loss: 0.6698 2023-12-30 14:56:05,375 - pyskl - INFO - Epoch [102][900/1970] lr: 1.185e-02, eta: 6:12:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9688, loss_cls: 0.6965, loss: 0.6965 2023-12-30 14:56:28,410 - pyskl - INFO - Epoch [102][1000/1970] lr: 1.182e-02, eta: 6:12:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 0.6754, loss: 0.6754 2023-12-30 14:56:51,451 - pyskl - INFO - Epoch [102][1100/1970] lr: 1.180e-02, eta: 6:11:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9803, loss_cls: 0.6329, loss: 0.6329 2023-12-30 14:57:14,415 - pyskl - INFO - Epoch [102][1200/1970] lr: 1.178e-02, eta: 6:11:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8534, top5_acc: 0.9741, loss_cls: 0.6582, loss: 0.6582 2023-12-30 14:57:37,390 - pyskl - INFO - Epoch [102][1300/1970] lr: 1.176e-02, eta: 6:10:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9703, loss_cls: 0.6904, loss: 0.6904 2023-12-30 14:58:00,495 - pyskl - INFO - Epoch [102][1400/1970] lr: 1.173e-02, eta: 6:10:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.6941, loss: 0.6941 2023-12-30 14:58:23,672 - pyskl - INFO - Epoch [102][1500/1970] lr: 1.171e-02, eta: 6:10:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9691, loss_cls: 0.6987, loss: 0.6987 2023-12-30 14:58:46,849 - pyskl - INFO - Epoch [102][1600/1970] lr: 1.169e-02, eta: 6:09:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8422, top5_acc: 0.9725, loss_cls: 0.6758, loss: 0.6758 2023-12-30 14:59:10,025 - pyskl - INFO - Epoch [102][1700/1970] lr: 1.167e-02, eta: 6:09:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8309, top5_acc: 0.9659, loss_cls: 0.7442, loss: 0.7442 2023-12-30 14:59:33,143 - pyskl - INFO - Epoch [102][1800/1970] lr: 1.164e-02, eta: 6:08:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 0.6813, loss: 0.6813 2023-12-30 14:59:56,197 - pyskl - INFO - Epoch [102][1900/1970] lr: 1.162e-02, eta: 6:08:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8416, top5_acc: 0.9706, loss_cls: 0.7030, loss: 0.7030 2023-12-30 15:00:12,685 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-30 15:02:14,834 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:02:15,305 - pyskl - INFO - top1_acc 0.7584 top5_acc 0.9454 2023-12-30 15:02:15,323 - pyskl - INFO - Epoch(val) [102][1592] top1_acc: 0.7584, top5_acc: 0.9454 2023-12-30 15:02:59,853 - pyskl - INFO - Epoch [103][100/1970] lr: 1.158e-02, eta: 6:07:56, time: 0.445, data_time: 0.215, memory: 6499, top1_acc: 0.8534, top5_acc: 0.9781, loss_cls: 0.6539, loss: 0.6539 2023-12-30 15:03:22,922 - pyskl - INFO - Epoch [103][200/1970] lr: 1.156e-02, eta: 6:07:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8578, top5_acc: 0.9791, loss_cls: 0.6486, loss: 0.6486 2023-12-30 15:03:45,999 - pyskl - INFO - Epoch [103][300/1970] lr: 1.154e-02, eta: 6:07:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9791, loss_cls: 0.6273, loss: 0.6273 2023-12-30 15:04:09,110 - pyskl - INFO - Epoch [103][400/1970] lr: 1.151e-02, eta: 6:06:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8497, top5_acc: 0.9753, loss_cls: 0.6559, loss: 0.6559 2023-12-30 15:04:32,231 - pyskl - INFO - Epoch [103][500/1970] lr: 1.149e-02, eta: 6:06:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8459, top5_acc: 0.9747, loss_cls: 0.6540, loss: 0.6540 2023-12-30 15:04:55,344 - pyskl - INFO - Epoch [103][600/1970] lr: 1.147e-02, eta: 6:05:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9772, loss_cls: 0.6084, loss: 0.6084 2023-12-30 15:05:18,575 - pyskl - INFO - Epoch [103][700/1970] lr: 1.145e-02, eta: 6:05:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8541, top5_acc: 0.9775, loss_cls: 0.6407, loss: 0.6407 2023-12-30 15:05:41,984 - pyskl - INFO - Epoch [103][800/1970] lr: 1.143e-02, eta: 6:05:12, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8478, top5_acc: 0.9703, loss_cls: 0.6833, loss: 0.6833 2023-12-30 15:06:05,149 - pyskl - INFO - Epoch [103][900/1970] lr: 1.140e-02, eta: 6:04:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9703, loss_cls: 0.6598, loss: 0.6598 2023-12-30 15:06:28,535 - pyskl - INFO - Epoch [103][1000/1970] lr: 1.138e-02, eta: 6:04:25, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8378, top5_acc: 0.9716, loss_cls: 0.7116, loss: 0.7116 2023-12-30 15:06:51,855 - pyskl - INFO - Epoch [103][1100/1970] lr: 1.136e-02, eta: 6:04:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.6754, loss: 0.6754 2023-12-30 15:07:15,111 - pyskl - INFO - Epoch [103][1200/1970] lr: 1.134e-02, eta: 6:03:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8372, top5_acc: 0.9653, loss_cls: 0.7389, loss: 0.7389 2023-12-30 15:07:38,261 - pyskl - INFO - Epoch [103][1300/1970] lr: 1.131e-02, eta: 6:03:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8597, top5_acc: 0.9747, loss_cls: 0.6479, loss: 0.6479 2023-12-30 15:08:01,374 - pyskl - INFO - Epoch [103][1400/1970] lr: 1.129e-02, eta: 6:02:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9719, loss_cls: 0.6700, loss: 0.6700 2023-12-30 15:08:24,471 - pyskl - INFO - Epoch [103][1500/1970] lr: 1.127e-02, eta: 6:02:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.6921, loss: 0.6921 2023-12-30 15:08:47,630 - pyskl - INFO - Epoch [103][1600/1970] lr: 1.125e-02, eta: 6:02:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9753, loss_cls: 0.6697, loss: 0.6697 2023-12-30 15:09:10,735 - pyskl - INFO - Epoch [103][1700/1970] lr: 1.123e-02, eta: 6:01:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9741, loss_cls: 0.6659, loss: 0.6659 2023-12-30 15:09:33,861 - pyskl - INFO - Epoch [103][1800/1970] lr: 1.120e-02, eta: 6:01:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8359, top5_acc: 0.9750, loss_cls: 0.7124, loss: 0.7124 2023-12-30 15:09:57,034 - pyskl - INFO - Epoch [103][1900/1970] lr: 1.118e-02, eta: 6:00:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9650, loss_cls: 0.7536, loss: 0.7536 2023-12-30 15:10:13,675 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-30 15:12:15,827 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:12:16,312 - pyskl - INFO - top1_acc 0.7550 top5_acc 0.9514 2023-12-30 15:12:16,331 - pyskl - INFO - Epoch(val) [103][1592] top1_acc: 0.7550, top5_acc: 0.9514 2023-12-30 15:13:01,383 - pyskl - INFO - Epoch [104][100/1970] lr: 1.114e-02, eta: 6:00:16, time: 0.450, data_time: 0.218, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 0.6237, loss: 0.6237 2023-12-30 15:13:24,733 - pyskl - INFO - Epoch [104][200/1970] lr: 1.112e-02, eta: 5:59:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8591, top5_acc: 0.9788, loss_cls: 0.6262, loss: 0.6262 2023-12-30 15:13:47,852 - pyskl - INFO - Epoch [104][300/1970] lr: 1.110e-02, eta: 5:59:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8709, top5_acc: 0.9809, loss_cls: 0.5986, loss: 0.5986 2023-12-30 15:14:10,964 - pyskl - INFO - Epoch [104][400/1970] lr: 1.108e-02, eta: 5:59:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8647, top5_acc: 0.9747, loss_cls: 0.6219, loss: 0.6219 2023-12-30 15:14:34,053 - pyskl - INFO - Epoch [104][500/1970] lr: 1.105e-02, eta: 5:58:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8566, top5_acc: 0.9753, loss_cls: 0.6279, loss: 0.6279 2023-12-30 15:14:57,121 - pyskl - INFO - Epoch [104][600/1970] lr: 1.103e-02, eta: 5:58:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8478, top5_acc: 0.9759, loss_cls: 0.6604, loss: 0.6604 2023-12-30 15:15:20,211 - pyskl - INFO - Epoch [104][700/1970] lr: 1.101e-02, eta: 5:57:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8503, top5_acc: 0.9797, loss_cls: 0.6612, loss: 0.6612 2023-12-30 15:15:43,428 - pyskl - INFO - Epoch [104][800/1970] lr: 1.099e-02, eta: 5:57:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9709, loss_cls: 0.6927, loss: 0.6927 2023-12-30 15:16:06,632 - pyskl - INFO - Epoch [104][900/1970] lr: 1.097e-02, eta: 5:57:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.6568, loss: 0.6568 2023-12-30 15:16:29,812 - pyskl - INFO - Epoch [104][1000/1970] lr: 1.094e-02, eta: 5:56:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8466, top5_acc: 0.9744, loss_cls: 0.6786, loss: 0.6786 2023-12-30 15:16:52,928 - pyskl - INFO - Epoch [104][1100/1970] lr: 1.092e-02, eta: 5:56:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 0.6544, loss: 0.6544 2023-12-30 15:17:16,081 - pyskl - INFO - Epoch [104][1200/1970] lr: 1.090e-02, eta: 5:55:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8478, top5_acc: 0.9756, loss_cls: 0.6525, loss: 0.6525 2023-12-30 15:17:39,247 - pyskl - INFO - Epoch [104][1300/1970] lr: 1.088e-02, eta: 5:55:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8497, top5_acc: 0.9762, loss_cls: 0.6611, loss: 0.6611 2023-12-30 15:18:02,346 - pyskl - INFO - Epoch [104][1400/1970] lr: 1.086e-02, eta: 5:55:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9784, loss_cls: 0.6377, loss: 0.6377 2023-12-30 15:18:25,613 - pyskl - INFO - Epoch [104][1500/1970] lr: 1.084e-02, eta: 5:54:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 0.6657, loss: 0.6657 2023-12-30 15:18:48,763 - pyskl - INFO - Epoch [104][1600/1970] lr: 1.081e-02, eta: 5:54:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8466, top5_acc: 0.9706, loss_cls: 0.6766, loss: 0.6766 2023-12-30 15:19:11,972 - pyskl - INFO - Epoch [104][1700/1970] lr: 1.079e-02, eta: 5:54:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8503, top5_acc: 0.9700, loss_cls: 0.6702, loss: 0.6702 2023-12-30 15:19:35,148 - pyskl - INFO - Epoch [104][1800/1970] lr: 1.077e-02, eta: 5:53:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8584, top5_acc: 0.9778, loss_cls: 0.6390, loss: 0.6390 2023-12-30 15:19:58,337 - pyskl - INFO - Epoch [104][1900/1970] lr: 1.075e-02, eta: 5:53:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8397, top5_acc: 0.9738, loss_cls: 0.6920, loss: 0.6920 2023-12-30 15:20:15,071 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-30 15:22:18,168 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:22:18,643 - pyskl - INFO - top1_acc 0.5668 top5_acc 0.8186 2023-12-30 15:22:18,662 - pyskl - INFO - Epoch(val) [104][1592] top1_acc: 0.5668, top5_acc: 0.8186 2023-12-30 15:23:03,092 - pyskl - INFO - Epoch [105][100/1970] lr: 1.071e-02, eta: 5:52:36, time: 0.444, data_time: 0.212, memory: 6499, top1_acc: 0.8641, top5_acc: 0.9744, loss_cls: 0.6359, loss: 0.6359 2023-12-30 15:23:26,221 - pyskl - INFO - Epoch [105][200/1970] lr: 1.069e-02, eta: 5:52:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8666, top5_acc: 0.9781, loss_cls: 0.6274, loss: 0.6274 2023-12-30 15:23:49,424 - pyskl - INFO - Epoch [105][300/1970] lr: 1.067e-02, eta: 5:51:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9791, loss_cls: 0.6099, loss: 0.6099 2023-12-30 15:24:12,854 - pyskl - INFO - Epoch [105][400/1970] lr: 1.065e-02, eta: 5:51:26, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8709, top5_acc: 0.9819, loss_cls: 0.5834, loss: 0.5834 2023-12-30 15:24:36,038 - pyskl - INFO - Epoch [105][500/1970] lr: 1.062e-02, eta: 5:51:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8659, top5_acc: 0.9803, loss_cls: 0.5840, loss: 0.5840 2023-12-30 15:24:59,143 - pyskl - INFO - Epoch [105][600/1970] lr: 1.060e-02, eta: 5:50:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8634, top5_acc: 0.9769, loss_cls: 0.6254, loss: 0.6254 2023-12-30 15:25:22,312 - pyskl - INFO - Epoch [105][700/1970] lr: 1.058e-02, eta: 5:50:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9728, loss_cls: 0.6885, loss: 0.6885 2023-12-30 15:25:45,640 - pyskl - INFO - Epoch [105][800/1970] lr: 1.056e-02, eta: 5:49:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9716, loss_cls: 0.6828, loss: 0.6828 2023-12-30 15:26:08,882 - pyskl - INFO - Epoch [105][900/1970] lr: 1.054e-02, eta: 5:49:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8516, top5_acc: 0.9741, loss_cls: 0.6629, loss: 0.6629 2023-12-30 15:26:32,070 - pyskl - INFO - Epoch [105][1000/1970] lr: 1.051e-02, eta: 5:49:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8497, top5_acc: 0.9744, loss_cls: 0.6775, loss: 0.6775 2023-12-30 15:26:55,228 - pyskl - INFO - Epoch [105][1100/1970] lr: 1.049e-02, eta: 5:48:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8528, top5_acc: 0.9791, loss_cls: 0.6307, loss: 0.6307 2023-12-30 15:27:18,400 - pyskl - INFO - Epoch [105][1200/1970] lr: 1.047e-02, eta: 5:48:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.6718, loss: 0.6718 2023-12-30 15:27:41,622 - pyskl - INFO - Epoch [105][1300/1970] lr: 1.045e-02, eta: 5:47:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8422, top5_acc: 0.9712, loss_cls: 0.7119, loss: 0.7119 2023-12-30 15:28:04,805 - pyskl - INFO - Epoch [105][1400/1970] lr: 1.043e-02, eta: 5:47:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8578, top5_acc: 0.9756, loss_cls: 0.6449, loss: 0.6449 2023-12-30 15:28:27,998 - pyskl - INFO - Epoch [105][1500/1970] lr: 1.041e-02, eta: 5:47:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8566, top5_acc: 0.9747, loss_cls: 0.6544, loss: 0.6544 2023-12-30 15:28:51,174 - pyskl - INFO - Epoch [105][1600/1970] lr: 1.039e-02, eta: 5:46:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8503, top5_acc: 0.9734, loss_cls: 0.6602, loss: 0.6602 2023-12-30 15:29:14,406 - pyskl - INFO - Epoch [105][1700/1970] lr: 1.036e-02, eta: 5:46:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8466, top5_acc: 0.9734, loss_cls: 0.6721, loss: 0.6721 2023-12-30 15:29:37,646 - pyskl - INFO - Epoch [105][1800/1970] lr: 1.034e-02, eta: 5:45:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8547, top5_acc: 0.9738, loss_cls: 0.6529, loss: 0.6529 2023-12-30 15:30:00,825 - pyskl - INFO - Epoch [105][1900/1970] lr: 1.032e-02, eta: 5:45:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9741, loss_cls: 0.6340, loss: 0.6340 2023-12-30 15:30:17,512 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-30 15:32:19,039 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:32:19,519 - pyskl - INFO - top1_acc 0.7560 top5_acc 0.9427 2023-12-30 15:32:19,537 - pyskl - INFO - Epoch(val) [105][1592] top1_acc: 0.7560, top5_acc: 0.9427 2023-12-30 15:33:04,328 - pyskl - INFO - Epoch [106][100/1970] lr: 1.028e-02, eta: 5:44:57, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.8672, top5_acc: 0.9747, loss_cls: 0.6132, loss: 0.6132 2023-12-30 15:33:27,423 - pyskl - INFO - Epoch [106][200/1970] lr: 1.026e-02, eta: 5:44:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8697, top5_acc: 0.9794, loss_cls: 0.5719, loss: 0.5719 2023-12-30 15:33:50,474 - pyskl - INFO - Epoch [106][300/1970] lr: 1.024e-02, eta: 5:44:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8741, top5_acc: 0.9794, loss_cls: 0.5801, loss: 0.5801 2023-12-30 15:34:13,527 - pyskl - INFO - Epoch [106][400/1970] lr: 1.022e-02, eta: 5:43:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9797, loss_cls: 0.6068, loss: 0.6068 2023-12-30 15:34:36,629 - pyskl - INFO - Epoch [106][500/1970] lr: 1.020e-02, eta: 5:43:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9766, loss_cls: 0.6231, loss: 0.6231 2023-12-30 15:34:59,785 - pyskl - INFO - Epoch [106][600/1970] lr: 1.018e-02, eta: 5:42:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8728, top5_acc: 0.9747, loss_cls: 0.6124, loss: 0.6124 2023-12-30 15:35:22,909 - pyskl - INFO - Epoch [106][700/1970] lr: 1.016e-02, eta: 5:42:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9709, loss_cls: 0.6631, loss: 0.6631 2023-12-30 15:35:46,033 - pyskl - INFO - Epoch [106][800/1970] lr: 1.013e-02, eta: 5:42:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9753, loss_cls: 0.6503, loss: 0.6503 2023-12-30 15:36:09,212 - pyskl - INFO - Epoch [106][900/1970] lr: 1.011e-02, eta: 5:41:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9716, loss_cls: 0.6278, loss: 0.6278 2023-12-30 15:36:32,380 - pyskl - INFO - Epoch [106][1000/1970] lr: 1.009e-02, eta: 5:41:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9791, loss_cls: 0.6181, loss: 0.6181 2023-12-30 15:36:55,536 - pyskl - INFO - Epoch [106][1100/1970] lr: 1.007e-02, eta: 5:41:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8566, top5_acc: 0.9669, loss_cls: 0.6602, loss: 0.6602 2023-12-30 15:37:18,688 - pyskl - INFO - Epoch [106][1200/1970] lr: 1.005e-02, eta: 5:40:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8666, top5_acc: 0.9825, loss_cls: 0.5972, loss: 0.5972 2023-12-30 15:37:41,872 - pyskl - INFO - Epoch [106][1300/1970] lr: 1.003e-02, eta: 5:40:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8559, top5_acc: 0.9753, loss_cls: 0.6502, loss: 0.6502 2023-12-30 15:38:05,083 - pyskl - INFO - Epoch [106][1400/1970] lr: 1.001e-02, eta: 5:39:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9753, loss_cls: 0.6661, loss: 0.6661 2023-12-30 15:38:28,178 - pyskl - INFO - Epoch [106][1500/1970] lr: 9.985e-03, eta: 5:39:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8453, top5_acc: 0.9756, loss_cls: 0.6468, loss: 0.6468 2023-12-30 15:38:51,271 - pyskl - INFO - Epoch [106][1600/1970] lr: 9.964e-03, eta: 5:39:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9791, loss_cls: 0.6187, loss: 0.6187 2023-12-30 15:39:14,371 - pyskl - INFO - Epoch [106][1700/1970] lr: 9.942e-03, eta: 5:38:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8528, top5_acc: 0.9753, loss_cls: 0.6466, loss: 0.6466 2023-12-30 15:39:37,651 - pyskl - INFO - Epoch [106][1800/1970] lr: 9.921e-03, eta: 5:38:18, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8622, top5_acc: 0.9750, loss_cls: 0.6380, loss: 0.6380 2023-12-30 15:40:00,909 - pyskl - INFO - Epoch [106][1900/1970] lr: 9.900e-03, eta: 5:37:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8572, top5_acc: 0.9784, loss_cls: 0.6261, loss: 0.6261 2023-12-30 15:40:17,482 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-30 15:42:19,313 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:42:19,801 - pyskl - INFO - top1_acc 0.7823 top5_acc 0.9558 2023-12-30 15:42:19,806 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_100.pth was removed 2023-12-30 15:42:19,931 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-30 15:42:19,933 - pyskl - INFO - Best top1_acc is 0.7823 at 106 epoch. 2023-12-30 15:42:19,951 - pyskl - INFO - Epoch(val) [106][1592] top1_acc: 0.7823, top5_acc: 0.9558 2023-12-30 15:43:04,783 - pyskl - INFO - Epoch [107][100/1970] lr: 9.864e-03, eta: 5:37:17, time: 0.448, data_time: 0.217, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9822, loss_cls: 0.5478, loss: 0.5478 2023-12-30 15:43:27,888 - pyskl - INFO - Epoch [107][200/1970] lr: 9.843e-03, eta: 5:36:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8759, top5_acc: 0.9788, loss_cls: 0.5876, loss: 0.5876 2023-12-30 15:43:51,056 - pyskl - INFO - Epoch [107][300/1970] lr: 9.822e-03, eta: 5:36:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9803, loss_cls: 0.6058, loss: 0.6058 2023-12-30 15:44:14,309 - pyskl - INFO - Epoch [107][400/1970] lr: 9.801e-03, eta: 5:36:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9778, loss_cls: 0.5863, loss: 0.5863 2023-12-30 15:44:37,737 - pyskl - INFO - Epoch [107][500/1970] lr: 9.780e-03, eta: 5:35:43, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9719, loss_cls: 0.6149, loss: 0.6149 2023-12-30 15:45:00,856 - pyskl - INFO - Epoch [107][600/1970] lr: 9.759e-03, eta: 5:35:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8622, top5_acc: 0.9769, loss_cls: 0.6229, loss: 0.6229 2023-12-30 15:45:24,009 - pyskl - INFO - Epoch [107][700/1970] lr: 9.737e-03, eta: 5:34:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 0.6400, loss: 0.6400 2023-12-30 15:45:47,361 - pyskl - INFO - Epoch [107][800/1970] lr: 9.716e-03, eta: 5:34:33, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8791, top5_acc: 0.9778, loss_cls: 0.5891, loss: 0.5891 2023-12-30 15:46:10,557 - pyskl - INFO - Epoch [107][900/1970] lr: 9.695e-03, eta: 5:34:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8616, top5_acc: 0.9791, loss_cls: 0.6056, loss: 0.6056 2023-12-30 15:46:33,731 - pyskl - INFO - Epoch [107][1000/1970] lr: 9.674e-03, eta: 5:33:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 0.6197, loss: 0.6197 2023-12-30 15:46:56,847 - pyskl - INFO - Epoch [107][1100/1970] lr: 9.653e-03, eta: 5:33:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9759, loss_cls: 0.6537, loss: 0.6537 2023-12-30 15:47:20,018 - pyskl - INFO - Epoch [107][1200/1970] lr: 9.632e-03, eta: 5:32:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8466, top5_acc: 0.9741, loss_cls: 0.6671, loss: 0.6671 2023-12-30 15:47:43,139 - pyskl - INFO - Epoch [107][1300/1970] lr: 9.611e-03, eta: 5:32:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8616, top5_acc: 0.9784, loss_cls: 0.6313, loss: 0.6313 2023-12-30 15:48:06,204 - pyskl - INFO - Epoch [107][1400/1970] lr: 9.591e-03, eta: 5:32:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9803, loss_cls: 0.6142, loss: 0.6142 2023-12-30 15:48:29,290 - pyskl - INFO - Epoch [107][1500/1970] lr: 9.570e-03, eta: 5:31:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8591, top5_acc: 0.9781, loss_cls: 0.6336, loss: 0.6336 2023-12-30 15:48:52,381 - pyskl - INFO - Epoch [107][1600/1970] lr: 9.549e-03, eta: 5:31:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8647, top5_acc: 0.9781, loss_cls: 0.6259, loss: 0.6259 2023-12-30 15:49:15,604 - pyskl - INFO - Epoch [107][1700/1970] lr: 9.528e-03, eta: 5:31:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 0.6235, loss: 0.6235 2023-12-30 15:49:38,875 - pyskl - INFO - Epoch [107][1800/1970] lr: 9.507e-03, eta: 5:30:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8672, top5_acc: 0.9800, loss_cls: 0.6115, loss: 0.6115 2023-12-30 15:50:02,059 - pyskl - INFO - Epoch [107][1900/1970] lr: 9.486e-03, eta: 5:30:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 0.6281, loss: 0.6281 2023-12-30 15:50:18,687 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-30 15:52:20,338 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 15:52:20,816 - pyskl - INFO - top1_acc 0.7624 top5_acc 0.9506 2023-12-30 15:52:20,834 - pyskl - INFO - Epoch(val) [107][1592] top1_acc: 0.7624, top5_acc: 0.9506 2023-12-30 15:53:06,209 - pyskl - INFO - Epoch [108][100/1970] lr: 9.451e-03, eta: 5:29:37, time: 0.454, data_time: 0.222, memory: 6499, top1_acc: 0.8797, top5_acc: 0.9816, loss_cls: 0.5492, loss: 0.5492 2023-12-30 15:53:29,481 - pyskl - INFO - Epoch [108][200/1970] lr: 9.430e-03, eta: 5:29:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8816, top5_acc: 0.9822, loss_cls: 0.5533, loss: 0.5533 2023-12-30 15:53:52,690 - pyskl - INFO - Epoch [108][300/1970] lr: 9.409e-03, eta: 5:28:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.5762, loss: 0.5762 2023-12-30 15:54:15,864 - pyskl - INFO - Epoch [108][400/1970] lr: 9.388e-03, eta: 5:28:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9809, loss_cls: 0.5931, loss: 0.5931 2023-12-30 15:54:39,008 - pyskl - INFO - Epoch [108][500/1970] lr: 9.368e-03, eta: 5:28:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.5823, loss: 0.5823 2023-12-30 15:55:02,133 - pyskl - INFO - Epoch [108][600/1970] lr: 9.347e-03, eta: 5:27:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.6038, loss: 0.6038 2023-12-30 15:55:25,257 - pyskl - INFO - Epoch [108][700/1970] lr: 9.326e-03, eta: 5:27:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8559, top5_acc: 0.9791, loss_cls: 0.6172, loss: 0.6172 2023-12-30 15:55:48,369 - pyskl - INFO - Epoch [108][800/1970] lr: 9.305e-03, eta: 5:26:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8628, top5_acc: 0.9762, loss_cls: 0.6265, loss: 0.6265 2023-12-30 15:56:11,529 - pyskl - INFO - Epoch [108][900/1970] lr: 9.285e-03, eta: 5:26:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9803, loss_cls: 0.6049, loss: 0.6049 2023-12-30 15:56:34,626 - pyskl - INFO - Epoch [108][1000/1970] lr: 9.264e-03, eta: 5:26:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9791, loss_cls: 0.5918, loss: 0.5918 2023-12-30 15:56:57,692 - pyskl - INFO - Epoch [108][1100/1970] lr: 9.243e-03, eta: 5:25:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9734, loss_cls: 0.6109, loss: 0.6109 2023-12-30 15:57:20,796 - pyskl - INFO - Epoch [108][1200/1970] lr: 9.223e-03, eta: 5:25:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8734, top5_acc: 0.9803, loss_cls: 0.5494, loss: 0.5494 2023-12-30 15:57:43,912 - pyskl - INFO - Epoch [108][1300/1970] lr: 9.202e-03, eta: 5:24:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8628, top5_acc: 0.9759, loss_cls: 0.6120, loss: 0.6120 2023-12-30 15:58:07,017 - pyskl - INFO - Epoch [108][1400/1970] lr: 9.182e-03, eta: 5:24:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.6048, loss: 0.6048 2023-12-30 15:58:30,136 - pyskl - INFO - Epoch [108][1500/1970] lr: 9.161e-03, eta: 5:24:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 0.6187, loss: 0.6187 2023-12-30 15:58:53,236 - pyskl - INFO - Epoch [108][1600/1970] lr: 9.141e-03, eta: 5:23:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9744, loss_cls: 0.6257, loss: 0.6257 2023-12-30 15:59:16,330 - pyskl - INFO - Epoch [108][1700/1970] lr: 9.120e-03, eta: 5:23:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8603, top5_acc: 0.9806, loss_cls: 0.6229, loss: 0.6229 2023-12-30 15:59:39,439 - pyskl - INFO - Epoch [108][1800/1970] lr: 9.099e-03, eta: 5:22:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8628, top5_acc: 0.9809, loss_cls: 0.6244, loss: 0.6244 2023-12-30 16:00:02,562 - pyskl - INFO - Epoch [108][1900/1970] lr: 9.079e-03, eta: 5:22:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9753, loss_cls: 0.6281, loss: 0.6281 2023-12-30 16:00:19,132 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-30 16:02:20,682 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:02:21,165 - pyskl - INFO - top1_acc 0.7601 top5_acc 0.9477 2023-12-30 16:02:21,184 - pyskl - INFO - Epoch(val) [108][1592] top1_acc: 0.7601, top5_acc: 0.9477 2023-12-30 16:03:05,792 - pyskl - INFO - Epoch [109][100/1970] lr: 9.044e-03, eta: 5:21:57, time: 0.446, data_time: 0.215, memory: 6499, top1_acc: 0.8891, top5_acc: 0.9834, loss_cls: 0.5191, loss: 0.5191 2023-12-30 16:03:28,825 - pyskl - INFO - Epoch [109][200/1970] lr: 9.024e-03, eta: 5:21:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.5486, loss: 0.5486 2023-12-30 16:03:51,786 - pyskl - INFO - Epoch [109][300/1970] lr: 9.003e-03, eta: 5:21:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.5579, loss: 0.5579 2023-12-30 16:04:14,754 - pyskl - INFO - Epoch [109][400/1970] lr: 8.983e-03, eta: 5:20:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8578, top5_acc: 0.9778, loss_cls: 0.6023, loss: 0.6023 2023-12-30 16:04:37,777 - pyskl - INFO - Epoch [109][500/1970] lr: 8.962e-03, eta: 5:20:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 0.5892, loss: 0.5892 2023-12-30 16:05:00,885 - pyskl - INFO - Epoch [109][600/1970] lr: 8.942e-03, eta: 5:19:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8772, top5_acc: 0.9788, loss_cls: 0.5696, loss: 0.5696 2023-12-30 16:05:24,004 - pyskl - INFO - Epoch [109][700/1970] lr: 8.922e-03, eta: 5:19:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8766, top5_acc: 0.9800, loss_cls: 0.5848, loss: 0.5848 2023-12-30 16:05:47,016 - pyskl - INFO - Epoch [109][800/1970] lr: 8.901e-03, eta: 5:19:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 0.5870, loss: 0.5870 2023-12-30 16:06:09,992 - pyskl - INFO - Epoch [109][900/1970] lr: 8.881e-03, eta: 5:18:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.6379, loss: 0.6379 2023-12-30 16:06:32,985 - pyskl - INFO - Epoch [109][1000/1970] lr: 8.861e-03, eta: 5:18:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5867, loss: 0.5867 2023-12-30 16:06:56,071 - pyskl - INFO - Epoch [109][1100/1970] lr: 8.840e-03, eta: 5:18:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8653, top5_acc: 0.9775, loss_cls: 0.6153, loss: 0.6153 2023-12-30 16:07:19,199 - pyskl - INFO - Epoch [109][1200/1970] lr: 8.820e-03, eta: 5:17:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.5838, loss: 0.5838 2023-12-30 16:07:42,245 - pyskl - INFO - Epoch [109][1300/1970] lr: 8.800e-03, eta: 5:17:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8597, top5_acc: 0.9775, loss_cls: 0.6077, loss: 0.6077 2023-12-30 16:08:05,344 - pyskl - INFO - Epoch [109][1400/1970] lr: 8.780e-03, eta: 5:16:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8666, top5_acc: 0.9759, loss_cls: 0.6048, loss: 0.6048 2023-12-30 16:08:28,380 - pyskl - INFO - Epoch [109][1500/1970] lr: 8.759e-03, eta: 5:16:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9841, loss_cls: 0.5571, loss: 0.5571 2023-12-30 16:08:51,397 - pyskl - INFO - Epoch [109][1600/1970] lr: 8.739e-03, eta: 5:16:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 0.5875, loss: 0.5875 2023-12-30 16:09:14,422 - pyskl - INFO - Epoch [109][1700/1970] lr: 8.719e-03, eta: 5:15:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8591, top5_acc: 0.9788, loss_cls: 0.6033, loss: 0.6033 2023-12-30 16:09:37,477 - pyskl - INFO - Epoch [109][1800/1970] lr: 8.699e-03, eta: 5:15:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 0.6386, loss: 0.6386 2023-12-30 16:10:00,556 - pyskl - INFO - Epoch [109][1900/1970] lr: 8.679e-03, eta: 5:14:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8609, top5_acc: 0.9753, loss_cls: 0.6294, loss: 0.6294 2023-12-30 16:10:17,088 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-30 16:12:20,181 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:12:20,675 - pyskl - INFO - top1_acc 0.7810 top5_acc 0.9555 2023-12-30 16:12:20,696 - pyskl - INFO - Epoch(val) [109][1592] top1_acc: 0.7810, top5_acc: 0.9555 2023-12-30 16:13:06,200 - pyskl - INFO - Epoch [110][100/1970] lr: 8.645e-03, eta: 5:14:16, time: 0.455, data_time: 0.223, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.5245, loss: 0.5245 2023-12-30 16:13:29,332 - pyskl - INFO - Epoch [110][200/1970] lr: 8.624e-03, eta: 5:13:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8903, top5_acc: 0.9862, loss_cls: 0.5281, loss: 0.5281 2023-12-30 16:13:52,437 - pyskl - INFO - Epoch [110][300/1970] lr: 8.604e-03, eta: 5:13:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9828, loss_cls: 0.5710, loss: 0.5710 2023-12-30 16:14:15,549 - pyskl - INFO - Epoch [110][400/1970] lr: 8.584e-03, eta: 5:13:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8809, top5_acc: 0.9788, loss_cls: 0.5418, loss: 0.5418 2023-12-30 16:14:38,675 - pyskl - INFO - Epoch [110][500/1970] lr: 8.564e-03, eta: 5:12:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8734, top5_acc: 0.9819, loss_cls: 0.5571, loss: 0.5571 2023-12-30 16:15:01,801 - pyskl - INFO - Epoch [110][600/1970] lr: 8.544e-03, eta: 5:12:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8753, top5_acc: 0.9816, loss_cls: 0.5819, loss: 0.5819 2023-12-30 16:15:24,931 - pyskl - INFO - Epoch [110][700/1970] lr: 8.524e-03, eta: 5:11:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.5397, loss: 0.5397 2023-12-30 16:15:48,059 - pyskl - INFO - Epoch [110][800/1970] lr: 8.504e-03, eta: 5:11:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8766, top5_acc: 0.9816, loss_cls: 0.5727, loss: 0.5727 2023-12-30 16:16:11,161 - pyskl - INFO - Epoch [110][900/1970] lr: 8.484e-03, eta: 5:11:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8659, top5_acc: 0.9772, loss_cls: 0.5901, loss: 0.5901 2023-12-30 16:16:34,250 - pyskl - INFO - Epoch [110][1000/1970] lr: 8.464e-03, eta: 5:10:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9769, loss_cls: 0.5791, loss: 0.5791 2023-12-30 16:16:57,321 - pyskl - INFO - Epoch [110][1100/1970] lr: 8.444e-03, eta: 5:10:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.5988, loss: 0.5988 2023-12-30 16:17:20,408 - pyskl - INFO - Epoch [110][1200/1970] lr: 8.425e-03, eta: 5:09:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9847, loss_cls: 0.5542, loss: 0.5542 2023-12-30 16:17:43,530 - pyskl - INFO - Epoch [110][1300/1970] lr: 8.405e-03, eta: 5:09:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9816, loss_cls: 0.5858, loss: 0.5858 2023-12-30 16:18:06,654 - pyskl - INFO - Epoch [110][1400/1970] lr: 8.385e-03, eta: 5:09:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8678, top5_acc: 0.9769, loss_cls: 0.6079, loss: 0.6079 2023-12-30 16:18:29,816 - pyskl - INFO - Epoch [110][1500/1970] lr: 8.365e-03, eta: 5:08:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9753, loss_cls: 0.5935, loss: 0.5935 2023-12-30 16:18:52,868 - pyskl - INFO - Epoch [110][1600/1970] lr: 8.345e-03, eta: 5:08:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.5813, loss: 0.5813 2023-12-30 16:19:15,947 - pyskl - INFO - Epoch [110][1700/1970] lr: 8.325e-03, eta: 5:08:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8778, top5_acc: 0.9856, loss_cls: 0.5428, loss: 0.5428 2023-12-30 16:19:39,010 - pyskl - INFO - Epoch [110][1800/1970] lr: 8.306e-03, eta: 5:07:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8709, top5_acc: 0.9803, loss_cls: 0.5910, loss: 0.5910 2023-12-30 16:20:02,284 - pyskl - INFO - Epoch [110][1900/1970] lr: 8.286e-03, eta: 5:07:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 0.6087, loss: 0.6087 2023-12-30 16:20:19,074 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-30 16:22:21,068 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:22:21,709 - pyskl - INFO - top1_acc 0.7734 top5_acc 0.9504 2023-12-30 16:22:21,728 - pyskl - INFO - Epoch(val) [110][1592] top1_acc: 0.7734, top5_acc: 0.9504 2023-12-30 16:23:06,696 - pyskl - INFO - Epoch [111][100/1970] lr: 8.252e-03, eta: 5:06:36, time: 0.450, data_time: 0.216, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9841, loss_cls: 0.4893, loss: 0.4893 2023-12-30 16:23:29,754 - pyskl - INFO - Epoch [111][200/1970] lr: 8.232e-03, eta: 5:06:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9806, loss_cls: 0.5151, loss: 0.5151 2023-12-30 16:23:52,871 - pyskl - INFO - Epoch [111][300/1970] lr: 8.213e-03, eta: 5:05:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8878, top5_acc: 0.9822, loss_cls: 0.5219, loss: 0.5219 2023-12-30 16:24:15,992 - pyskl - INFO - Epoch [111][400/1970] lr: 8.193e-03, eta: 5:05:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9731, loss_cls: 0.6058, loss: 0.6058 2023-12-30 16:24:39,203 - pyskl - INFO - Epoch [111][500/1970] lr: 8.173e-03, eta: 5:05:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.5205, loss: 0.5205 2023-12-30 16:25:02,401 - pyskl - INFO - Epoch [111][600/1970] lr: 8.154e-03, eta: 5:04:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9791, loss_cls: 0.5701, loss: 0.5701 2023-12-30 16:25:25,580 - pyskl - INFO - Epoch [111][700/1970] lr: 8.134e-03, eta: 5:04:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.5675, loss: 0.5675 2023-12-30 16:25:48,709 - pyskl - INFO - Epoch [111][800/1970] lr: 8.115e-03, eta: 5:03:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8822, top5_acc: 0.9825, loss_cls: 0.5313, loss: 0.5313 2023-12-30 16:26:11,772 - pyskl - INFO - Epoch [111][900/1970] lr: 8.095e-03, eta: 5:03:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8791, top5_acc: 0.9831, loss_cls: 0.5520, loss: 0.5520 2023-12-30 16:26:34,829 - pyskl - INFO - Epoch [111][1000/1970] lr: 8.075e-03, eta: 5:03:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8728, top5_acc: 0.9825, loss_cls: 0.5650, loss: 0.5650 2023-12-30 16:26:57,874 - pyskl - INFO - Epoch [111][1100/1970] lr: 8.056e-03, eta: 5:02:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8703, top5_acc: 0.9769, loss_cls: 0.5808, loss: 0.5808 2023-12-30 16:27:20,957 - pyskl - INFO - Epoch [111][1200/1970] lr: 8.036e-03, eta: 5:02:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.5903, loss: 0.5903 2023-12-30 16:27:44,094 - pyskl - INFO - Epoch [111][1300/1970] lr: 8.017e-03, eta: 5:01:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8697, top5_acc: 0.9834, loss_cls: 0.5787, loss: 0.5787 2023-12-30 16:28:07,148 - pyskl - INFO - Epoch [111][1400/1970] lr: 7.997e-03, eta: 5:01:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9816, loss_cls: 0.5681, loss: 0.5681 2023-12-30 16:28:30,175 - pyskl - INFO - Epoch [111][1500/1970] lr: 7.978e-03, eta: 5:01:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8716, top5_acc: 0.9778, loss_cls: 0.5915, loss: 0.5915 2023-12-30 16:28:53,171 - pyskl - INFO - Epoch [111][1600/1970] lr: 7.958e-03, eta: 5:00:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8672, top5_acc: 0.9803, loss_cls: 0.5825, loss: 0.5825 2023-12-30 16:29:16,206 - pyskl - INFO - Epoch [111][1700/1970] lr: 7.939e-03, eta: 5:00:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9834, loss_cls: 0.5653, loss: 0.5653 2023-12-30 16:29:39,235 - pyskl - INFO - Epoch [111][1800/1970] lr: 7.919e-03, eta: 4:59:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8709, top5_acc: 0.9816, loss_cls: 0.5700, loss: 0.5700 2023-12-30 16:30:02,259 - pyskl - INFO - Epoch [111][1900/1970] lr: 7.900e-03, eta: 4:59:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8722, top5_acc: 0.9800, loss_cls: 0.5846, loss: 0.5846 2023-12-30 16:30:18,823 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-30 16:32:21,028 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:32:21,516 - pyskl - INFO - top1_acc 0.7887 top5_acc 0.9578 2023-12-30 16:32:21,520 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_106.pth was removed 2023-12-30 16:32:21,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2023-12-30 16:32:21,651 - pyskl - INFO - Best top1_acc is 0.7887 at 111 epoch. 2023-12-30 16:32:21,671 - pyskl - INFO - Epoch(val) [111][1592] top1_acc: 0.7887, top5_acc: 0.9578 2023-12-30 16:33:06,768 - pyskl - INFO - Epoch [112][100/1970] lr: 7.867e-03, eta: 4:58:56, time: 0.451, data_time: 0.219, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 0.5205, loss: 0.5205 2023-12-30 16:33:29,971 - pyskl - INFO - Epoch [112][200/1970] lr: 7.848e-03, eta: 4:58:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4919, loss: 0.4919 2023-12-30 16:33:53,168 - pyskl - INFO - Epoch [112][300/1970] lr: 7.828e-03, eta: 4:58:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8791, top5_acc: 0.9816, loss_cls: 0.5382, loss: 0.5382 2023-12-30 16:34:16,272 - pyskl - INFO - Epoch [112][400/1970] lr: 7.809e-03, eta: 4:57:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.5707, loss: 0.5707 2023-12-30 16:34:39,448 - pyskl - INFO - Epoch [112][500/1970] lr: 7.790e-03, eta: 4:57:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8784, top5_acc: 0.9850, loss_cls: 0.5387, loss: 0.5387 2023-12-30 16:35:02,577 - pyskl - INFO - Epoch [112][600/1970] lr: 7.771e-03, eta: 4:56:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8884, top5_acc: 0.9834, loss_cls: 0.5286, loss: 0.5286 2023-12-30 16:35:25,659 - pyskl - INFO - Epoch [112][700/1970] lr: 7.751e-03, eta: 4:56:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.5633, loss: 0.5633 2023-12-30 16:35:48,766 - pyskl - INFO - Epoch [112][800/1970] lr: 7.732e-03, eta: 4:56:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5726, loss: 0.5726 2023-12-30 16:36:12,119 - pyskl - INFO - Epoch [112][900/1970] lr: 7.713e-03, eta: 4:55:48, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8766, top5_acc: 0.9841, loss_cls: 0.5491, loss: 0.5491 2023-12-30 16:36:35,307 - pyskl - INFO - Epoch [112][1000/1970] lr: 7.694e-03, eta: 4:55:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.5409, loss: 0.5409 2023-12-30 16:36:58,486 - pyskl - INFO - Epoch [112][1100/1970] lr: 7.675e-03, eta: 4:55:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8822, top5_acc: 0.9806, loss_cls: 0.5423, loss: 0.5423 2023-12-30 16:37:21,658 - pyskl - INFO - Epoch [112][1200/1970] lr: 7.655e-03, eta: 4:54:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8809, top5_acc: 0.9831, loss_cls: 0.5361, loss: 0.5361 2023-12-30 16:37:44,836 - pyskl - INFO - Epoch [112][1300/1970] lr: 7.636e-03, eta: 4:54:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 0.5313, loss: 0.5313 2023-12-30 16:38:07,980 - pyskl - INFO - Epoch [112][1400/1970] lr: 7.617e-03, eta: 4:53:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.5376, loss: 0.5376 2023-12-30 16:38:31,156 - pyskl - INFO - Epoch [112][1500/1970] lr: 7.598e-03, eta: 4:53:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8803, top5_acc: 0.9800, loss_cls: 0.5690, loss: 0.5690 2023-12-30 16:38:54,389 - pyskl - INFO - Epoch [112][1600/1970] lr: 7.579e-03, eta: 4:53:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9822, loss_cls: 0.5515, loss: 0.5515 2023-12-30 16:39:17,525 - pyskl - INFO - Epoch [112][1700/1970] lr: 7.560e-03, eta: 4:52:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8659, top5_acc: 0.9728, loss_cls: 0.6132, loss: 0.6132 2023-12-30 16:39:40,708 - pyskl - INFO - Epoch [112][1800/1970] lr: 7.541e-03, eta: 4:52:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8803, top5_acc: 0.9812, loss_cls: 0.5371, loss: 0.5371 2023-12-30 16:40:03,972 - pyskl - INFO - Epoch [112][1900/1970] lr: 7.522e-03, eta: 4:51:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9766, loss_cls: 0.5770, loss: 0.5770 2023-12-30 16:40:20,626 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-30 16:42:23,952 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:42:24,436 - pyskl - INFO - top1_acc 0.7845 top5_acc 0.9559 2023-12-30 16:42:24,455 - pyskl - INFO - Epoch(val) [112][1592] top1_acc: 0.7845, top5_acc: 0.9559 2023-12-30 16:43:09,565 - pyskl - INFO - Epoch [113][100/1970] lr: 7.490e-03, eta: 4:51:16, time: 0.451, data_time: 0.220, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9806, loss_cls: 0.4782, loss: 0.4782 2023-12-30 16:43:32,762 - pyskl - INFO - Epoch [113][200/1970] lr: 7.471e-03, eta: 4:50:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8909, top5_acc: 0.9878, loss_cls: 0.4764, loss: 0.4764 2023-12-30 16:43:55,895 - pyskl - INFO - Epoch [113][300/1970] lr: 7.452e-03, eta: 4:50:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9047, top5_acc: 0.9853, loss_cls: 0.4745, loss: 0.4745 2023-12-30 16:44:19,046 - pyskl - INFO - Epoch [113][400/1970] lr: 7.433e-03, eta: 4:50:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8878, top5_acc: 0.9828, loss_cls: 0.5176, loss: 0.5176 2023-12-30 16:44:42,282 - pyskl - INFO - Epoch [113][500/1970] lr: 7.414e-03, eta: 4:49:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9800, loss_cls: 0.5345, loss: 0.5345 2023-12-30 16:45:05,447 - pyskl - INFO - Epoch [113][600/1970] lr: 7.395e-03, eta: 4:49:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8828, top5_acc: 0.9788, loss_cls: 0.5522, loss: 0.5522 2023-12-30 16:45:28,614 - pyskl - INFO - Epoch [113][700/1970] lr: 7.376e-03, eta: 4:48:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.5579, loss: 0.5579 2023-12-30 16:45:51,786 - pyskl - INFO - Epoch [113][800/1970] lr: 7.357e-03, eta: 4:48:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.5310, loss: 0.5310 2023-12-30 16:46:14,936 - pyskl - INFO - Epoch [113][900/1970] lr: 7.339e-03, eta: 4:48:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9847, loss_cls: 0.4919, loss: 0.4919 2023-12-30 16:46:38,185 - pyskl - INFO - Epoch [113][1000/1970] lr: 7.320e-03, eta: 4:47:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.5299, loss: 0.5299 2023-12-30 16:47:01,345 - pyskl - INFO - Epoch [113][1100/1970] lr: 7.301e-03, eta: 4:47:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8791, top5_acc: 0.9850, loss_cls: 0.5458, loss: 0.5458 2023-12-30 16:47:24,470 - pyskl - INFO - Epoch [113][1200/1970] lr: 7.282e-03, eta: 4:46:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8847, top5_acc: 0.9822, loss_cls: 0.5329, loss: 0.5329 2023-12-30 16:47:47,758 - pyskl - INFO - Epoch [113][1300/1970] lr: 7.263e-03, eta: 4:46:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.5331, loss: 0.5331 2023-12-30 16:48:11,073 - pyskl - INFO - Epoch [113][1400/1970] lr: 7.245e-03, eta: 4:46:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8809, top5_acc: 0.9806, loss_cls: 0.5444, loss: 0.5444 2023-12-30 16:48:34,175 - pyskl - INFO - Epoch [113][1500/1970] lr: 7.226e-03, eta: 4:45:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8691, top5_acc: 0.9809, loss_cls: 0.5888, loss: 0.5888 2023-12-30 16:48:57,275 - pyskl - INFO - Epoch [113][1600/1970] lr: 7.207e-03, eta: 4:45:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.5533, loss: 0.5533 2023-12-30 16:49:20,386 - pyskl - INFO - Epoch [113][1700/1970] lr: 7.189e-03, eta: 4:45:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8759, top5_acc: 0.9844, loss_cls: 0.5582, loss: 0.5582 2023-12-30 16:49:43,534 - pyskl - INFO - Epoch [113][1800/1970] lr: 7.170e-03, eta: 4:44:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8841, top5_acc: 0.9850, loss_cls: 0.5421, loss: 0.5421 2023-12-30 16:50:06,691 - pyskl - INFO - Epoch [113][1900/1970] lr: 7.151e-03, eta: 4:44:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8784, top5_acc: 0.9769, loss_cls: 0.5729, loss: 0.5729 2023-12-30 16:50:23,338 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-30 16:52:24,718 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 16:52:25,205 - pyskl - INFO - top1_acc 0.7858 top5_acc 0.9569 2023-12-30 16:52:25,224 - pyskl - INFO - Epoch(val) [113][1592] top1_acc: 0.7858, top5_acc: 0.9569 2023-12-30 16:53:10,479 - pyskl - INFO - Epoch [114][100/1970] lr: 7.120e-03, eta: 4:43:36, time: 0.452, data_time: 0.221, memory: 6499, top1_acc: 0.8991, top5_acc: 0.9866, loss_cls: 0.4608, loss: 0.4608 2023-12-30 16:53:33,666 - pyskl - INFO - Epoch [114][200/1970] lr: 7.101e-03, eta: 4:43:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.5336, loss: 0.5336 2023-12-30 16:53:56,754 - pyskl - INFO - Epoch [114][300/1970] lr: 7.083e-03, eta: 4:42:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9028, top5_acc: 0.9862, loss_cls: 0.4690, loss: 0.4690 2023-12-30 16:54:19,801 - pyskl - INFO - Epoch [114][400/1970] lr: 7.064e-03, eta: 4:42:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4622, loss: 0.4622 2023-12-30 16:54:42,879 - pyskl - INFO - Epoch [114][500/1970] lr: 7.046e-03, eta: 4:42:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9853, loss_cls: 0.4880, loss: 0.4880 2023-12-30 16:55:05,970 - pyskl - INFO - Epoch [114][600/1970] lr: 7.027e-03, eta: 4:41:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8916, top5_acc: 0.9822, loss_cls: 0.5174, loss: 0.5174 2023-12-30 16:55:29,035 - pyskl - INFO - Epoch [114][700/1970] lr: 7.009e-03, eta: 4:41:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 0.5038, loss: 0.5038 2023-12-30 16:55:52,132 - pyskl - INFO - Epoch [114][800/1970] lr: 6.990e-03, eta: 4:40:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9809, loss_cls: 0.5267, loss: 0.5267 2023-12-30 16:56:15,208 - pyskl - INFO - Epoch [114][900/1970] lr: 6.972e-03, eta: 4:40:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.5236, loss: 0.5236 2023-12-30 16:56:38,338 - pyskl - INFO - Epoch [114][1000/1970] lr: 6.953e-03, eta: 4:40:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9878, loss_cls: 0.5096, loss: 0.5096 2023-12-30 16:57:01,497 - pyskl - INFO - Epoch [114][1100/1970] lr: 6.935e-03, eta: 4:39:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9853, loss_cls: 0.5422, loss: 0.5422 2023-12-30 16:57:24,709 - pyskl - INFO - Epoch [114][1200/1970] lr: 6.917e-03, eta: 4:39:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8959, top5_acc: 0.9872, loss_cls: 0.4992, loss: 0.4992 2023-12-30 16:57:47,949 - pyskl - INFO - Epoch [114][1300/1970] lr: 6.898e-03, eta: 4:38:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9825, loss_cls: 0.5170, loss: 0.5170 2023-12-30 16:58:11,225 - pyskl - INFO - Epoch [114][1400/1970] lr: 6.880e-03, eta: 4:38:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.5339, loss: 0.5339 2023-12-30 16:58:34,485 - pyskl - INFO - Epoch [114][1500/1970] lr: 6.862e-03, eta: 4:38:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9822, loss_cls: 0.5402, loss: 0.5402 2023-12-30 16:58:57,660 - pyskl - INFO - Epoch [114][1600/1970] lr: 6.843e-03, eta: 4:37:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.4834, loss: 0.4834 2023-12-30 16:59:20,810 - pyskl - INFO - Epoch [114][1700/1970] lr: 6.825e-03, eta: 4:37:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9822, loss_cls: 0.5295, loss: 0.5295 2023-12-30 16:59:43,942 - pyskl - INFO - Epoch [114][1800/1970] lr: 6.807e-03, eta: 4:36:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.5383, loss: 0.5383 2023-12-30 17:00:07,056 - pyskl - INFO - Epoch [114][1900/1970] lr: 6.789e-03, eta: 4:36:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.5405, loss: 0.5405 2023-12-30 17:00:23,627 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-30 17:02:26,701 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:02:27,198 - pyskl - INFO - top1_acc 0.7901 top5_acc 0.9616 2023-12-30 17:02:27,202 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_111.pth was removed 2023-12-30 17:02:27,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. 2023-12-30 17:02:27,330 - pyskl - INFO - Best top1_acc is 0.7901 at 114 epoch. 2023-12-30 17:02:27,353 - pyskl - INFO - Epoch(val) [114][1592] top1_acc: 0.7901, top5_acc: 0.9616 2023-12-30 17:03:12,271 - pyskl - INFO - Epoch [115][100/1970] lr: 6.758e-03, eta: 4:35:56, time: 0.449, data_time: 0.218, memory: 6499, top1_acc: 0.8941, top5_acc: 0.9844, loss_cls: 0.5043, loss: 0.5043 2023-12-30 17:03:35,331 - pyskl - INFO - Epoch [115][200/1970] lr: 6.740e-03, eta: 4:35:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8997, top5_acc: 0.9819, loss_cls: 0.4857, loss: 0.4857 2023-12-30 17:03:58,472 - pyskl - INFO - Epoch [115][300/1970] lr: 6.721e-03, eta: 4:35:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8947, top5_acc: 0.9812, loss_cls: 0.4860, loss: 0.4860 2023-12-30 17:04:21,477 - pyskl - INFO - Epoch [115][400/1970] lr: 6.703e-03, eta: 4:34:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9866, loss_cls: 0.4924, loss: 0.4924 2023-12-30 17:04:44,533 - pyskl - INFO - Epoch [115][500/1970] lr: 6.685e-03, eta: 4:34:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.4906, loss: 0.4906 2023-12-30 17:05:07,708 - pyskl - INFO - Epoch [115][600/1970] lr: 6.667e-03, eta: 4:33:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9034, top5_acc: 0.9888, loss_cls: 0.4630, loss: 0.4630 2023-12-30 17:05:30,870 - pyskl - INFO - Epoch [115][700/1970] lr: 6.649e-03, eta: 4:33:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8997, top5_acc: 0.9869, loss_cls: 0.4651, loss: 0.4651 2023-12-30 17:05:54,011 - pyskl - INFO - Epoch [115][800/1970] lr: 6.631e-03, eta: 4:33:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.4964, loss: 0.4964 2023-12-30 17:06:17,130 - pyskl - INFO - Epoch [115][900/1970] lr: 6.613e-03, eta: 4:32:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8897, top5_acc: 0.9784, loss_cls: 0.5230, loss: 0.5230 2023-12-30 17:06:40,189 - pyskl - INFO - Epoch [115][1000/1970] lr: 6.595e-03, eta: 4:32:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9841, loss_cls: 0.5124, loss: 0.5124 2023-12-30 17:07:03,236 - pyskl - INFO - Epoch [115][1100/1970] lr: 6.577e-03, eta: 4:32:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9028, top5_acc: 0.9847, loss_cls: 0.4874, loss: 0.4874 2023-12-30 17:07:26,344 - pyskl - INFO - Epoch [115][1200/1970] lr: 6.559e-03, eta: 4:31:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8941, top5_acc: 0.9850, loss_cls: 0.4989, loss: 0.4989 2023-12-30 17:07:49,451 - pyskl - INFO - Epoch [115][1300/1970] lr: 6.541e-03, eta: 4:31:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8922, top5_acc: 0.9841, loss_cls: 0.5232, loss: 0.5232 2023-12-30 17:08:12,690 - pyskl - INFO - Epoch [115][1400/1970] lr: 6.523e-03, eta: 4:30:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.4980, loss: 0.4980 2023-12-30 17:08:35,771 - pyskl - INFO - Epoch [115][1500/1970] lr: 6.505e-03, eta: 4:30:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8891, top5_acc: 0.9856, loss_cls: 0.4961, loss: 0.4961 2023-12-30 17:08:58,822 - pyskl - INFO - Epoch [115][1600/1970] lr: 6.488e-03, eta: 4:30:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8884, top5_acc: 0.9853, loss_cls: 0.5063, loss: 0.5063 2023-12-30 17:09:21,824 - pyskl - INFO - Epoch [115][1700/1970] lr: 6.470e-03, eta: 4:29:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9891, loss_cls: 0.4755, loss: 0.4755 2023-12-30 17:09:44,814 - pyskl - INFO - Epoch [115][1800/1970] lr: 6.452e-03, eta: 4:29:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8978, top5_acc: 0.9859, loss_cls: 0.4908, loss: 0.4908 2023-12-30 17:10:07,872 - pyskl - INFO - Epoch [115][1900/1970] lr: 6.434e-03, eta: 4:28:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9834, loss_cls: 0.5253, loss: 0.5253 2023-12-30 17:10:24,500 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-30 17:12:25,913 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:12:26,445 - pyskl - INFO - top1_acc 0.7801 top5_acc 0.9540 2023-12-30 17:12:26,464 - pyskl - INFO - Epoch(val) [115][1592] top1_acc: 0.7801, top5_acc: 0.9540 2023-12-30 17:13:12,184 - pyskl - INFO - Epoch [116][100/1970] lr: 6.404e-03, eta: 4:28:15, time: 0.457, data_time: 0.223, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9834, loss_cls: 0.4841, loss: 0.4841 2023-12-30 17:13:35,389 - pyskl - INFO - Epoch [116][200/1970] lr: 6.386e-03, eta: 4:27:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9872, loss_cls: 0.4644, loss: 0.4644 2023-12-30 17:13:58,619 - pyskl - INFO - Epoch [116][300/1970] lr: 6.368e-03, eta: 4:27:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9091, top5_acc: 0.9891, loss_cls: 0.4411, loss: 0.4411 2023-12-30 17:14:21,869 - pyskl - INFO - Epoch [116][400/1970] lr: 6.351e-03, eta: 4:27:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9009, top5_acc: 0.9834, loss_cls: 0.4827, loss: 0.4827 2023-12-30 17:14:45,054 - pyskl - INFO - Epoch [116][500/1970] lr: 6.333e-03, eta: 4:26:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9866, loss_cls: 0.5127, loss: 0.5127 2023-12-30 17:15:08,193 - pyskl - INFO - Epoch [116][600/1970] lr: 6.315e-03, eta: 4:26:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9859, loss_cls: 0.4831, loss: 0.4831 2023-12-30 17:15:31,302 - pyskl - INFO - Epoch [116][700/1970] lr: 6.298e-03, eta: 4:25:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8997, top5_acc: 0.9841, loss_cls: 0.4737, loss: 0.4737 2023-12-30 17:15:54,510 - pyskl - INFO - Epoch [116][800/1970] lr: 6.280e-03, eta: 4:25:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9884, loss_cls: 0.4955, loss: 0.4955 2023-12-30 17:16:17,737 - pyskl - INFO - Epoch [116][900/1970] lr: 6.262e-03, eta: 4:25:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9009, top5_acc: 0.9891, loss_cls: 0.4645, loss: 0.4645 2023-12-30 17:16:41,052 - pyskl - INFO - Epoch [116][1000/1970] lr: 6.245e-03, eta: 4:24:44, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8884, top5_acc: 0.9809, loss_cls: 0.5241, loss: 0.5241 2023-12-30 17:17:04,284 - pyskl - INFO - Epoch [116][1100/1970] lr: 6.227e-03, eta: 4:24:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 0.4946, loss: 0.4946 2023-12-30 17:17:27,443 - pyskl - INFO - Epoch [116][1200/1970] lr: 6.210e-03, eta: 4:23:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8853, top5_acc: 0.9831, loss_cls: 0.5166, loss: 0.5166 2023-12-30 17:17:50,614 - pyskl - INFO - Epoch [116][1300/1970] lr: 6.192e-03, eta: 4:23:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8897, top5_acc: 0.9834, loss_cls: 0.5133, loss: 0.5133 2023-12-30 17:18:13,675 - pyskl - INFO - Epoch [116][1400/1970] lr: 6.175e-03, eta: 4:23:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5110, loss: 0.5110 2023-12-30 17:18:36,736 - pyskl - INFO - Epoch [116][1500/1970] lr: 6.157e-03, eta: 4:22:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8872, top5_acc: 0.9869, loss_cls: 0.5032, loss: 0.5032 2023-12-30 17:18:59,833 - pyskl - INFO - Epoch [116][1600/1970] lr: 6.140e-03, eta: 4:22:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9841, loss_cls: 0.4864, loss: 0.4864 2023-12-30 17:19:22,888 - pyskl - INFO - Epoch [116][1700/1970] lr: 6.122e-03, eta: 4:22:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9059, top5_acc: 0.9869, loss_cls: 0.4530, loss: 0.4530 2023-12-30 17:19:46,054 - pyskl - INFO - Epoch [116][1800/1970] lr: 6.105e-03, eta: 4:21:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8778, top5_acc: 0.9828, loss_cls: 0.5399, loss: 0.5399 2023-12-30 17:20:09,135 - pyskl - INFO - Epoch [116][1900/1970] lr: 6.087e-03, eta: 4:21:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9853, loss_cls: 0.4851, loss: 0.4851 2023-12-30 17:20:25,738 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-30 17:22:28,405 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:22:28,899 - pyskl - INFO - top1_acc 0.7871 top5_acc 0.9570 2023-12-30 17:22:28,917 - pyskl - INFO - Epoch(val) [116][1592] top1_acc: 0.7871, top5_acc: 0.9570 2023-12-30 17:23:13,795 - pyskl - INFO - Epoch [117][100/1970] lr: 6.058e-03, eta: 4:20:35, time: 0.449, data_time: 0.217, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9891, loss_cls: 0.4590, loss: 0.4590 2023-12-30 17:23:36,898 - pyskl - INFO - Epoch [117][200/1970] lr: 6.041e-03, eta: 4:20:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9003, top5_acc: 0.9866, loss_cls: 0.4699, loss: 0.4699 2023-12-30 17:24:00,008 - pyskl - INFO - Epoch [117][300/1970] lr: 6.023e-03, eta: 4:19:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9897, loss_cls: 0.4341, loss: 0.4341 2023-12-30 17:24:23,096 - pyskl - INFO - Epoch [117][400/1970] lr: 6.006e-03, eta: 4:19:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 0.4681, loss: 0.4681 2023-12-30 17:24:46,139 - pyskl - INFO - Epoch [117][500/1970] lr: 5.989e-03, eta: 4:19:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9016, top5_acc: 0.9881, loss_cls: 0.4596, loss: 0.4596 2023-12-30 17:25:09,177 - pyskl - INFO - Epoch [117][600/1970] lr: 5.971e-03, eta: 4:18:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9003, top5_acc: 0.9825, loss_cls: 0.4852, loss: 0.4852 2023-12-30 17:25:32,360 - pyskl - INFO - Epoch [117][700/1970] lr: 5.954e-03, eta: 4:18:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.4500, loss: 0.4500 2023-12-30 17:25:55,687 - pyskl - INFO - Epoch [117][800/1970] lr: 5.937e-03, eta: 4:17:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8984, top5_acc: 0.9844, loss_cls: 0.4913, loss: 0.4913 2023-12-30 17:26:18,957 - pyskl - INFO - Epoch [117][900/1970] lr: 5.920e-03, eta: 4:17:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.4489, loss: 0.4489 2023-12-30 17:26:42,137 - pyskl - INFO - Epoch [117][1000/1970] lr: 5.903e-03, eta: 4:17:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9072, top5_acc: 0.9900, loss_cls: 0.4491, loss: 0.4491 2023-12-30 17:27:05,321 - pyskl - INFO - Epoch [117][1100/1970] lr: 5.886e-03, eta: 4:16:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9034, top5_acc: 0.9853, loss_cls: 0.4694, loss: 0.4694 2023-12-30 17:27:28,714 - pyskl - INFO - Epoch [117][1200/1970] lr: 5.868e-03, eta: 4:16:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8997, top5_acc: 0.9884, loss_cls: 0.4601, loss: 0.4601 2023-12-30 17:27:52,128 - pyskl - INFO - Epoch [117][1300/1970] lr: 5.851e-03, eta: 4:15:54, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8972, top5_acc: 0.9856, loss_cls: 0.4778, loss: 0.4778 2023-12-30 17:28:15,230 - pyskl - INFO - Epoch [117][1400/1970] lr: 5.834e-03, eta: 4:15:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9022, top5_acc: 0.9869, loss_cls: 0.4515, loss: 0.4515 2023-12-30 17:28:38,305 - pyskl - INFO - Epoch [117][1500/1970] lr: 5.817e-03, eta: 4:15:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9866, loss_cls: 0.4616, loss: 0.4616 2023-12-30 17:29:01,426 - pyskl - INFO - Epoch [117][1600/1970] lr: 5.800e-03, eta: 4:14:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9847, loss_cls: 0.4827, loss: 0.4827 2023-12-30 17:29:24,617 - pyskl - INFO - Epoch [117][1700/1970] lr: 5.783e-03, eta: 4:14:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9003, top5_acc: 0.9853, loss_cls: 0.4831, loss: 0.4831 2023-12-30 17:29:47,832 - pyskl - INFO - Epoch [117][1800/1970] lr: 5.766e-03, eta: 4:13:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9016, top5_acc: 0.9884, loss_cls: 0.4523, loss: 0.4523 2023-12-30 17:30:11,065 - pyskl - INFO - Epoch [117][1900/1970] lr: 5.749e-03, eta: 4:13:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9803, loss_cls: 0.4966, loss: 0.4966 2023-12-30 17:30:27,748 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-30 17:32:29,253 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:32:29,731 - pyskl - INFO - top1_acc 0.8024 top5_acc 0.9620 2023-12-30 17:32:29,735 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_114.pth was removed 2023-12-30 17:32:29,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2023-12-30 17:32:29,858 - pyskl - INFO - Best top1_acc is 0.8024 at 117 epoch. 2023-12-30 17:32:29,876 - pyskl - INFO - Epoch(val) [117][1592] top1_acc: 0.8024, top5_acc: 0.9620 2023-12-30 17:33:15,170 - pyskl - INFO - Epoch [118][100/1970] lr: 5.720e-03, eta: 4:12:55, time: 0.453, data_time: 0.222, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4235, loss: 0.4235 2023-12-30 17:33:38,390 - pyskl - INFO - Epoch [118][200/1970] lr: 5.703e-03, eta: 4:12:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9047, top5_acc: 0.9903, loss_cls: 0.4301, loss: 0.4301 2023-12-30 17:34:01,525 - pyskl - INFO - Epoch [118][300/1970] lr: 5.687e-03, eta: 4:12:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9041, top5_acc: 0.9881, loss_cls: 0.4436, loss: 0.4436 2023-12-30 17:34:24,717 - pyskl - INFO - Epoch [118][400/1970] lr: 5.670e-03, eta: 4:11:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9078, top5_acc: 0.9850, loss_cls: 0.4510, loss: 0.4510 2023-12-30 17:34:48,042 - pyskl - INFO - Epoch [118][500/1970] lr: 5.653e-03, eta: 4:11:21, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9078, top5_acc: 0.9875, loss_cls: 0.4410, loss: 0.4410 2023-12-30 17:35:11,150 - pyskl - INFO - Epoch [118][600/1970] lr: 5.636e-03, eta: 4:10:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9047, top5_acc: 0.9866, loss_cls: 0.4596, loss: 0.4596 2023-12-30 17:35:34,322 - pyskl - INFO - Epoch [118][700/1970] lr: 5.619e-03, eta: 4:10:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9856, loss_cls: 0.4465, loss: 0.4465 2023-12-30 17:35:57,455 - pyskl - INFO - Epoch [118][800/1970] lr: 5.603e-03, eta: 4:10:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.4376, loss: 0.4376 2023-12-30 17:36:20,554 - pyskl - INFO - Epoch [118][900/1970] lr: 5.586e-03, eta: 4:09:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9134, top5_acc: 0.9903, loss_cls: 0.4213, loss: 0.4213 2023-12-30 17:36:43,733 - pyskl - INFO - Epoch [118][1000/1970] lr: 5.569e-03, eta: 4:09:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.4488, loss: 0.4488 2023-12-30 17:37:06,816 - pyskl - INFO - Epoch [118][1100/1970] lr: 5.552e-03, eta: 4:09:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9844, loss_cls: 0.4691, loss: 0.4691 2023-12-30 17:37:29,937 - pyskl - INFO - Epoch [118][1200/1970] lr: 5.536e-03, eta: 4:08:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9891, loss_cls: 0.4752, loss: 0.4752 2023-12-30 17:37:53,073 - pyskl - INFO - Epoch [118][1300/1970] lr: 5.519e-03, eta: 4:08:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9853, loss_cls: 0.4674, loss: 0.4674 2023-12-30 17:38:16,218 - pyskl - INFO - Epoch [118][1400/1970] lr: 5.502e-03, eta: 4:07:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9034, top5_acc: 0.9866, loss_cls: 0.4425, loss: 0.4425 2023-12-30 17:38:39,580 - pyskl - INFO - Epoch [118][1500/1970] lr: 5.486e-03, eta: 4:07:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9834, loss_cls: 0.4658, loss: 0.4658 2023-12-30 17:39:02,724 - pyskl - INFO - Epoch [118][1600/1970] lr: 5.469e-03, eta: 4:07:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9016, top5_acc: 0.9853, loss_cls: 0.4622, loss: 0.4622 2023-12-30 17:39:25,876 - pyskl - INFO - Epoch [118][1700/1970] lr: 5.452e-03, eta: 4:06:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9853, loss_cls: 0.4624, loss: 0.4624 2023-12-30 17:39:48,984 - pyskl - INFO - Epoch [118][1800/1970] lr: 5.436e-03, eta: 4:06:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8884, top5_acc: 0.9884, loss_cls: 0.5007, loss: 0.5007 2023-12-30 17:40:12,143 - pyskl - INFO - Epoch [118][1900/1970] lr: 5.419e-03, eta: 4:05:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9084, top5_acc: 0.9866, loss_cls: 0.4541, loss: 0.4541 2023-12-30 17:40:28,787 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-30 17:42:31,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:42:32,395 - pyskl - INFO - top1_acc 0.7863 top5_acc 0.9563 2023-12-30 17:42:32,416 - pyskl - INFO - Epoch(val) [118][1592] top1_acc: 0.7863, top5_acc: 0.9563 2023-12-30 17:43:17,817 - pyskl - INFO - Epoch [119][100/1970] lr: 5.391e-03, eta: 4:05:15, time: 0.454, data_time: 0.222, memory: 6499, top1_acc: 0.9072, top5_acc: 0.9853, loss_cls: 0.4416, loss: 0.4416 2023-12-30 17:43:40,954 - pyskl - INFO - Epoch [119][200/1970] lr: 5.375e-03, eta: 4:04:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.4377, loss: 0.4377 2023-12-30 17:44:04,023 - pyskl - INFO - Epoch [119][300/1970] lr: 5.358e-03, eta: 4:04:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4141, loss: 0.4141 2023-12-30 17:44:27,094 - pyskl - INFO - Epoch [119][400/1970] lr: 5.342e-03, eta: 4:04:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9872, loss_cls: 0.4189, loss: 0.4189 2023-12-30 17:44:50,205 - pyskl - INFO - Epoch [119][500/1970] lr: 5.326e-03, eta: 4:03:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9866, loss_cls: 0.4173, loss: 0.4173 2023-12-30 17:45:13,347 - pyskl - INFO - Epoch [119][600/1970] lr: 5.309e-03, eta: 4:03:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9878, loss_cls: 0.4355, loss: 0.4355 2023-12-30 17:45:36,525 - pyskl - INFO - Epoch [119][700/1970] lr: 5.293e-03, eta: 4:02:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9128, top5_acc: 0.9903, loss_cls: 0.4193, loss: 0.4193 2023-12-30 17:45:59,685 - pyskl - INFO - Epoch [119][800/1970] lr: 5.276e-03, eta: 4:02:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 0.4398, loss: 0.4398 2023-12-30 17:46:22,930 - pyskl - INFO - Epoch [119][900/1970] lr: 5.260e-03, eta: 4:02:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9172, top5_acc: 0.9906, loss_cls: 0.4014, loss: 0.4014 2023-12-30 17:46:46,146 - pyskl - INFO - Epoch [119][1000/1970] lr: 5.244e-03, eta: 4:01:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9128, top5_acc: 0.9894, loss_cls: 0.4138, loss: 0.4138 2023-12-30 17:47:09,335 - pyskl - INFO - Epoch [119][1100/1970] lr: 5.228e-03, eta: 4:01:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9003, top5_acc: 0.9856, loss_cls: 0.4623, loss: 0.4623 2023-12-30 17:47:32,522 - pyskl - INFO - Epoch [119][1200/1970] lr: 5.211e-03, eta: 4:00:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8984, top5_acc: 0.9862, loss_cls: 0.4654, loss: 0.4654 2023-12-30 17:47:55,682 - pyskl - INFO - Epoch [119][1300/1970] lr: 5.195e-03, eta: 4:00:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.4338, loss: 0.4338 2023-12-30 17:48:18,890 - pyskl - INFO - Epoch [119][1400/1970] lr: 5.179e-03, eta: 4:00:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9134, top5_acc: 0.9869, loss_cls: 0.4105, loss: 0.4105 2023-12-30 17:48:42,107 - pyskl - INFO - Epoch [119][1500/1970] lr: 5.163e-03, eta: 3:59:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.4538, loss: 0.4538 2023-12-30 17:49:05,383 - pyskl - INFO - Epoch [119][1600/1970] lr: 5.147e-03, eta: 3:59:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8941, top5_acc: 0.9872, loss_cls: 0.4842, loss: 0.4842 2023-12-30 17:49:28,578 - pyskl - INFO - Epoch [119][1700/1970] lr: 5.130e-03, eta: 3:59:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9891, loss_cls: 0.4765, loss: 0.4765 2023-12-30 17:49:51,830 - pyskl - INFO - Epoch [119][1800/1970] lr: 5.114e-03, eta: 3:58:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9003, top5_acc: 0.9847, loss_cls: 0.4666, loss: 0.4666 2023-12-30 17:50:15,062 - pyskl - INFO - Epoch [119][1900/1970] lr: 5.098e-03, eta: 3:58:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9872, loss_cls: 0.4618, loss: 0.4618 2023-12-30 17:50:31,742 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-30 17:52:34,511 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 17:52:34,986 - pyskl - INFO - top1_acc 0.7986 top5_acc 0.9583 2023-12-30 17:52:35,004 - pyskl - INFO - Epoch(val) [119][1592] top1_acc: 0.7986, top5_acc: 0.9583 2023-12-30 17:53:20,379 - pyskl - INFO - Epoch [120][100/1970] lr: 5.071e-03, eta: 3:57:35, time: 0.454, data_time: 0.222, memory: 6499, top1_acc: 0.9184, top5_acc: 0.9916, loss_cls: 0.4007, loss: 0.4007 2023-12-30 17:53:43,560 - pyskl - INFO - Epoch [120][200/1970] lr: 5.055e-03, eta: 3:57:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3964, loss: 0.3964 2023-12-30 17:54:06,694 - pyskl - INFO - Epoch [120][300/1970] lr: 5.039e-03, eta: 3:56:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.3943, loss: 0.3943 2023-12-30 17:54:29,866 - pyskl - INFO - Epoch [120][400/1970] lr: 5.023e-03, eta: 3:56:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 0.4027, loss: 0.4027 2023-12-30 17:54:53,020 - pyskl - INFO - Epoch [120][500/1970] lr: 5.007e-03, eta: 3:56:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9266, top5_acc: 0.9916, loss_cls: 0.4019, loss: 0.4019 2023-12-30 17:55:16,166 - pyskl - INFO - Epoch [120][600/1970] lr: 4.991e-03, eta: 3:55:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9059, top5_acc: 0.9878, loss_cls: 0.4345, loss: 0.4345 2023-12-30 17:55:39,376 - pyskl - INFO - Epoch [120][700/1970] lr: 4.975e-03, eta: 3:55:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9153, top5_acc: 0.9875, loss_cls: 0.4182, loss: 0.4182 2023-12-30 17:56:02,771 - pyskl - INFO - Epoch [120][800/1970] lr: 4.959e-03, eta: 3:54:51, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9147, top5_acc: 0.9872, loss_cls: 0.4156, loss: 0.4156 2023-12-30 17:56:26,088 - pyskl - INFO - Epoch [120][900/1970] lr: 4.943e-03, eta: 3:54:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9159, top5_acc: 0.9900, loss_cls: 0.4090, loss: 0.4090 2023-12-30 17:56:49,246 - pyskl - INFO - Epoch [120][1000/1970] lr: 4.927e-03, eta: 3:54:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9850, loss_cls: 0.4383, loss: 0.4383 2023-12-30 17:57:12,536 - pyskl - INFO - Epoch [120][1100/1970] lr: 4.912e-03, eta: 3:53:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 0.4544, loss: 0.4544 2023-12-30 17:57:35,930 - pyskl - INFO - Epoch [120][1200/1970] lr: 4.896e-03, eta: 3:53:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9891, loss_cls: 0.4353, loss: 0.4353 2023-12-30 17:57:59,199 - pyskl - INFO - Epoch [120][1300/1970] lr: 4.880e-03, eta: 3:52:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8984, top5_acc: 0.9872, loss_cls: 0.4620, loss: 0.4620 2023-12-30 17:58:22,274 - pyskl - INFO - Epoch [120][1400/1970] lr: 4.864e-03, eta: 3:52:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 0.4347, loss: 0.4347 2023-12-30 17:58:45,472 - pyskl - INFO - Epoch [120][1500/1970] lr: 4.848e-03, eta: 3:52:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9853, loss_cls: 0.4524, loss: 0.4524 2023-12-30 17:59:08,722 - pyskl - INFO - Epoch [120][1600/1970] lr: 4.833e-03, eta: 3:51:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.4287, loss: 0.4287 2023-12-30 17:59:31,911 - pyskl - INFO - Epoch [120][1700/1970] lr: 4.817e-03, eta: 3:51:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9072, top5_acc: 0.9869, loss_cls: 0.4541, loss: 0.4541 2023-12-30 17:59:55,060 - pyskl - INFO - Epoch [120][1800/1970] lr: 4.801e-03, eta: 3:50:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4332, loss: 0.4332 2023-12-30 18:00:18,199 - pyskl - INFO - Epoch [120][1900/1970] lr: 4.786e-03, eta: 3:50:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9891, loss_cls: 0.4163, loss: 0.4163 2023-12-30 18:00:34,862 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-30 18:02:36,602 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:02:37,092 - pyskl - INFO - top1_acc 0.7979 top5_acc 0.9593 2023-12-30 18:02:37,114 - pyskl - INFO - Epoch(val) [120][1592] top1_acc: 0.7979, top5_acc: 0.9593 2023-12-30 18:03:22,044 - pyskl - INFO - Epoch [121][100/1970] lr: 4.759e-03, eta: 3:49:55, time: 0.449, data_time: 0.218, memory: 6499, top1_acc: 0.9184, top5_acc: 0.9900, loss_cls: 0.3998, loss: 0.3998 2023-12-30 18:03:45,181 - pyskl - INFO - Epoch [121][200/1970] lr: 4.744e-03, eta: 3:49:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 0.3726, loss: 0.3726 2023-12-30 18:04:08,290 - pyskl - INFO - Epoch [121][300/1970] lr: 4.728e-03, eta: 3:49:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9234, top5_acc: 0.9903, loss_cls: 0.3734, loss: 0.3734 2023-12-30 18:04:31,392 - pyskl - INFO - Epoch [121][400/1970] lr: 4.712e-03, eta: 3:48:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9891, loss_cls: 0.4014, loss: 0.4014 2023-12-30 18:04:54,634 - pyskl - INFO - Epoch [121][500/1970] lr: 4.697e-03, eta: 3:48:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9891, loss_cls: 0.4058, loss: 0.4058 2023-12-30 18:05:17,875 - pyskl - INFO - Epoch [121][600/1970] lr: 4.681e-03, eta: 3:47:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9159, top5_acc: 0.9884, loss_cls: 0.4162, loss: 0.4162 2023-12-30 18:05:41,021 - pyskl - INFO - Epoch [121][700/1970] lr: 4.666e-03, eta: 3:47:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4395, loss: 0.4395 2023-12-30 18:06:04,112 - pyskl - INFO - Epoch [121][800/1970] lr: 4.650e-03, eta: 3:47:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9903, loss_cls: 0.4087, loss: 0.4087 2023-12-30 18:06:27,264 - pyskl - INFO - Epoch [121][900/1970] lr: 4.635e-03, eta: 3:46:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9247, top5_acc: 0.9903, loss_cls: 0.3940, loss: 0.3940 2023-12-30 18:06:50,409 - pyskl - INFO - Epoch [121][1000/1970] lr: 4.620e-03, eta: 3:46:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9147, top5_acc: 0.9909, loss_cls: 0.3996, loss: 0.3996 2023-12-30 18:07:13,544 - pyskl - INFO - Epoch [121][1100/1970] lr: 4.604e-03, eta: 3:46:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9191, top5_acc: 0.9891, loss_cls: 0.4164, loss: 0.4164 2023-12-30 18:07:36,669 - pyskl - INFO - Epoch [121][1200/1970] lr: 4.589e-03, eta: 3:45:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.4069, loss: 0.4069 2023-12-30 18:07:59,765 - pyskl - INFO - Epoch [121][1300/1970] lr: 4.574e-03, eta: 3:45:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9878, loss_cls: 0.4208, loss: 0.4208 2023-12-30 18:08:22,847 - pyskl - INFO - Epoch [121][1400/1970] lr: 4.558e-03, eta: 3:44:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9884, loss_cls: 0.4060, loss: 0.4060 2023-12-30 18:08:45,961 - pyskl - INFO - Epoch [121][1500/1970] lr: 4.543e-03, eta: 3:44:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4155, loss: 0.4155 2023-12-30 18:09:09,144 - pyskl - INFO - Epoch [121][1600/1970] lr: 4.528e-03, eta: 3:44:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9034, top5_acc: 0.9875, loss_cls: 0.4372, loss: 0.4372 2023-12-30 18:09:32,286 - pyskl - INFO - Epoch [121][1700/1970] lr: 4.512e-03, eta: 3:43:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9891, loss_cls: 0.4204, loss: 0.4204 2023-12-30 18:09:55,464 - pyskl - INFO - Epoch [121][1800/1970] lr: 4.497e-03, eta: 3:43:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9116, top5_acc: 0.9894, loss_cls: 0.4205, loss: 0.4205 2023-12-30 18:10:18,627 - pyskl - INFO - Epoch [121][1900/1970] lr: 4.482e-03, eta: 3:42:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9209, top5_acc: 0.9909, loss_cls: 0.3817, loss: 0.3817 2023-12-30 18:10:35,173 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-30 18:12:36,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:12:37,446 - pyskl - INFO - top1_acc 0.8028 top5_acc 0.9614 2023-12-30 18:12:37,450 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_117.pth was removed 2023-12-30 18:12:37,574 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2023-12-30 18:12:37,576 - pyskl - INFO - Best top1_acc is 0.8028 at 121 epoch. 2023-12-30 18:12:37,597 - pyskl - INFO - Epoch(val) [121][1592] top1_acc: 0.8028, top5_acc: 0.9614 2023-12-30 18:13:22,423 - pyskl - INFO - Epoch [122][100/1970] lr: 4.456e-03, eta: 3:42:14, time: 0.448, data_time: 0.217, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3818, loss: 0.3818 2023-12-30 18:13:45,495 - pyskl - INFO - Epoch [122][200/1970] lr: 4.441e-03, eta: 3:41:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9897, loss_cls: 0.3982, loss: 0.3982 2023-12-30 18:14:08,563 - pyskl - INFO - Epoch [122][300/1970] lr: 4.426e-03, eta: 3:41:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9222, top5_acc: 0.9919, loss_cls: 0.3746, loss: 0.3746 2023-12-30 18:14:31,604 - pyskl - INFO - Epoch [122][400/1970] lr: 4.411e-03, eta: 3:41:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.3578, loss: 0.3578 2023-12-30 18:14:54,640 - pyskl - INFO - Epoch [122][500/1970] lr: 4.396e-03, eta: 3:40:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.3953, loss: 0.3953 2023-12-30 18:15:17,682 - pyskl - INFO - Epoch [122][600/1970] lr: 4.381e-03, eta: 3:40:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.4225, loss: 0.4225 2023-12-30 18:15:40,838 - pyskl - INFO - Epoch [122][700/1970] lr: 4.366e-03, eta: 3:39:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9284, top5_acc: 0.9903, loss_cls: 0.3753, loss: 0.3753 2023-12-30 18:16:03,934 - pyskl - INFO - Epoch [122][800/1970] lr: 4.351e-03, eta: 3:39:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9166, top5_acc: 0.9859, loss_cls: 0.4152, loss: 0.4152 2023-12-30 18:16:27,140 - pyskl - INFO - Epoch [122][900/1970] lr: 4.336e-03, eta: 3:39:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.3858, loss: 0.3858 2023-12-30 18:16:50,287 - pyskl - INFO - Epoch [122][1000/1970] lr: 4.321e-03, eta: 3:38:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.4231, loss: 0.4231 2023-12-30 18:17:13,590 - pyskl - INFO - Epoch [122][1100/1970] lr: 4.306e-03, eta: 3:38:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.3757, loss: 0.3757 2023-12-30 18:17:36,866 - pyskl - INFO - Epoch [122][1200/1970] lr: 4.291e-03, eta: 3:37:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9903, loss_cls: 0.3966, loss: 0.3966 2023-12-30 18:17:59,978 - pyskl - INFO - Epoch [122][1300/1970] lr: 4.276e-03, eta: 3:37:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9891, loss_cls: 0.4094, loss: 0.4094 2023-12-30 18:18:23,135 - pyskl - INFO - Epoch [122][1400/1970] lr: 4.261e-03, eta: 3:37:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9253, top5_acc: 0.9900, loss_cls: 0.3805, loss: 0.3805 2023-12-30 18:18:46,239 - pyskl - INFO - Epoch [122][1500/1970] lr: 4.247e-03, eta: 3:36:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3990, loss: 0.3990 2023-12-30 18:19:09,313 - pyskl - INFO - Epoch [122][1600/1970] lr: 4.232e-03, eta: 3:36:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9209, top5_acc: 0.9909, loss_cls: 0.3854, loss: 0.3854 2023-12-30 18:19:32,449 - pyskl - INFO - Epoch [122][1700/1970] lr: 4.217e-03, eta: 3:35:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9103, top5_acc: 0.9875, loss_cls: 0.4211, loss: 0.4211 2023-12-30 18:19:55,549 - pyskl - INFO - Epoch [122][1800/1970] lr: 4.202e-03, eta: 3:35:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3929, loss: 0.3929 2023-12-30 18:20:18,716 - pyskl - INFO - Epoch [122][1900/1970] lr: 4.187e-03, eta: 3:35:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9872, loss_cls: 0.4272, loss: 0.4272 2023-12-30 18:20:35,338 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-30 18:22:38,459 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:22:38,941 - pyskl - INFO - top1_acc 0.8034 top5_acc 0.9577 2023-12-30 18:22:38,945 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_121.pth was removed 2023-12-30 18:22:39,070 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. 2023-12-30 18:22:39,073 - pyskl - INFO - Best top1_acc is 0.8034 at 122 epoch. 2023-12-30 18:22:39,091 - pyskl - INFO - Epoch(val) [122][1592] top1_acc: 0.8034, top5_acc: 0.9577 2023-12-30 18:23:23,936 - pyskl - INFO - Epoch [123][100/1970] lr: 4.162e-03, eta: 3:34:34, time: 0.448, data_time: 0.216, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3567, loss: 0.3567 2023-12-30 18:23:47,178 - pyskl - INFO - Epoch [123][200/1970] lr: 4.148e-03, eta: 3:34:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9909, loss_cls: 0.3653, loss: 0.3653 2023-12-30 18:24:10,470 - pyskl - INFO - Epoch [123][300/1970] lr: 4.133e-03, eta: 3:33:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9247, top5_acc: 0.9900, loss_cls: 0.3640, loss: 0.3640 2023-12-30 18:24:33,638 - pyskl - INFO - Epoch [123][400/1970] lr: 4.118e-03, eta: 3:33:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9928, loss_cls: 0.3518, loss: 0.3518 2023-12-30 18:24:56,854 - pyskl - INFO - Epoch [123][500/1970] lr: 4.104e-03, eta: 3:33:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9203, top5_acc: 0.9875, loss_cls: 0.3906, loss: 0.3906 2023-12-30 18:25:19,982 - pyskl - INFO - Epoch [123][600/1970] lr: 4.089e-03, eta: 3:32:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.3739, loss: 0.3739 2023-12-30 18:25:43,091 - pyskl - INFO - Epoch [123][700/1970] lr: 4.075e-03, eta: 3:32:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9941, loss_cls: 0.3471, loss: 0.3471 2023-12-30 18:26:06,282 - pyskl - INFO - Epoch [123][800/1970] lr: 4.060e-03, eta: 3:31:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9191, top5_acc: 0.9884, loss_cls: 0.3858, loss: 0.3858 2023-12-30 18:26:29,531 - pyskl - INFO - Epoch [123][900/1970] lr: 4.046e-03, eta: 3:31:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3551, loss: 0.3551 2023-12-30 18:26:52,759 - pyskl - INFO - Epoch [123][1000/1970] lr: 4.031e-03, eta: 3:31:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.3715, loss: 0.3715 2023-12-30 18:27:15,894 - pyskl - INFO - Epoch [123][1100/1970] lr: 4.017e-03, eta: 3:30:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9909, loss_cls: 0.3676, loss: 0.3676 2023-12-30 18:27:38,976 - pyskl - INFO - Epoch [123][1200/1970] lr: 4.002e-03, eta: 3:30:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9278, top5_acc: 0.9900, loss_cls: 0.3765, loss: 0.3765 2023-12-30 18:28:02,021 - pyskl - INFO - Epoch [123][1300/1970] lr: 3.988e-03, eta: 3:29:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9216, top5_acc: 0.9944, loss_cls: 0.3697, loss: 0.3697 2023-12-30 18:28:25,131 - pyskl - INFO - Epoch [123][1400/1970] lr: 3.974e-03, eta: 3:29:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9328, top5_acc: 0.9916, loss_cls: 0.3562, loss: 0.3562 2023-12-30 18:28:48,176 - pyskl - INFO - Epoch [123][1500/1970] lr: 3.959e-03, eta: 3:29:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9309, top5_acc: 0.9897, loss_cls: 0.3614, loss: 0.3614 2023-12-30 18:29:11,275 - pyskl - INFO - Epoch [123][1600/1970] lr: 3.945e-03, eta: 3:28:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 0.3750, loss: 0.3750 2023-12-30 18:29:34,393 - pyskl - INFO - Epoch [123][1700/1970] lr: 3.930e-03, eta: 3:28:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 0.3841, loss: 0.3841 2023-12-30 18:29:57,573 - pyskl - INFO - Epoch [123][1800/1970] lr: 3.916e-03, eta: 3:27:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9216, top5_acc: 0.9906, loss_cls: 0.3973, loss: 0.3973 2023-12-30 18:30:20,773 - pyskl - INFO - Epoch [123][1900/1970] lr: 3.902e-03, eta: 3:27:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9172, top5_acc: 0.9856, loss_cls: 0.4200, loss: 0.4200 2023-12-30 18:30:37,547 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-30 18:32:40,147 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:32:40,637 - pyskl - INFO - top1_acc 0.7962 top5_acc 0.9575 2023-12-30 18:32:40,658 - pyskl - INFO - Epoch(val) [123][1592] top1_acc: 0.7962, top5_acc: 0.9575 2023-12-30 18:33:25,871 - pyskl - INFO - Epoch [124][100/1970] lr: 3.878e-03, eta: 3:26:54, time: 0.452, data_time: 0.218, memory: 6499, top1_acc: 0.9353, top5_acc: 0.9912, loss_cls: 0.3325, loss: 0.3325 2023-12-30 18:33:49,117 - pyskl - INFO - Epoch [124][200/1970] lr: 3.864e-03, eta: 3:26:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 0.3831, loss: 0.3831 2023-12-30 18:34:12,311 - pyskl - INFO - Epoch [124][300/1970] lr: 3.849e-03, eta: 3:26:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9903, loss_cls: 0.3457, loss: 0.3457 2023-12-30 18:34:35,445 - pyskl - INFO - Epoch [124][400/1970] lr: 3.835e-03, eta: 3:25:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3386, loss: 0.3386 2023-12-30 18:34:58,580 - pyskl - INFO - Epoch [124][500/1970] lr: 3.821e-03, eta: 3:25:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9322, top5_acc: 0.9934, loss_cls: 0.3539, loss: 0.3539 2023-12-30 18:35:21,750 - pyskl - INFO - Epoch [124][600/1970] lr: 3.807e-03, eta: 3:24:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9266, top5_acc: 0.9928, loss_cls: 0.3571, loss: 0.3571 2023-12-30 18:35:44,869 - pyskl - INFO - Epoch [124][700/1970] lr: 3.793e-03, eta: 3:24:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9316, top5_acc: 0.9912, loss_cls: 0.3560, loss: 0.3560 2023-12-30 18:36:07,982 - pyskl - INFO - Epoch [124][800/1970] lr: 3.779e-03, eta: 3:24:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9316, top5_acc: 0.9916, loss_cls: 0.3519, loss: 0.3519 2023-12-30 18:36:31,211 - pyskl - INFO - Epoch [124][900/1970] lr: 3.765e-03, eta: 3:23:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9909, loss_cls: 0.3416, loss: 0.3416 2023-12-30 18:36:54,488 - pyskl - INFO - Epoch [124][1000/1970] lr: 3.751e-03, eta: 3:23:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3483, loss: 0.3483 2023-12-30 18:37:17,682 - pyskl - INFO - Epoch [124][1100/1970] lr: 3.737e-03, eta: 3:22:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 0.3690, loss: 0.3690 2023-12-30 18:37:40,807 - pyskl - INFO - Epoch [124][1200/1970] lr: 3.723e-03, eta: 3:22:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9353, top5_acc: 0.9894, loss_cls: 0.3471, loss: 0.3471 2023-12-30 18:38:03,960 - pyskl - INFO - Epoch [124][1300/1970] lr: 3.709e-03, eta: 3:22:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9216, top5_acc: 0.9925, loss_cls: 0.3822, loss: 0.3822 2023-12-30 18:38:27,105 - pyskl - INFO - Epoch [124][1400/1970] lr: 3.695e-03, eta: 3:21:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9266, top5_acc: 0.9916, loss_cls: 0.3678, loss: 0.3678 2023-12-30 18:38:50,245 - pyskl - INFO - Epoch [124][1500/1970] lr: 3.681e-03, eta: 3:21:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9878, loss_cls: 0.4047, loss: 0.4047 2023-12-30 18:39:13,451 - pyskl - INFO - Epoch [124][1600/1970] lr: 3.667e-03, eta: 3:21:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3441, loss: 0.3441 2023-12-30 18:39:36,602 - pyskl - INFO - Epoch [124][1700/1970] lr: 3.653e-03, eta: 3:20:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9309, top5_acc: 0.9900, loss_cls: 0.3575, loss: 0.3575 2023-12-30 18:39:59,708 - pyskl - INFO - Epoch [124][1800/1970] lr: 3.639e-03, eta: 3:20:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9903, loss_cls: 0.3814, loss: 0.3814 2023-12-30 18:40:22,867 - pyskl - INFO - Epoch [124][1900/1970] lr: 3.626e-03, eta: 3:19:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9891, loss_cls: 0.3912, loss: 0.3912 2023-12-30 18:40:39,543 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-30 18:42:41,297 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:42:41,777 - pyskl - INFO - top1_acc 0.7954 top5_acc 0.9571 2023-12-30 18:42:41,797 - pyskl - INFO - Epoch(val) [124][1592] top1_acc: 0.7954, top5_acc: 0.9571 2023-12-30 18:43:26,662 - pyskl - INFO - Epoch [125][100/1970] lr: 3.602e-03, eta: 3:19:13, time: 0.449, data_time: 0.216, memory: 6499, top1_acc: 0.9347, top5_acc: 0.9950, loss_cls: 0.3364, loss: 0.3364 2023-12-30 18:43:49,855 - pyskl - INFO - Epoch [125][200/1970] lr: 3.589e-03, eta: 3:18:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9934, loss_cls: 0.3253, loss: 0.3253 2023-12-30 18:44:13,077 - pyskl - INFO - Epoch [125][300/1970] lr: 3.575e-03, eta: 3:18:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3218, loss: 0.3218 2023-12-30 18:44:36,208 - pyskl - INFO - Epoch [125][400/1970] lr: 3.561e-03, eta: 3:18:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3455, loss: 0.3455 2023-12-30 18:44:59,357 - pyskl - INFO - Epoch [125][500/1970] lr: 3.547e-03, eta: 3:17:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3276, loss: 0.3276 2023-12-30 18:45:22,465 - pyskl - INFO - Epoch [125][600/1970] lr: 3.534e-03, eta: 3:17:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9916, loss_cls: 0.3477, loss: 0.3477 2023-12-30 18:45:45,590 - pyskl - INFO - Epoch [125][700/1970] lr: 3.520e-03, eta: 3:16:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9372, top5_acc: 0.9934, loss_cls: 0.3382, loss: 0.3382 2023-12-30 18:46:08,707 - pyskl - INFO - Epoch [125][800/1970] lr: 3.507e-03, eta: 3:16:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9297, top5_acc: 0.9944, loss_cls: 0.3440, loss: 0.3440 2023-12-30 18:46:31,994 - pyskl - INFO - Epoch [125][900/1970] lr: 3.493e-03, eta: 3:16:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9322, top5_acc: 0.9944, loss_cls: 0.3320, loss: 0.3320 2023-12-30 18:46:55,208 - pyskl - INFO - Epoch [125][1000/1970] lr: 3.480e-03, eta: 3:15:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9322, top5_acc: 0.9897, loss_cls: 0.3646, loss: 0.3646 2023-12-30 18:47:18,485 - pyskl - INFO - Epoch [125][1100/1970] lr: 3.466e-03, eta: 3:15:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9278, top5_acc: 0.9906, loss_cls: 0.3549, loss: 0.3549 2023-12-30 18:47:41,647 - pyskl - INFO - Epoch [125][1200/1970] lr: 3.453e-03, eta: 3:14:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9347, top5_acc: 0.9934, loss_cls: 0.3294, loss: 0.3294 2023-12-30 18:48:04,763 - pyskl - INFO - Epoch [125][1300/1970] lr: 3.439e-03, eta: 3:14:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9347, top5_acc: 0.9931, loss_cls: 0.3407, loss: 0.3407 2023-12-30 18:48:28,033 - pyskl - INFO - Epoch [125][1400/1970] lr: 3.426e-03, eta: 3:14:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9378, top5_acc: 0.9919, loss_cls: 0.3259, loss: 0.3259 2023-12-30 18:48:51,251 - pyskl - INFO - Epoch [125][1500/1970] lr: 3.412e-03, eta: 3:13:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9928, loss_cls: 0.3337, loss: 0.3337 2023-12-30 18:49:14,414 - pyskl - INFO - Epoch [125][1600/1970] lr: 3.399e-03, eta: 3:13:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.3513, loss: 0.3513 2023-12-30 18:49:37,743 - pyskl - INFO - Epoch [125][1700/1970] lr: 3.385e-03, eta: 3:12:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9316, top5_acc: 0.9934, loss_cls: 0.3377, loss: 0.3377 2023-12-30 18:50:01,013 - pyskl - INFO - Epoch [125][1800/1970] lr: 3.372e-03, eta: 3:12:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9922, loss_cls: 0.3479, loss: 0.3479 2023-12-30 18:50:24,239 - pyskl - INFO - Epoch [125][1900/1970] lr: 3.359e-03, eta: 3:12:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9297, top5_acc: 0.9897, loss_cls: 0.3509, loss: 0.3509 2023-12-30 18:50:40,995 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-30 18:52:44,248 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 18:52:44,733 - pyskl - INFO - top1_acc 0.8004 top5_acc 0.9602 2023-12-30 18:52:44,752 - pyskl - INFO - Epoch(val) [125][1592] top1_acc: 0.8004, top5_acc: 0.9602 2023-12-30 18:53:29,822 - pyskl - INFO - Epoch [126][100/1970] lr: 3.336e-03, eta: 3:11:33, time: 0.451, data_time: 0.218, memory: 6499, top1_acc: 0.9434, top5_acc: 0.9959, loss_cls: 0.2981, loss: 0.2981 2023-12-30 18:53:52,954 - pyskl - INFO - Epoch [126][200/1970] lr: 3.323e-03, eta: 3:11:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9384, top5_acc: 0.9912, loss_cls: 0.3126, loss: 0.3126 2023-12-30 18:54:16,174 - pyskl - INFO - Epoch [126][300/1970] lr: 3.310e-03, eta: 3:10:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9447, top5_acc: 0.9941, loss_cls: 0.3040, loss: 0.3040 2023-12-30 18:54:39,347 - pyskl - INFO - Epoch [126][400/1970] lr: 3.297e-03, eta: 3:10:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9434, top5_acc: 0.9941, loss_cls: 0.3046, loss: 0.3046 2023-12-30 18:55:02,485 - pyskl - INFO - Epoch [126][500/1970] lr: 3.283e-03, eta: 3:09:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3416, loss: 0.3416 2023-12-30 18:55:25,627 - pyskl - INFO - Epoch [126][600/1970] lr: 3.270e-03, eta: 3:09:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9934, loss_cls: 0.3221, loss: 0.3221 2023-12-30 18:55:48,755 - pyskl - INFO - Epoch [126][700/1970] lr: 3.257e-03, eta: 3:09:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9966, loss_cls: 0.3111, loss: 0.3111 2023-12-30 18:56:11,866 - pyskl - INFO - Epoch [126][800/1970] lr: 3.244e-03, eta: 3:08:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3191, loss: 0.3191 2023-12-30 18:56:34,969 - pyskl - INFO - Epoch [126][900/1970] lr: 3.231e-03, eta: 3:08:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9316, top5_acc: 0.9884, loss_cls: 0.3480, loss: 0.3480 2023-12-30 18:56:58,068 - pyskl - INFO - Epoch [126][1000/1970] lr: 3.218e-03, eta: 3:08:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9397, top5_acc: 0.9947, loss_cls: 0.3118, loss: 0.3118 2023-12-30 18:57:21,234 - pyskl - INFO - Epoch [126][1100/1970] lr: 3.205e-03, eta: 3:07:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9359, top5_acc: 0.9928, loss_cls: 0.3292, loss: 0.3292 2023-12-30 18:57:44,478 - pyskl - INFO - Epoch [126][1200/1970] lr: 3.192e-03, eta: 3:07:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3396, loss: 0.3396 2023-12-30 18:58:07,676 - pyskl - INFO - Epoch [126][1300/1970] lr: 3.179e-03, eta: 3:06:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9359, top5_acc: 0.9941, loss_cls: 0.3279, loss: 0.3279 2023-12-30 18:58:30,793 - pyskl - INFO - Epoch [126][1400/1970] lr: 3.166e-03, eta: 3:06:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9359, top5_acc: 0.9928, loss_cls: 0.3268, loss: 0.3268 2023-12-30 18:58:53,952 - pyskl - INFO - Epoch [126][1500/1970] lr: 3.153e-03, eta: 3:06:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9303, top5_acc: 0.9922, loss_cls: 0.3430, loss: 0.3430 2023-12-30 18:59:17,053 - pyskl - INFO - Epoch [126][1600/1970] lr: 3.140e-03, eta: 3:05:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9909, loss_cls: 0.3264, loss: 0.3264 2023-12-30 18:59:40,152 - pyskl - INFO - Epoch [126][1700/1970] lr: 3.127e-03, eta: 3:05:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3413, loss: 0.3413 2023-12-30 19:00:03,283 - pyskl - INFO - Epoch [126][1800/1970] lr: 3.114e-03, eta: 3:04:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9900, loss_cls: 0.3442, loss: 0.3442 2023-12-30 19:00:26,482 - pyskl - INFO - Epoch [126][1900/1970] lr: 3.101e-03, eta: 3:04:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9341, top5_acc: 0.9941, loss_cls: 0.3308, loss: 0.3308 2023-12-30 19:00:43,098 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-30 19:02:44,902 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:02:45,399 - pyskl - INFO - top1_acc 0.8006 top5_acc 0.9585 2023-12-30 19:02:45,419 - pyskl - INFO - Epoch(val) [126][1592] top1_acc: 0.8006, top5_acc: 0.9585 2023-12-30 19:03:30,306 - pyskl - INFO - Epoch [127][100/1970] lr: 3.080e-03, eta: 3:03:52, time: 0.449, data_time: 0.216, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 0.2993, loss: 0.2993 2023-12-30 19:03:53,513 - pyskl - INFO - Epoch [127][200/1970] lr: 3.067e-03, eta: 3:03:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9966, loss_cls: 0.3011, loss: 0.3011 2023-12-30 19:04:16,628 - pyskl - INFO - Epoch [127][300/1970] lr: 3.054e-03, eta: 3:03:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.3203, loss: 0.3203 2023-12-30 19:04:39,779 - pyskl - INFO - Epoch [127][400/1970] lr: 3.041e-03, eta: 3:02:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9384, top5_acc: 0.9922, loss_cls: 0.3228, loss: 0.3228 2023-12-30 19:05:03,080 - pyskl - INFO - Epoch [127][500/1970] lr: 3.029e-03, eta: 3:02:19, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9347, top5_acc: 0.9931, loss_cls: 0.3238, loss: 0.3238 2023-12-30 19:05:26,324 - pyskl - INFO - Epoch [127][600/1970] lr: 3.016e-03, eta: 3:01:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3145, loss: 0.3145 2023-12-30 19:05:49,471 - pyskl - INFO - Epoch [127][700/1970] lr: 3.003e-03, eta: 3:01:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9909, loss_cls: 0.3234, loss: 0.3234 2023-12-30 19:06:12,608 - pyskl - INFO - Epoch [127][800/1970] lr: 2.991e-03, eta: 3:01:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.3158, loss: 0.3158 2023-12-30 19:06:35,690 - pyskl - INFO - Epoch [127][900/1970] lr: 2.978e-03, eta: 3:00:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2830, loss: 0.2830 2023-12-30 19:06:58,821 - pyskl - INFO - Epoch [127][1000/1970] lr: 2.966e-03, eta: 3:00:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 0.3123, loss: 0.3123 2023-12-30 19:07:22,097 - pyskl - INFO - Epoch [127][1100/1970] lr: 2.953e-03, eta: 2:59:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9472, top5_acc: 0.9941, loss_cls: 0.3074, loss: 0.3074 2023-12-30 19:07:45,240 - pyskl - INFO - Epoch [127][1200/1970] lr: 2.941e-03, eta: 2:59:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9434, top5_acc: 0.9938, loss_cls: 0.3077, loss: 0.3077 2023-12-30 19:08:08,418 - pyskl - INFO - Epoch [127][1300/1970] lr: 2.928e-03, eta: 2:59:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9403, top5_acc: 0.9925, loss_cls: 0.3276, loss: 0.3276 2023-12-30 19:08:31,539 - pyskl - INFO - Epoch [127][1400/1970] lr: 2.916e-03, eta: 2:58:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9909, loss_cls: 0.3188, loss: 0.3188 2023-12-30 19:08:54,643 - pyskl - INFO - Epoch [127][1500/1970] lr: 2.903e-03, eta: 2:58:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9359, top5_acc: 0.9922, loss_cls: 0.3341, loss: 0.3341 2023-12-30 19:09:17,760 - pyskl - INFO - Epoch [127][1600/1970] lr: 2.891e-03, eta: 2:58:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9334, top5_acc: 0.9941, loss_cls: 0.3307, loss: 0.3307 2023-12-30 19:09:40,918 - pyskl - INFO - Epoch [127][1700/1970] lr: 2.878e-03, eta: 2:57:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9416, top5_acc: 0.9941, loss_cls: 0.3200, loss: 0.3200 2023-12-30 19:10:04,073 - pyskl - INFO - Epoch [127][1800/1970] lr: 2.866e-03, eta: 2:57:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9347, top5_acc: 0.9925, loss_cls: 0.3257, loss: 0.3257 2023-12-30 19:10:27,249 - pyskl - INFO - Epoch [127][1900/1970] lr: 2.854e-03, eta: 2:56:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3316, loss: 0.3316 2023-12-30 19:10:43,878 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-30 19:12:47,620 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:12:48,128 - pyskl - INFO - top1_acc 0.8107 top5_acc 0.9622 2023-12-30 19:12:48,132 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_122.pth was removed 2023-12-30 19:12:48,253 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-30 19:12:48,254 - pyskl - INFO - Best top1_acc is 0.8107 at 127 epoch. 2023-12-30 19:12:48,271 - pyskl - INFO - Epoch(val) [127][1592] top1_acc: 0.8107, top5_acc: 0.9622 2023-12-30 19:13:33,494 - pyskl - INFO - Epoch [128][100/1970] lr: 2.833e-03, eta: 2:56:12, time: 0.452, data_time: 0.222, memory: 6499, top1_acc: 0.9422, top5_acc: 0.9909, loss_cls: 0.2998, loss: 0.2998 2023-12-30 19:13:56,521 - pyskl - INFO - Epoch [128][200/1970] lr: 2.820e-03, eta: 2:55:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9959, loss_cls: 0.2855, loss: 0.2855 2023-12-30 19:14:19,596 - pyskl - INFO - Epoch [128][300/1970] lr: 2.808e-03, eta: 2:55:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9934, loss_cls: 0.2983, loss: 0.2983 2023-12-30 19:14:42,845 - pyskl - INFO - Epoch [128][400/1970] lr: 2.796e-03, eta: 2:55:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9941, loss_cls: 0.2707, loss: 0.2707 2023-12-30 19:15:06,021 - pyskl - INFO - Epoch [128][500/1970] lr: 2.784e-03, eta: 2:54:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9941, loss_cls: 0.2851, loss: 0.2851 2023-12-30 19:15:29,178 - pyskl - INFO - Epoch [128][600/1970] lr: 2.772e-03, eta: 2:54:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2940, loss: 0.2940 2023-12-30 19:15:52,263 - pyskl - INFO - Epoch [128][700/1970] lr: 2.759e-03, eta: 2:53:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9466, top5_acc: 0.9941, loss_cls: 0.2900, loss: 0.2900 2023-12-30 19:16:15,446 - pyskl - INFO - Epoch [128][800/1970] lr: 2.747e-03, eta: 2:53:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9947, loss_cls: 0.2894, loss: 0.2894 2023-12-30 19:16:38,497 - pyskl - INFO - Epoch [128][900/1970] lr: 2.735e-03, eta: 2:53:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9953, loss_cls: 0.2657, loss: 0.2657 2023-12-30 19:17:01,653 - pyskl - INFO - Epoch [128][1000/1970] lr: 2.723e-03, eta: 2:52:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2606, loss: 0.2606 2023-12-30 19:17:24,659 - pyskl - INFO - Epoch [128][1100/1970] lr: 2.711e-03, eta: 2:52:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9947, loss_cls: 0.2860, loss: 0.2860 2023-12-30 19:17:47,746 - pyskl - INFO - Epoch [128][1200/1970] lr: 2.699e-03, eta: 2:51:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 0.2897, loss: 0.2897 2023-12-30 19:18:10,881 - pyskl - INFO - Epoch [128][1300/1970] lr: 2.687e-03, eta: 2:51:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9466, top5_acc: 0.9922, loss_cls: 0.3024, loss: 0.3024 2023-12-30 19:18:33,879 - pyskl - INFO - Epoch [128][1400/1970] lr: 2.675e-03, eta: 2:51:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9934, loss_cls: 0.2870, loss: 0.2870 2023-12-30 19:18:56,862 - pyskl - INFO - Epoch [128][1500/1970] lr: 2.663e-03, eta: 2:50:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9947, loss_cls: 0.2865, loss: 0.2865 2023-12-30 19:19:19,938 - pyskl - INFO - Epoch [128][1600/1970] lr: 2.651e-03, eta: 2:50:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9384, top5_acc: 0.9919, loss_cls: 0.3166, loss: 0.3166 2023-12-30 19:19:42,921 - pyskl - INFO - Epoch [128][1700/1970] lr: 2.639e-03, eta: 2:49:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9928, loss_cls: 0.3143, loss: 0.3143 2023-12-30 19:20:06,008 - pyskl - INFO - Epoch [128][1800/1970] lr: 2.627e-03, eta: 2:49:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9434, top5_acc: 0.9956, loss_cls: 0.3001, loss: 0.3001 2023-12-30 19:20:29,108 - pyskl - INFO - Epoch [128][1900/1970] lr: 2.616e-03, eta: 2:49:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9947, loss_cls: 0.3109, loss: 0.3109 2023-12-30 19:20:45,675 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-30 19:22:47,651 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:22:48,128 - pyskl - INFO - top1_acc 0.8167 top5_acc 0.9625 2023-12-30 19:22:48,132 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_127.pth was removed 2023-12-30 19:22:48,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2023-12-30 19:22:48,258 - pyskl - INFO - Best top1_acc is 0.8167 at 128 epoch. 2023-12-30 19:22:48,276 - pyskl - INFO - Epoch(val) [128][1592] top1_acc: 0.8167, top5_acc: 0.9625 2023-12-30 19:23:33,370 - pyskl - INFO - Epoch [129][100/1970] lr: 2.596e-03, eta: 2:48:31, time: 0.451, data_time: 0.220, memory: 6499, top1_acc: 0.9553, top5_acc: 0.9925, loss_cls: 0.2765, loss: 0.2765 2023-12-30 19:23:56,478 - pyskl - INFO - Epoch [129][200/1970] lr: 2.584e-03, eta: 2:48:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9931, loss_cls: 0.2653, loss: 0.2653 2023-12-30 19:24:19,532 - pyskl - INFO - Epoch [129][300/1970] lr: 2.572e-03, eta: 2:47:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9947, loss_cls: 0.2658, loss: 0.2658 2023-12-30 19:24:42,570 - pyskl - INFO - Epoch [129][400/1970] lr: 2.560e-03, eta: 2:47:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9947, loss_cls: 0.2697, loss: 0.2697 2023-12-30 19:25:05,627 - pyskl - INFO - Epoch [129][500/1970] lr: 2.549e-03, eta: 2:46:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9959, loss_cls: 0.2646, loss: 0.2646 2023-12-30 19:25:28,757 - pyskl - INFO - Epoch [129][600/1970] lr: 2.537e-03, eta: 2:46:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9553, top5_acc: 0.9944, loss_cls: 0.2623, loss: 0.2623 2023-12-30 19:25:51,800 - pyskl - INFO - Epoch [129][700/1970] lr: 2.525e-03, eta: 2:46:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9922, loss_cls: 0.2917, loss: 0.2917 2023-12-30 19:26:14,860 - pyskl - INFO - Epoch [129][800/1970] lr: 2.514e-03, eta: 2:45:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9434, top5_acc: 0.9941, loss_cls: 0.2928, loss: 0.2928 2023-12-30 19:26:37,973 - pyskl - INFO - Epoch [129][900/1970] lr: 2.502e-03, eta: 2:45:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2543, loss: 0.2543 2023-12-30 19:27:01,125 - pyskl - INFO - Epoch [129][1000/1970] lr: 2.490e-03, eta: 2:45:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9534, top5_acc: 0.9928, loss_cls: 0.2757, loss: 0.2757 2023-12-30 19:27:24,180 - pyskl - INFO - Epoch [129][1100/1970] lr: 2.479e-03, eta: 2:44:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9428, top5_acc: 0.9956, loss_cls: 0.2948, loss: 0.2948 2023-12-30 19:27:47,249 - pyskl - INFO - Epoch [129][1200/1970] lr: 2.467e-03, eta: 2:44:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9934, loss_cls: 0.2929, loss: 0.2929 2023-12-30 19:28:10,321 - pyskl - INFO - Epoch [129][1300/1970] lr: 2.456e-03, eta: 2:43:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9509, top5_acc: 0.9941, loss_cls: 0.2711, loss: 0.2711 2023-12-30 19:28:33,388 - pyskl - INFO - Epoch [129][1400/1970] lr: 2.444e-03, eta: 2:43:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9934, loss_cls: 0.2694, loss: 0.2694 2023-12-30 19:28:56,449 - pyskl - INFO - Epoch [129][1500/1970] lr: 2.433e-03, eta: 2:43:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3074, loss: 0.3074 2023-12-30 19:29:19,593 - pyskl - INFO - Epoch [129][1600/1970] lr: 2.421e-03, eta: 2:42:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2794, loss: 0.2794 2023-12-30 19:29:42,852 - pyskl - INFO - Epoch [129][1700/1970] lr: 2.410e-03, eta: 2:42:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9453, top5_acc: 0.9956, loss_cls: 0.2981, loss: 0.2981 2023-12-30 19:30:06,069 - pyskl - INFO - Epoch [129][1800/1970] lr: 2.399e-03, eta: 2:41:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9528, top5_acc: 0.9944, loss_cls: 0.2698, loss: 0.2698 2023-12-30 19:30:29,231 - pyskl - INFO - Epoch [129][1900/1970] lr: 2.387e-03, eta: 2:41:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9447, top5_acc: 0.9966, loss_cls: 0.2880, loss: 0.2880 2023-12-30 19:30:45,947 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-30 19:32:48,043 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:32:48,593 - pyskl - INFO - top1_acc 0.8114 top5_acc 0.9627 2023-12-30 19:32:48,613 - pyskl - INFO - Epoch(val) [129][1592] top1_acc: 0.8114, top5_acc: 0.9627 2023-12-30 19:33:34,063 - pyskl - INFO - Epoch [130][100/1970] lr: 2.368e-03, eta: 2:40:51, time: 0.454, data_time: 0.223, memory: 6499, top1_acc: 0.9522, top5_acc: 0.9950, loss_cls: 0.2611, loss: 0.2611 2023-12-30 19:33:57,229 - pyskl - INFO - Epoch [130][200/1970] lr: 2.357e-03, eta: 2:40:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9522, top5_acc: 0.9944, loss_cls: 0.2699, loss: 0.2699 2023-12-30 19:34:20,359 - pyskl - INFO - Epoch [130][300/1970] lr: 2.346e-03, eta: 2:40:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9609, top5_acc: 0.9962, loss_cls: 0.2328, loss: 0.2328 2023-12-30 19:34:43,498 - pyskl - INFO - Epoch [130][400/1970] lr: 2.334e-03, eta: 2:39:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9947, loss_cls: 0.2382, loss: 0.2382 2023-12-30 19:35:06,672 - pyskl - INFO - Epoch [130][500/1970] lr: 2.323e-03, eta: 2:39:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9597, top5_acc: 0.9972, loss_cls: 0.2450, loss: 0.2450 2023-12-30 19:35:29,851 - pyskl - INFO - Epoch [130][600/1970] lr: 2.312e-03, eta: 2:38:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9541, top5_acc: 0.9956, loss_cls: 0.2656, loss: 0.2656 2023-12-30 19:35:53,022 - pyskl - INFO - Epoch [130][700/1970] lr: 2.301e-03, eta: 2:38:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9522, top5_acc: 0.9956, loss_cls: 0.2674, loss: 0.2674 2023-12-30 19:36:16,165 - pyskl - INFO - Epoch [130][800/1970] lr: 2.290e-03, eta: 2:38:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9978, loss_cls: 0.2572, loss: 0.2572 2023-12-30 19:36:39,224 - pyskl - INFO - Epoch [130][900/1970] lr: 2.279e-03, eta: 2:37:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9541, top5_acc: 0.9941, loss_cls: 0.2610, loss: 0.2610 2023-12-30 19:37:02,303 - pyskl - INFO - Epoch [130][1000/1970] lr: 2.268e-03, eta: 2:37:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9584, top5_acc: 0.9969, loss_cls: 0.2501, loss: 0.2501 2023-12-30 19:37:25,417 - pyskl - INFO - Epoch [130][1100/1970] lr: 2.257e-03, eta: 2:36:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9591, top5_acc: 0.9972, loss_cls: 0.2400, loss: 0.2400 2023-12-30 19:37:48,517 - pyskl - INFO - Epoch [130][1200/1970] lr: 2.245e-03, eta: 2:36:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9947, loss_cls: 0.2705, loss: 0.2705 2023-12-30 19:38:11,641 - pyskl - INFO - Epoch [130][1300/1970] lr: 2.234e-03, eta: 2:36:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9522, top5_acc: 0.9938, loss_cls: 0.2646, loss: 0.2646 2023-12-30 19:38:34,757 - pyskl - INFO - Epoch [130][1400/1970] lr: 2.224e-03, eta: 2:35:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9522, top5_acc: 0.9950, loss_cls: 0.2727, loss: 0.2727 2023-12-30 19:38:57,891 - pyskl - INFO - Epoch [130][1500/1970] lr: 2.213e-03, eta: 2:35:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9509, top5_acc: 0.9938, loss_cls: 0.2740, loss: 0.2740 2023-12-30 19:39:21,030 - pyskl - INFO - Epoch [130][1600/1970] lr: 2.202e-03, eta: 2:34:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9953, loss_cls: 0.2734, loss: 0.2734 2023-12-30 19:39:44,340 - pyskl - INFO - Epoch [130][1700/1970] lr: 2.191e-03, eta: 2:34:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9453, top5_acc: 0.9928, loss_cls: 0.2868, loss: 0.2868 2023-12-30 19:40:07,635 - pyskl - INFO - Epoch [130][1800/1970] lr: 2.180e-03, eta: 2:34:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9509, top5_acc: 0.9950, loss_cls: 0.2704, loss: 0.2704 2023-12-30 19:40:30,847 - pyskl - INFO - Epoch [130][1900/1970] lr: 2.169e-03, eta: 2:33:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9597, top5_acc: 0.9969, loss_cls: 0.2418, loss: 0.2418 2023-12-30 19:40:47,539 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-30 19:42:50,981 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:42:51,457 - pyskl - INFO - top1_acc 0.8040 top5_acc 0.9606 2023-12-30 19:42:51,476 - pyskl - INFO - Epoch(val) [130][1592] top1_acc: 0.8040, top5_acc: 0.9606 2023-12-30 19:43:36,285 - pyskl - INFO - Epoch [131][100/1970] lr: 2.151e-03, eta: 2:33:10, time: 0.448, data_time: 0.218, memory: 6499, top1_acc: 0.9584, top5_acc: 0.9950, loss_cls: 0.2547, loss: 0.2547 2023-12-30 19:43:59,317 - pyskl - INFO - Epoch [131][200/1970] lr: 2.140e-03, eta: 2:32:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9959, loss_cls: 0.2390, loss: 0.2390 2023-12-30 19:44:22,613 - pyskl - INFO - Epoch [131][300/1970] lr: 2.129e-03, eta: 2:32:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9609, top5_acc: 0.9962, loss_cls: 0.2296, loss: 0.2296 2023-12-30 19:44:45,760 - pyskl - INFO - Epoch [131][400/1970] lr: 2.118e-03, eta: 2:32:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 0.2397, loss: 0.2397 2023-12-30 19:45:08,905 - pyskl - INFO - Epoch [131][500/1970] lr: 2.108e-03, eta: 2:31:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 0.2340, loss: 0.2340 2023-12-30 19:45:31,978 - pyskl - INFO - Epoch [131][600/1970] lr: 2.097e-03, eta: 2:31:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9572, top5_acc: 0.9944, loss_cls: 0.2468, loss: 0.2468 2023-12-30 19:45:55,099 - pyskl - INFO - Epoch [131][700/1970] lr: 2.086e-03, eta: 2:30:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2172, loss: 0.2172 2023-12-30 19:46:18,168 - pyskl - INFO - Epoch [131][800/1970] lr: 2.076e-03, eta: 2:30:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.2369, loss: 0.2369 2023-12-30 19:46:41,314 - pyskl - INFO - Epoch [131][900/1970] lr: 2.065e-03, eta: 2:30:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9591, top5_acc: 0.9959, loss_cls: 0.2386, loss: 0.2386 2023-12-30 19:47:04,349 - pyskl - INFO - Epoch [131][1000/1970] lr: 2.055e-03, eta: 2:29:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9959, loss_cls: 0.2355, loss: 0.2355 2023-12-30 19:47:27,350 - pyskl - INFO - Epoch [131][1100/1970] lr: 2.044e-03, eta: 2:29:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9597, top5_acc: 0.9966, loss_cls: 0.2450, loss: 0.2450 2023-12-30 19:47:50,405 - pyskl - INFO - Epoch [131][1200/1970] lr: 2.034e-03, eta: 2:28:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 0.2325, loss: 0.2325 2023-12-30 19:48:13,453 - pyskl - INFO - Epoch [131][1300/1970] lr: 2.023e-03, eta: 2:28:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9553, top5_acc: 0.9950, loss_cls: 0.2546, loss: 0.2546 2023-12-30 19:48:36,585 - pyskl - INFO - Epoch [131][1400/1970] lr: 2.013e-03, eta: 2:28:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2482, loss: 0.2482 2023-12-30 19:48:59,652 - pyskl - INFO - Epoch [131][1500/1970] lr: 2.002e-03, eta: 2:27:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9666, top5_acc: 0.9962, loss_cls: 0.2188, loss: 0.2188 2023-12-30 19:49:22,740 - pyskl - INFO - Epoch [131][1600/1970] lr: 1.992e-03, eta: 2:27:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9566, top5_acc: 0.9975, loss_cls: 0.2512, loss: 0.2512 2023-12-30 19:49:45,728 - pyskl - INFO - Epoch [131][1700/1970] lr: 1.981e-03, eta: 2:26:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9959, loss_cls: 0.2504, loss: 0.2504 2023-12-30 19:50:08,716 - pyskl - INFO - Epoch [131][1800/1970] lr: 1.971e-03, eta: 2:26:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 0.2351, loss: 0.2351 2023-12-30 19:50:31,712 - pyskl - INFO - Epoch [131][1900/1970] lr: 1.961e-03, eta: 2:26:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9553, top5_acc: 0.9975, loss_cls: 0.2499, loss: 0.2499 2023-12-30 19:50:48,216 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-30 19:52:51,987 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 19:52:52,469 - pyskl - INFO - top1_acc 0.8144 top5_acc 0.9623 2023-12-30 19:52:52,488 - pyskl - INFO - Epoch(val) [131][1592] top1_acc: 0.8144, top5_acc: 0.9623 2023-12-30 19:53:36,953 - pyskl - INFO - Epoch [132][100/1970] lr: 1.943e-03, eta: 2:25:29, time: 0.445, data_time: 0.214, memory: 6499, top1_acc: 0.9597, top5_acc: 0.9944, loss_cls: 0.2515, loss: 0.2515 2023-12-30 19:53:59,946 - pyskl - INFO - Epoch [132][200/1970] lr: 1.933e-03, eta: 2:25:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9641, top5_acc: 0.9959, loss_cls: 0.2225, loss: 0.2225 2023-12-30 19:54:22,988 - pyskl - INFO - Epoch [132][300/1970] lr: 1.923e-03, eta: 2:24:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9628, top5_acc: 0.9956, loss_cls: 0.2307, loss: 0.2307 2023-12-30 19:54:46,005 - pyskl - INFO - Epoch [132][400/1970] lr: 1.913e-03, eta: 2:24:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9578, top5_acc: 0.9956, loss_cls: 0.2374, loss: 0.2374 2023-12-30 19:55:08,960 - pyskl - INFO - Epoch [132][500/1970] lr: 1.902e-03, eta: 2:23:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9578, top5_acc: 0.9962, loss_cls: 0.2401, loss: 0.2401 2023-12-30 19:55:31,946 - pyskl - INFO - Epoch [132][600/1970] lr: 1.892e-03, eta: 2:23:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9959, loss_cls: 0.2189, loss: 0.2189 2023-12-30 19:55:54,931 - pyskl - INFO - Epoch [132][700/1970] lr: 1.882e-03, eta: 2:23:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9616, top5_acc: 0.9962, loss_cls: 0.2304, loss: 0.2304 2023-12-30 19:56:17,928 - pyskl - INFO - Epoch [132][800/1970] lr: 1.872e-03, eta: 2:22:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9641, top5_acc: 0.9969, loss_cls: 0.2212, loss: 0.2212 2023-12-30 19:56:40,895 - pyskl - INFO - Epoch [132][900/1970] lr: 1.862e-03, eta: 2:22:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9959, loss_cls: 0.2294, loss: 0.2294 2023-12-30 19:57:03,888 - pyskl - INFO - Epoch [132][1000/1970] lr: 1.852e-03, eta: 2:21:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9603, top5_acc: 0.9962, loss_cls: 0.2329, loss: 0.2329 2023-12-30 19:57:26,916 - pyskl - INFO - Epoch [132][1100/1970] lr: 1.842e-03, eta: 2:21:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9641, top5_acc: 0.9953, loss_cls: 0.2248, loss: 0.2248 2023-12-30 19:57:49,954 - pyskl - INFO - Epoch [132][1200/1970] lr: 1.832e-03, eta: 2:21:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2308, loss: 0.2308 2023-12-30 19:58:12,972 - pyskl - INFO - Epoch [132][1300/1970] lr: 1.822e-03, eta: 2:20:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.2288, loss: 0.2288 2023-12-30 19:58:35,984 - pyskl - INFO - Epoch [132][1400/1970] lr: 1.812e-03, eta: 2:20:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9647, top5_acc: 0.9953, loss_cls: 0.2310, loss: 0.2310 2023-12-30 19:58:58,962 - pyskl - INFO - Epoch [132][1500/1970] lr: 1.802e-03, eta: 2:20:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9628, top5_acc: 0.9966, loss_cls: 0.2232, loss: 0.2232 2023-12-30 19:59:22,006 - pyskl - INFO - Epoch [132][1600/1970] lr: 1.792e-03, eta: 2:19:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9966, loss_cls: 0.2275, loss: 0.2275 2023-12-30 19:59:45,073 - pyskl - INFO - Epoch [132][1700/1970] lr: 1.782e-03, eta: 2:19:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.2244, loss: 0.2244 2023-12-30 20:00:08,143 - pyskl - INFO - Epoch [132][1800/1970] lr: 1.772e-03, eta: 2:18:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9966, loss_cls: 0.2441, loss: 0.2441 2023-12-30 20:00:31,195 - pyskl - INFO - Epoch [132][1900/1970] lr: 1.763e-03, eta: 2:18:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 0.2378, loss: 0.2378 2023-12-30 20:00:47,727 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-30 20:02:49,361 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:02:49,838 - pyskl - INFO - top1_acc 0.8169 top5_acc 0.9624 2023-12-30 20:02:49,842 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_128.pth was removed 2023-12-30 20:02:49,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-30 20:02:49,965 - pyskl - INFO - Best top1_acc is 0.8169 at 132 epoch. 2023-12-30 20:02:49,983 - pyskl - INFO - Epoch(val) [132][1592] top1_acc: 0.8169, top5_acc: 0.9624 2023-12-30 20:03:35,192 - pyskl - INFO - Epoch [133][100/1970] lr: 1.746e-03, eta: 2:17:48, time: 0.452, data_time: 0.221, memory: 6499, top1_acc: 0.9641, top5_acc: 0.9956, loss_cls: 0.2245, loss: 0.2245 2023-12-30 20:03:58,295 - pyskl - INFO - Epoch [133][200/1970] lr: 1.736e-03, eta: 2:17:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 0.2163, loss: 0.2163 2023-12-30 20:04:21,389 - pyskl - INFO - Epoch [133][300/1970] lr: 1.726e-03, eta: 2:17:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 0.2023, loss: 0.2023 2023-12-30 20:04:44,399 - pyskl - INFO - Epoch [133][400/1970] lr: 1.717e-03, eta: 2:16:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9666, top5_acc: 0.9953, loss_cls: 0.2164, loss: 0.2164 2023-12-30 20:05:07,411 - pyskl - INFO - Epoch [133][500/1970] lr: 1.707e-03, eta: 2:16:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9678, top5_acc: 0.9966, loss_cls: 0.2096, loss: 0.2096 2023-12-30 20:05:30,510 - pyskl - INFO - Epoch [133][600/1970] lr: 1.697e-03, eta: 2:15:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9966, loss_cls: 0.2247, loss: 0.2247 2023-12-30 20:05:53,659 - pyskl - INFO - Epoch [133][700/1970] lr: 1.688e-03, eta: 2:15:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9647, top5_acc: 0.9969, loss_cls: 0.2081, loss: 0.2081 2023-12-30 20:06:16,837 - pyskl - INFO - Epoch [133][800/1970] lr: 1.678e-03, eta: 2:15:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9647, top5_acc: 0.9966, loss_cls: 0.2239, loss: 0.2239 2023-12-30 20:06:39,904 - pyskl - INFO - Epoch [133][900/1970] lr: 1.669e-03, eta: 2:14:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9953, loss_cls: 0.2337, loss: 0.2337 2023-12-30 20:07:02,899 - pyskl - INFO - Epoch [133][1000/1970] lr: 1.659e-03, eta: 2:14:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9966, loss_cls: 0.2191, loss: 0.2191 2023-12-30 20:07:25,855 - pyskl - INFO - Epoch [133][1100/1970] lr: 1.650e-03, eta: 2:13:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9709, top5_acc: 0.9969, loss_cls: 0.2003, loss: 0.2003 2023-12-30 20:07:48,975 - pyskl - INFO - Epoch [133][1200/1970] lr: 1.640e-03, eta: 2:13:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9647, top5_acc: 0.9956, loss_cls: 0.2261, loss: 0.2261 2023-12-30 20:08:12,040 - pyskl - INFO - Epoch [133][1300/1970] lr: 1.631e-03, eta: 2:13:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9616, top5_acc: 0.9962, loss_cls: 0.2229, loss: 0.2229 2023-12-30 20:08:35,080 - pyskl - INFO - Epoch [133][1400/1970] lr: 1.621e-03, eta: 2:12:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9578, top5_acc: 0.9950, loss_cls: 0.2310, loss: 0.2310 2023-12-30 20:08:58,122 - pyskl - INFO - Epoch [133][1500/1970] lr: 1.612e-03, eta: 2:12:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9634, top5_acc: 0.9975, loss_cls: 0.2246, loss: 0.2246 2023-12-30 20:09:21,153 - pyskl - INFO - Epoch [133][1600/1970] lr: 1.603e-03, eta: 2:11:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9972, loss_cls: 0.2209, loss: 0.2209 2023-12-30 20:09:44,192 - pyskl - INFO - Epoch [133][1700/1970] lr: 1.593e-03, eta: 2:11:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2121, loss: 0.2121 2023-12-30 20:10:07,175 - pyskl - INFO - Epoch [133][1800/1970] lr: 1.584e-03, eta: 2:11:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9703, top5_acc: 0.9978, loss_cls: 0.2000, loss: 0.2000 2023-12-30 20:10:30,169 - pyskl - INFO - Epoch [133][1900/1970] lr: 1.575e-03, eta: 2:10:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9666, top5_acc: 0.9981, loss_cls: 0.2072, loss: 0.2072 2023-12-30 20:10:46,708 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-30 20:12:48,335 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:12:48,812 - pyskl - INFO - top1_acc 0.8227 top5_acc 0.9656 2023-12-30 20:12:48,815 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_132.pth was removed 2023-12-30 20:12:48,938 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-30 20:12:48,940 - pyskl - INFO - Best top1_acc is 0.8227 at 133 epoch. 2023-12-30 20:12:48,957 - pyskl - INFO - Epoch(val) [133][1592] top1_acc: 0.8227, top5_acc: 0.9656 2023-12-30 20:13:34,321 - pyskl - INFO - Epoch [134][100/1970] lr: 1.559e-03, eta: 2:10:08, time: 0.454, data_time: 0.221, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.2054, loss: 0.2054 2023-12-30 20:13:57,447 - pyskl - INFO - Epoch [134][200/1970] lr: 1.550e-03, eta: 2:09:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9684, top5_acc: 0.9972, loss_cls: 0.1989, loss: 0.1989 2023-12-30 20:14:20,553 - pyskl - INFO - Epoch [134][300/1970] lr: 1.540e-03, eta: 2:09:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1896, loss: 0.1896 2023-12-30 20:14:43,693 - pyskl - INFO - Epoch [134][400/1970] lr: 1.531e-03, eta: 2:08:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9978, loss_cls: 0.1880, loss: 0.1880 2023-12-30 20:15:06,822 - pyskl - INFO - Epoch [134][500/1970] lr: 1.522e-03, eta: 2:08:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9991, loss_cls: 0.1829, loss: 0.1829 2023-12-30 20:15:29,976 - pyskl - INFO - Epoch [134][600/1970] lr: 1.513e-03, eta: 2:08:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9966, loss_cls: 0.2282, loss: 0.2282 2023-12-30 20:15:53,046 - pyskl - INFO - Epoch [134][700/1970] lr: 1.504e-03, eta: 2:07:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9716, top5_acc: 0.9959, loss_cls: 0.1950, loss: 0.1950 2023-12-30 20:16:16,141 - pyskl - INFO - Epoch [134][800/1970] lr: 1.495e-03, eta: 2:07:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9978, loss_cls: 0.1877, loss: 0.1877 2023-12-30 20:16:39,268 - pyskl - INFO - Epoch [134][900/1970] lr: 1.486e-03, eta: 2:07:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9972, loss_cls: 0.2014, loss: 0.2014 2023-12-30 20:17:02,548 - pyskl - INFO - Epoch [134][1000/1970] lr: 1.477e-03, eta: 2:06:37, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9953, loss_cls: 0.2165, loss: 0.2165 2023-12-30 20:17:25,667 - pyskl - INFO - Epoch [134][1100/1970] lr: 1.468e-03, eta: 2:06:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9947, loss_cls: 0.2264, loss: 0.2264 2023-12-30 20:17:48,761 - pyskl - INFO - Epoch [134][1200/1970] lr: 1.459e-03, eta: 2:05:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.2089, loss: 0.2089 2023-12-30 20:18:11,893 - pyskl - INFO - Epoch [134][1300/1970] lr: 1.450e-03, eta: 2:05:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1936, loss: 0.1936 2023-12-30 20:18:35,017 - pyskl - INFO - Epoch [134][1400/1970] lr: 1.441e-03, eta: 2:05:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9641, top5_acc: 0.9959, loss_cls: 0.2159, loss: 0.2159 2023-12-30 20:18:58,089 - pyskl - INFO - Epoch [134][1500/1970] lr: 1.432e-03, eta: 2:04:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 0.2191, loss: 0.2191 2023-12-30 20:19:21,177 - pyskl - INFO - Epoch [134][1600/1970] lr: 1.423e-03, eta: 2:04:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9678, top5_acc: 0.9959, loss_cls: 0.2001, loss: 0.2001 2023-12-30 20:19:44,256 - pyskl - INFO - Epoch [134][1700/1970] lr: 1.414e-03, eta: 2:03:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2025, loss: 0.2025 2023-12-30 20:20:07,377 - pyskl - INFO - Epoch [134][1800/1970] lr: 1.406e-03, eta: 2:03:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2127, loss: 0.2127 2023-12-30 20:20:30,616 - pyskl - INFO - Epoch [134][1900/1970] lr: 1.397e-03, eta: 2:03:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9672, top5_acc: 0.9972, loss_cls: 0.2101, loss: 0.2101 2023-12-30 20:20:47,311 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-30 20:22:49,082 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:22:49,561 - pyskl - INFO - top1_acc 0.8156 top5_acc 0.9609 2023-12-30 20:22:49,580 - pyskl - INFO - Epoch(val) [134][1592] top1_acc: 0.8156, top5_acc: 0.9609 2023-12-30 20:23:35,589 - pyskl - INFO - Epoch [135][100/1970] lr: 1.382e-03, eta: 2:02:27, time: 0.460, data_time: 0.228, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9966, loss_cls: 0.1985, loss: 0.1985 2023-12-30 20:23:58,787 - pyskl - INFO - Epoch [135][200/1970] lr: 1.373e-03, eta: 2:02:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9766, top5_acc: 0.9988, loss_cls: 0.1719, loss: 0.1719 2023-12-30 20:24:21,923 - pyskl - INFO - Epoch [135][300/1970] lr: 1.365e-03, eta: 2:01:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1779, loss: 0.1779 2023-12-30 20:24:45,061 - pyskl - INFO - Epoch [135][400/1970] lr: 1.356e-03, eta: 2:01:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9734, top5_acc: 0.9972, loss_cls: 0.1897, loss: 0.1897 2023-12-30 20:25:08,241 - pyskl - INFO - Epoch [135][500/1970] lr: 1.347e-03, eta: 2:00:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1895, loss: 0.1895 2023-12-30 20:25:31,397 - pyskl - INFO - Epoch [135][600/1970] lr: 1.339e-03, eta: 2:00:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9722, top5_acc: 0.9959, loss_cls: 0.1940, loss: 0.1940 2023-12-30 20:25:54,593 - pyskl - INFO - Epoch [135][700/1970] lr: 1.330e-03, eta: 2:00:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9684, top5_acc: 0.9956, loss_cls: 0.1946, loss: 0.1946 2023-12-30 20:26:17,826 - pyskl - INFO - Epoch [135][800/1970] lr: 1.322e-03, eta: 1:59:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9666, top5_acc: 0.9966, loss_cls: 0.2133, loss: 0.2133 2023-12-30 20:26:41,138 - pyskl - INFO - Epoch [135][900/1970] lr: 1.313e-03, eta: 1:59:20, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9678, top5_acc: 0.9978, loss_cls: 0.1984, loss: 0.1984 2023-12-30 20:27:04,514 - pyskl - INFO - Epoch [135][1000/1970] lr: 1.305e-03, eta: 1:58:57, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1755, loss: 0.1755 2023-12-30 20:27:27,715 - pyskl - INFO - Epoch [135][1100/1970] lr: 1.296e-03, eta: 1:58:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9709, top5_acc: 0.9969, loss_cls: 0.1953, loss: 0.1953 2023-12-30 20:27:50,853 - pyskl - INFO - Epoch [135][1200/1970] lr: 1.288e-03, eta: 1:58:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9747, top5_acc: 0.9978, loss_cls: 0.1848, loss: 0.1848 2023-12-30 20:28:13,994 - pyskl - INFO - Epoch [135][1300/1970] lr: 1.279e-03, eta: 1:57:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 0.1865, loss: 0.1865 2023-12-30 20:28:37,140 - pyskl - INFO - Epoch [135][1400/1970] lr: 1.271e-03, eta: 1:57:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9959, loss_cls: 0.1998, loss: 0.1998 2023-12-30 20:29:00,258 - pyskl - INFO - Epoch [135][1500/1970] lr: 1.263e-03, eta: 1:57:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2034, loss: 0.2034 2023-12-30 20:29:23,404 - pyskl - INFO - Epoch [135][1600/1970] lr: 1.254e-03, eta: 1:56:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9722, top5_acc: 0.9975, loss_cls: 0.1946, loss: 0.1946 2023-12-30 20:29:46,528 - pyskl - INFO - Epoch [135][1700/1970] lr: 1.246e-03, eta: 1:56:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9728, top5_acc: 0.9981, loss_cls: 0.1867, loss: 0.1867 2023-12-30 20:30:09,652 - pyskl - INFO - Epoch [135][1800/1970] lr: 1.238e-03, eta: 1:55:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1874, loss: 0.1874 2023-12-30 20:30:32,913 - pyskl - INFO - Epoch [135][1900/1970] lr: 1.229e-03, eta: 1:55:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1810, loss: 0.1810 2023-12-30 20:30:49,681 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-30 20:32:51,377 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:32:51,862 - pyskl - INFO - top1_acc 0.8270 top5_acc 0.9653 2023-12-30 20:32:51,866 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_133.pth was removed 2023-12-30 20:32:51,987 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-30 20:32:51,989 - pyskl - INFO - Best top1_acc is 0.8270 at 135 epoch. 2023-12-30 20:32:52,007 - pyskl - INFO - Epoch(val) [135][1592] top1_acc: 0.8270, top5_acc: 0.9653 2023-12-30 20:33:37,004 - pyskl - INFO - Epoch [136][100/1970] lr: 1.215e-03, eta: 1:54:47, time: 0.450, data_time: 0.218, memory: 6499, top1_acc: 0.9753, top5_acc: 0.9966, loss_cls: 0.1755, loss: 0.1755 2023-12-30 20:34:00,352 - pyskl - INFO - Epoch [136][200/1970] lr: 1.207e-03, eta: 1:54:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9734, top5_acc: 0.9972, loss_cls: 0.1789, loss: 0.1789 2023-12-30 20:34:23,560 - pyskl - INFO - Epoch [136][300/1970] lr: 1.199e-03, eta: 1:54:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1853, loss: 0.1853 2023-12-30 20:34:46,718 - pyskl - INFO - Epoch [136][400/1970] lr: 1.191e-03, eta: 1:53:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9975, loss_cls: 0.1739, loss: 0.1739 2023-12-30 20:35:09,877 - pyskl - INFO - Epoch [136][500/1970] lr: 1.183e-03, eta: 1:53:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9816, top5_acc: 0.9981, loss_cls: 0.1603, loss: 0.1603 2023-12-30 20:35:32,995 - pyskl - INFO - Epoch [136][600/1970] lr: 1.175e-03, eta: 1:52:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1698, loss: 0.1698 2023-12-30 20:35:56,115 - pyskl - INFO - Epoch [136][700/1970] lr: 1.167e-03, eta: 1:52:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9972, loss_cls: 0.1789, loss: 0.1789 2023-12-30 20:36:19,288 - pyskl - INFO - Epoch [136][800/1970] lr: 1.159e-03, eta: 1:52:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9978, loss_cls: 0.1722, loss: 0.1722 2023-12-30 20:36:42,462 - pyskl - INFO - Epoch [136][900/1970] lr: 1.151e-03, eta: 1:51:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9972, loss_cls: 0.1747, loss: 0.1747 2023-12-30 20:37:05,592 - pyskl - INFO - Epoch [136][1000/1970] lr: 1.143e-03, eta: 1:51:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9972, loss_cls: 0.1796, loss: 0.1796 2023-12-30 20:37:28,713 - pyskl - INFO - Epoch [136][1100/1970] lr: 1.135e-03, eta: 1:50:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9959, loss_cls: 0.1833, loss: 0.1833 2023-12-30 20:37:51,909 - pyskl - INFO - Epoch [136][1200/1970] lr: 1.127e-03, eta: 1:50:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1619, loss: 0.1619 2023-12-30 20:38:15,182 - pyskl - INFO - Epoch [136][1300/1970] lr: 1.119e-03, eta: 1:50:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9741, top5_acc: 0.9956, loss_cls: 0.1866, loss: 0.1866 2023-12-30 20:38:38,471 - pyskl - INFO - Epoch [136][1400/1970] lr: 1.111e-03, eta: 1:49:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9797, top5_acc: 0.9981, loss_cls: 0.1666, loss: 0.1666 2023-12-30 20:39:01,640 - pyskl - INFO - Epoch [136][1500/1970] lr: 1.103e-03, eta: 1:49:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9697, top5_acc: 0.9962, loss_cls: 0.1949, loss: 0.1949 2023-12-30 20:39:24,769 - pyskl - INFO - Epoch [136][1600/1970] lr: 1.096e-03, eta: 1:48:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9972, loss_cls: 0.1702, loss: 0.1702 2023-12-30 20:39:48,021 - pyskl - INFO - Epoch [136][1700/1970] lr: 1.088e-03, eta: 1:48:32, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9741, top5_acc: 0.9972, loss_cls: 0.1915, loss: 0.1915 2023-12-30 20:40:11,174 - pyskl - INFO - Epoch [136][1800/1970] lr: 1.080e-03, eta: 1:48:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9959, loss_cls: 0.1886, loss: 0.1886 2023-12-30 20:40:34,302 - pyskl - INFO - Epoch [136][1900/1970] lr: 1.072e-03, eta: 1:47:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9716, top5_acc: 0.9975, loss_cls: 0.1954, loss: 0.1954 2023-12-30 20:40:51,107 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-30 20:42:53,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:42:53,572 - pyskl - INFO - top1_acc 0.8271 top5_acc 0.9648 2023-12-30 20:42:53,576 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_135.pth was removed 2023-12-30 20:42:53,696 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-30 20:42:53,698 - pyskl - INFO - Best top1_acc is 0.8271 at 136 epoch. 2023-12-30 20:42:53,716 - pyskl - INFO - Epoch(val) [136][1592] top1_acc: 0.8271, top5_acc: 0.9648 2023-12-30 20:43:38,788 - pyskl - INFO - Epoch [137][100/1970] lr: 1.059e-03, eta: 1:47:06, time: 0.451, data_time: 0.221, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9966, loss_cls: 0.1851, loss: 0.1851 2023-12-30 20:44:01,751 - pyskl - INFO - Epoch [137][200/1970] lr: 1.052e-03, eta: 1:46:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9978, loss_cls: 0.1808, loss: 0.1808 2023-12-30 20:44:24,699 - pyskl - INFO - Epoch [137][300/1970] lr: 1.044e-03, eta: 1:46:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9778, top5_acc: 0.9956, loss_cls: 0.1777, loss: 0.1777 2023-12-30 20:44:47,640 - pyskl - INFO - Epoch [137][400/1970] lr: 1.037e-03, eta: 1:45:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9991, loss_cls: 0.1486, loss: 0.1486 2023-12-30 20:45:10,670 - pyskl - INFO - Epoch [137][500/1970] lr: 1.029e-03, eta: 1:45:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9759, top5_acc: 0.9962, loss_cls: 0.1751, loss: 0.1751 2023-12-30 20:45:33,801 - pyskl - INFO - Epoch [137][600/1970] lr: 1.021e-03, eta: 1:45:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1929, loss: 0.1929 2023-12-30 20:45:56,778 - pyskl - INFO - Epoch [137][700/1970] lr: 1.014e-03, eta: 1:44:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9975, loss_cls: 0.1695, loss: 0.1695 2023-12-30 20:46:19,767 - pyskl - INFO - Epoch [137][800/1970] lr: 1.006e-03, eta: 1:44:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9972, loss_cls: 0.1694, loss: 0.1694 2023-12-30 20:46:42,795 - pyskl - INFO - Epoch [137][900/1970] lr: 9.990e-04, eta: 1:43:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9772, top5_acc: 0.9972, loss_cls: 0.1681, loss: 0.1681 2023-12-30 20:47:05,772 - pyskl - INFO - Epoch [137][1000/1970] lr: 9.916e-04, eta: 1:43:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1748, loss: 0.1748 2023-12-30 20:47:28,775 - pyskl - INFO - Epoch [137][1100/1970] lr: 9.842e-04, eta: 1:43:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9766, top5_acc: 0.9978, loss_cls: 0.1683, loss: 0.1683 2023-12-30 20:47:51,839 - pyskl - INFO - Epoch [137][1200/1970] lr: 9.769e-04, eta: 1:42:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9753, top5_acc: 0.9962, loss_cls: 0.1635, loss: 0.1635 2023-12-30 20:48:14,901 - pyskl - INFO - Epoch [137][1300/1970] lr: 9.695e-04, eta: 1:42:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9991, loss_cls: 0.1626, loss: 0.1626 2023-12-30 20:48:37,939 - pyskl - INFO - Epoch [137][1400/1970] lr: 9.622e-04, eta: 1:42:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9753, top5_acc: 0.9981, loss_cls: 0.1738, loss: 0.1738 2023-12-30 20:49:00,971 - pyskl - INFO - Epoch [137][1500/1970] lr: 9.549e-04, eta: 1:41:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9741, top5_acc: 0.9969, loss_cls: 0.1810, loss: 0.1810 2023-12-30 20:49:23,928 - pyskl - INFO - Epoch [137][1600/1970] lr: 9.476e-04, eta: 1:41:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9966, loss_cls: 0.1667, loss: 0.1667 2023-12-30 20:49:46,921 - pyskl - INFO - Epoch [137][1700/1970] lr: 9.404e-04, eta: 1:40:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 0.1727, loss: 0.1727 2023-12-30 20:50:09,904 - pyskl - INFO - Epoch [137][1800/1970] lr: 9.332e-04, eta: 1:40:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9797, top5_acc: 0.9981, loss_cls: 0.1636, loss: 0.1636 2023-12-30 20:50:32,886 - pyskl - INFO - Epoch [137][1900/1970] lr: 9.260e-04, eta: 1:40:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9778, top5_acc: 0.9966, loss_cls: 0.1812, loss: 0.1812 2023-12-30 20:50:49,438 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-30 20:52:51,030 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 20:52:51,540 - pyskl - INFO - top1_acc 0.7900 top5_acc 0.9536 2023-12-30 20:52:51,560 - pyskl - INFO - Epoch(val) [137][1592] top1_acc: 0.7900, top5_acc: 0.9536 2023-12-30 20:53:36,260 - pyskl - INFO - Epoch [138][100/1970] lr: 9.139e-04, eta: 1:39:25, time: 0.447, data_time: 0.217, memory: 6499, top1_acc: 0.9747, top5_acc: 0.9981, loss_cls: 0.1650, loss: 0.1650 2023-12-30 20:53:59,250 - pyskl - INFO - Epoch [138][200/1970] lr: 9.068e-04, eta: 1:39:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9791, top5_acc: 0.9984, loss_cls: 0.1654, loss: 0.1654 2023-12-30 20:54:22,191 - pyskl - INFO - Epoch [138][300/1970] lr: 8.997e-04, eta: 1:38:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9978, loss_cls: 0.1481, loss: 0.1481 2023-12-30 20:54:45,175 - pyskl - INFO - Epoch [138][400/1970] lr: 8.926e-04, eta: 1:38:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9778, top5_acc: 0.9978, loss_cls: 0.1556, loss: 0.1556 2023-12-30 20:55:08,158 - pyskl - INFO - Epoch [138][500/1970] lr: 8.856e-04, eta: 1:37:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9984, loss_cls: 0.1516, loss: 0.1516 2023-12-30 20:55:31,095 - pyskl - INFO - Epoch [138][600/1970] lr: 8.786e-04, eta: 1:37:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9778, top5_acc: 0.9975, loss_cls: 0.1729, loss: 0.1729 2023-12-30 20:55:54,010 - pyskl - INFO - Epoch [138][700/1970] lr: 8.716e-04, eta: 1:37:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9978, loss_cls: 0.1573, loss: 0.1573 2023-12-30 20:56:16,954 - pyskl - INFO - Epoch [138][800/1970] lr: 8.647e-04, eta: 1:36:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9984, loss_cls: 0.1621, loss: 0.1621 2023-12-30 20:56:39,912 - pyskl - INFO - Epoch [138][900/1970] lr: 8.578e-04, eta: 1:36:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9984, loss_cls: 0.1554, loss: 0.1554 2023-12-30 20:57:02,925 - pyskl - INFO - Epoch [138][1000/1970] lr: 8.509e-04, eta: 1:35:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1501, loss: 0.1501 2023-12-30 20:57:25,900 - pyskl - INFO - Epoch [138][1100/1970] lr: 8.440e-04, eta: 1:35:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9972, loss_cls: 0.1665, loss: 0.1665 2023-12-30 20:57:48,865 - pyskl - INFO - Epoch [138][1200/1970] lr: 8.372e-04, eta: 1:35:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9972, loss_cls: 0.1684, loss: 0.1684 2023-12-30 20:58:11,797 - pyskl - INFO - Epoch [138][1300/1970] lr: 8.304e-04, eta: 1:34:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1780, loss: 0.1780 2023-12-30 20:58:34,825 - pyskl - INFO - Epoch [138][1400/1970] lr: 8.236e-04, eta: 1:34:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 0.1575, loss: 0.1575 2023-12-30 20:58:57,858 - pyskl - INFO - Epoch [138][1500/1970] lr: 8.169e-04, eta: 1:33:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.1530, loss: 0.1530 2023-12-30 20:59:20,826 - pyskl - INFO - Epoch [138][1600/1970] lr: 8.101e-04, eta: 1:33:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9778, top5_acc: 0.9969, loss_cls: 0.1653, loss: 0.1653 2023-12-30 20:59:43,751 - pyskl - INFO - Epoch [138][1700/1970] lr: 8.034e-04, eta: 1:33:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9778, top5_acc: 0.9962, loss_cls: 0.1674, loss: 0.1674 2023-12-30 21:00:06,796 - pyskl - INFO - Epoch [138][1800/1970] lr: 7.968e-04, eta: 1:32:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9959, loss_cls: 0.1758, loss: 0.1758 2023-12-30 21:00:29,920 - pyskl - INFO - Epoch [138][1900/1970] lr: 7.901e-04, eta: 1:32:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1646, loss: 0.1646 2023-12-30 21:00:46,563 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-30 21:02:48,967 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:02:49,454 - pyskl - INFO - top1_acc 0.8263 top5_acc 0.9653 2023-12-30 21:02:49,475 - pyskl - INFO - Epoch(val) [138][1592] top1_acc: 0.8263, top5_acc: 0.9653 2023-12-30 21:03:34,301 - pyskl - INFO - Epoch [139][100/1970] lr: 7.789e-04, eta: 1:31:44, time: 0.448, data_time: 0.217, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9972, loss_cls: 0.1473, loss: 0.1473 2023-12-30 21:03:57,528 - pyskl - INFO - Epoch [139][200/1970] lr: 7.723e-04, eta: 1:31:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9772, top5_acc: 0.9969, loss_cls: 0.1639, loss: 0.1639 2023-12-30 21:04:20,685 - pyskl - INFO - Epoch [139][300/1970] lr: 7.658e-04, eta: 1:30:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9822, top5_acc: 0.9988, loss_cls: 0.1453, loss: 0.1453 2023-12-30 21:04:43,857 - pyskl - INFO - Epoch [139][400/1970] lr: 7.593e-04, eta: 1:30:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1377, loss: 0.1377 2023-12-30 21:05:06,953 - pyskl - INFO - Epoch [139][500/1970] lr: 7.528e-04, eta: 1:30:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9809, top5_acc: 0.9975, loss_cls: 0.1523, loss: 0.1523 2023-12-30 21:05:30,069 - pyskl - INFO - Epoch [139][600/1970] lr: 7.463e-04, eta: 1:29:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9784, top5_acc: 0.9972, loss_cls: 0.1588, loss: 0.1588 2023-12-30 21:05:53,142 - pyskl - INFO - Epoch [139][700/1970] lr: 7.399e-04, eta: 1:29:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9834, top5_acc: 0.9981, loss_cls: 0.1465, loss: 0.1465 2023-12-30 21:06:16,336 - pyskl - INFO - Epoch [139][800/1970] lr: 7.335e-04, eta: 1:29:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9972, loss_cls: 0.1595, loss: 0.1595 2023-12-30 21:06:39,455 - pyskl - INFO - Epoch [139][900/1970] lr: 7.271e-04, eta: 1:28:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9834, top5_acc: 0.9978, loss_cls: 0.1418, loss: 0.1418 2023-12-30 21:07:02,620 - pyskl - INFO - Epoch [139][1000/1970] lr: 7.208e-04, eta: 1:28:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 0.1511, loss: 0.1511 2023-12-30 21:07:25,681 - pyskl - INFO - Epoch [139][1100/1970] lr: 7.144e-04, eta: 1:27:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9816, top5_acc: 0.9978, loss_cls: 0.1469, loss: 0.1469 2023-12-30 21:07:48,738 - pyskl - INFO - Epoch [139][1200/1970] lr: 7.081e-04, eta: 1:27:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9984, loss_cls: 0.1379, loss: 0.1379 2023-12-30 21:08:11,853 - pyskl - INFO - Epoch [139][1300/1970] lr: 7.019e-04, eta: 1:27:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9984, loss_cls: 0.1482, loss: 0.1482 2023-12-30 21:08:35,019 - pyskl - INFO - Epoch [139][1400/1970] lr: 6.956e-04, eta: 1:26:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9991, loss_cls: 0.1432, loss: 0.1432 2023-12-30 21:08:58,140 - pyskl - INFO - Epoch [139][1500/1970] lr: 6.894e-04, eta: 1:26:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 0.1511, loss: 0.1511 2023-12-30 21:09:21,272 - pyskl - INFO - Epoch [139][1600/1970] lr: 6.832e-04, eta: 1:25:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9772, top5_acc: 0.9972, loss_cls: 0.1603, loss: 0.1603 2023-12-30 21:09:44,375 - pyskl - INFO - Epoch [139][1700/1970] lr: 6.771e-04, eta: 1:25:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9991, loss_cls: 0.1407, loss: 0.1407 2023-12-30 21:10:07,529 - pyskl - INFO - Epoch [139][1800/1970] lr: 6.709e-04, eta: 1:25:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9834, top5_acc: 0.9984, loss_cls: 0.1399, loss: 0.1399 2023-12-30 21:10:30,721 - pyskl - INFO - Epoch [139][1900/1970] lr: 6.648e-04, eta: 1:24:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9969, loss_cls: 0.1516, loss: 0.1516 2023-12-30 21:10:47,299 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-30 21:12:49,714 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:12:50,195 - pyskl - INFO - top1_acc 0.8309 top5_acc 0.9649 2023-12-30 21:12:50,199 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_136.pth was removed 2023-12-30 21:12:50,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-30 21:12:50,416 - pyskl - INFO - Best top1_acc is 0.8309 at 139 epoch. 2023-12-30 21:12:50,434 - pyskl - INFO - Epoch(val) [139][1592] top1_acc: 0.8309, top5_acc: 0.9649 2023-12-30 21:13:35,075 - pyskl - INFO - Epoch [140][100/1970] lr: 6.545e-04, eta: 1:24:04, time: 0.446, data_time: 0.216, memory: 6499, top1_acc: 0.9816, top5_acc: 0.9978, loss_cls: 0.1503, loss: 0.1503 2023-12-30 21:13:58,134 - pyskl - INFO - Epoch [140][200/1970] lr: 6.485e-04, eta: 1:23:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9975, loss_cls: 0.1385, loss: 0.1385 2023-12-30 21:14:21,186 - pyskl - INFO - Epoch [140][300/1970] lr: 6.425e-04, eta: 1:23:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9975, loss_cls: 0.1504, loss: 0.1504 2023-12-30 21:14:44,221 - pyskl - INFO - Epoch [140][400/1970] lr: 6.365e-04, eta: 1:22:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9841, top5_acc: 0.9981, loss_cls: 0.1387, loss: 0.1387 2023-12-30 21:15:07,266 - pyskl - INFO - Epoch [140][500/1970] lr: 6.306e-04, eta: 1:22:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9841, top5_acc: 0.9981, loss_cls: 0.1388, loss: 0.1388 2023-12-30 21:15:30,290 - pyskl - INFO - Epoch [140][600/1970] lr: 6.247e-04, eta: 1:22:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9753, top5_acc: 0.9972, loss_cls: 0.1605, loss: 0.1605 2023-12-30 21:15:53,293 - pyskl - INFO - Epoch [140][700/1970] lr: 6.188e-04, eta: 1:21:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9978, loss_cls: 0.1437, loss: 0.1437 2023-12-30 21:16:16,344 - pyskl - INFO - Epoch [140][800/1970] lr: 6.129e-04, eta: 1:21:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9956, loss_cls: 0.1628, loss: 0.1628 2023-12-30 21:16:39,375 - pyskl - INFO - Epoch [140][900/1970] lr: 6.071e-04, eta: 1:20:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9984, loss_cls: 0.1447, loss: 0.1447 2023-12-30 21:17:02,384 - pyskl - INFO - Epoch [140][1000/1970] lr: 6.013e-04, eta: 1:20:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.1341, loss: 0.1341 2023-12-30 21:17:25,478 - pyskl - INFO - Epoch [140][1100/1970] lr: 5.955e-04, eta: 1:20:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9991, loss_cls: 0.1394, loss: 0.1394 2023-12-30 21:17:48,500 - pyskl - INFO - Epoch [140][1200/1970] lr: 5.897e-04, eta: 1:19:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1524, loss: 0.1524 2023-12-30 21:18:11,532 - pyskl - INFO - Epoch [140][1300/1970] lr: 5.840e-04, eta: 1:19:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1408, loss: 0.1408 2023-12-30 21:18:34,527 - pyskl - INFO - Epoch [140][1400/1970] lr: 5.783e-04, eta: 1:18:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9991, loss_cls: 0.1381, loss: 0.1381 2023-12-30 21:18:57,571 - pyskl - INFO - Epoch [140][1500/1970] lr: 5.726e-04, eta: 1:18:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9972, loss_cls: 0.1503, loss: 0.1503 2023-12-30 21:19:20,570 - pyskl - INFO - Epoch [140][1600/1970] lr: 5.670e-04, eta: 1:18:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1405, loss: 0.1405 2023-12-30 21:19:43,579 - pyskl - INFO - Epoch [140][1700/1970] lr: 5.614e-04, eta: 1:17:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9972, loss_cls: 0.1396, loss: 0.1396 2023-12-30 21:20:06,613 - pyskl - INFO - Epoch [140][1800/1970] lr: 5.558e-04, eta: 1:17:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9975, loss_cls: 0.1355, loss: 0.1355 2023-12-30 21:20:29,706 - pyskl - INFO - Epoch [140][1900/1970] lr: 5.502e-04, eta: 1:17:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9972, loss_cls: 0.1455, loss: 0.1455 2023-12-30 21:20:46,211 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-30 21:22:48,353 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:22:48,835 - pyskl - INFO - top1_acc 0.8296 top5_acc 0.9644 2023-12-30 21:22:48,854 - pyskl - INFO - Epoch(val) [140][1592] top1_acc: 0.8296, top5_acc: 0.9644 2023-12-30 21:23:34,157 - pyskl - INFO - Epoch [141][100/1970] lr: 5.409e-04, eta: 1:16:23, time: 0.453, data_time: 0.221, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9984, loss_cls: 0.1315, loss: 0.1315 2023-12-30 21:23:57,536 - pyskl - INFO - Epoch [141][200/1970] lr: 5.354e-04, eta: 1:16:00, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9975, loss_cls: 0.1362, loss: 0.1362 2023-12-30 21:24:20,805 - pyskl - INFO - Epoch [141][300/1970] lr: 5.299e-04, eta: 1:15:36, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9859, top5_acc: 0.9978, loss_cls: 0.1382, loss: 0.1382 2023-12-30 21:24:44,065 - pyskl - INFO - Epoch [141][400/1970] lr: 5.245e-04, eta: 1:15:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9859, top5_acc: 0.9978, loss_cls: 0.1429, loss: 0.1429 2023-12-30 21:25:07,213 - pyskl - INFO - Epoch [141][500/1970] lr: 5.191e-04, eta: 1:14:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9978, loss_cls: 0.1335, loss: 0.1335 2023-12-30 21:25:30,391 - pyskl - INFO - Epoch [141][600/1970] lr: 5.137e-04, eta: 1:14:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9809, top5_acc: 0.9984, loss_cls: 0.1360, loss: 0.1360 2023-12-30 21:25:53,562 - pyskl - INFO - Epoch [141][700/1970] lr: 5.084e-04, eta: 1:14:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9816, top5_acc: 0.9981, loss_cls: 0.1396, loss: 0.1396 2023-12-30 21:26:16,650 - pyskl - INFO - Epoch [141][800/1970] lr: 5.030e-04, eta: 1:13:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1389, loss: 0.1389 2023-12-30 21:26:39,682 - pyskl - INFO - Epoch [141][900/1970] lr: 4.977e-04, eta: 1:13:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1310, loss: 0.1310 2023-12-30 21:27:02,732 - pyskl - INFO - Epoch [141][1000/1970] lr: 4.925e-04, eta: 1:12:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9853, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 2023-12-30 21:27:25,808 - pyskl - INFO - Epoch [141][1100/1970] lr: 4.872e-04, eta: 1:12:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9969, loss_cls: 0.1491, loss: 0.1491 2023-12-30 21:27:48,863 - pyskl - INFO - Epoch [141][1200/1970] lr: 4.820e-04, eta: 1:12:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9988, loss_cls: 0.1291, loss: 0.1291 2023-12-30 21:28:11,923 - pyskl - INFO - Epoch [141][1300/1970] lr: 4.769e-04, eta: 1:11:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 0.1511, loss: 0.1511 2023-12-30 21:28:34,955 - pyskl - INFO - Epoch [141][1400/1970] lr: 4.717e-04, eta: 1:11:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9859, top5_acc: 0.9988, loss_cls: 0.1269, loss: 0.1269 2023-12-30 21:28:58,008 - pyskl - INFO - Epoch [141][1500/1970] lr: 4.666e-04, eta: 1:10:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9834, top5_acc: 0.9972, loss_cls: 0.1458, loss: 0.1458 2023-12-30 21:29:21,079 - pyskl - INFO - Epoch [141][1600/1970] lr: 4.615e-04, eta: 1:10:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1361, loss: 0.1361 2023-12-30 21:29:44,413 - pyskl - INFO - Epoch [141][1700/1970] lr: 4.564e-04, eta: 1:10:09, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9803, top5_acc: 0.9975, loss_cls: 0.1503, loss: 0.1503 2023-12-30 21:30:07,567 - pyskl - INFO - Epoch [141][1800/1970] lr: 4.514e-04, eta: 1:09:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9972, loss_cls: 0.1390, loss: 0.1390 2023-12-30 21:30:30,649 - pyskl - INFO - Epoch [141][1900/1970] lr: 4.464e-04, eta: 1:09:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9816, top5_acc: 0.9978, loss_cls: 0.1432, loss: 0.1432 2023-12-30 21:30:47,189 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-30 21:32:48,870 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:32:49,362 - pyskl - INFO - top1_acc 0.8294 top5_acc 0.9650 2023-12-30 21:32:49,382 - pyskl - INFO - Epoch(val) [141][1592] top1_acc: 0.8294, top5_acc: 0.9650 2023-12-30 21:33:33,926 - pyskl - INFO - Epoch [142][100/1970] lr: 4.379e-04, eta: 1:08:42, time: 0.445, data_time: 0.215, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9953, loss_cls: 0.1584, loss: 0.1584 2023-12-30 21:33:56,949 - pyskl - INFO - Epoch [142][200/1970] lr: 4.330e-04, eta: 1:08:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9822, top5_acc: 0.9981, loss_cls: 0.1308, loss: 0.1308 2023-12-30 21:34:19,934 - pyskl - INFO - Epoch [142][300/1970] lr: 4.281e-04, eta: 1:07:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9978, loss_cls: 0.1296, loss: 0.1296 2023-12-30 21:34:42,979 - pyskl - INFO - Epoch [142][400/1970] lr: 4.232e-04, eta: 1:07:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.1281, loss: 0.1281 2023-12-30 21:35:05,997 - pyskl - INFO - Epoch [142][500/1970] lr: 4.183e-04, eta: 1:07:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.1327, loss: 0.1327 2023-12-30 21:35:29,012 - pyskl - INFO - Epoch [142][600/1970] lr: 4.135e-04, eta: 1:06:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9984, loss_cls: 0.1280, loss: 0.1280 2023-12-30 21:35:52,025 - pyskl - INFO - Epoch [142][700/1970] lr: 4.087e-04, eta: 1:06:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.1453, loss: 0.1453 2023-12-30 21:36:15,102 - pyskl - INFO - Epoch [142][800/1970] lr: 4.039e-04, eta: 1:05:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9975, loss_cls: 0.1430, loss: 0.1430 2023-12-30 21:36:38,171 - pyskl - INFO - Epoch [142][900/1970] lr: 3.992e-04, eta: 1:05:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9984, loss_cls: 0.1211, loss: 0.1211 2023-12-30 21:37:01,238 - pyskl - INFO - Epoch [142][1000/1970] lr: 3.945e-04, eta: 1:05:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1341, loss: 0.1341 2023-12-30 21:37:24,267 - pyskl - INFO - Epoch [142][1100/1970] lr: 3.898e-04, eta: 1:04:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9988, loss_cls: 0.1336, loss: 0.1336 2023-12-30 21:37:47,292 - pyskl - INFO - Epoch [142][1200/1970] lr: 3.851e-04, eta: 1:04:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.1244, loss: 0.1244 2023-12-30 21:38:10,326 - pyskl - INFO - Epoch [142][1300/1970] lr: 3.805e-04, eta: 1:04:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9978, loss_cls: 0.1334, loss: 0.1334 2023-12-30 21:38:33,410 - pyskl - INFO - Epoch [142][1400/1970] lr: 3.759e-04, eta: 1:03:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9991, loss_cls: 0.1280, loss: 0.1280 2023-12-30 21:38:56,417 - pyskl - INFO - Epoch [142][1500/1970] lr: 3.713e-04, eta: 1:03:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1330, loss: 0.1330 2023-12-30 21:39:19,459 - pyskl - INFO - Epoch [142][1600/1970] lr: 3.667e-04, eta: 1:02:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9991, loss_cls: 0.1353, loss: 0.1353 2023-12-30 21:39:42,432 - pyskl - INFO - Epoch [142][1700/1970] lr: 3.622e-04, eta: 1:02:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9853, top5_acc: 0.9988, loss_cls: 0.1286, loss: 0.1286 2023-12-30 21:40:05,442 - pyskl - INFO - Epoch [142][1800/1970] lr: 3.577e-04, eta: 1:02:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1246, loss: 0.1246 2023-12-30 21:40:28,434 - pyskl - INFO - Epoch [142][1900/1970] lr: 3.533e-04, eta: 1:01:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.1439, loss: 0.1439 2023-12-30 21:40:44,968 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-30 21:42:46,643 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:42:47,127 - pyskl - INFO - top1_acc 0.8312 top5_acc 0.9660 2023-12-30 21:42:47,132 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_139.pth was removed 2023-12-30 21:42:47,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2023-12-30 21:42:47,258 - pyskl - INFO - Best top1_acc is 0.8312 at 142 epoch. 2023-12-30 21:42:47,278 - pyskl - INFO - Epoch(val) [142][1592] top1_acc: 0.8312, top5_acc: 0.9660 2023-12-30 21:43:31,954 - pyskl - INFO - Epoch [143][100/1970] lr: 3.457e-04, eta: 1:01:02, time: 0.447, data_time: 0.216, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9972, loss_cls: 0.1284, loss: 0.1284 2023-12-30 21:43:54,978 - pyskl - INFO - Epoch [143][200/1970] lr: 3.413e-04, eta: 1:00:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1362, loss: 0.1362 2023-12-30 21:44:17,971 - pyskl - INFO - Epoch [143][300/1970] lr: 3.370e-04, eta: 1:00:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9984, loss_cls: 0.1240, loss: 0.1240 2023-12-30 21:44:40,975 - pyskl - INFO - Epoch [143][400/1970] lr: 3.326e-04, eta: 0:59:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9991, loss_cls: 0.1402, loss: 0.1402 2023-12-30 21:45:03,966 - pyskl - INFO - Epoch [143][500/1970] lr: 3.283e-04, eta: 0:59:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9859, top5_acc: 0.9978, loss_cls: 0.1337, loss: 0.1337 2023-12-30 21:45:26,882 - pyskl - INFO - Epoch [143][600/1970] lr: 3.240e-04, eta: 0:59:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9984, loss_cls: 0.1282, loss: 0.1282 2023-12-30 21:45:49,793 - pyskl - INFO - Epoch [143][700/1970] lr: 3.198e-04, eta: 0:58:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9859, top5_acc: 0.9981, loss_cls: 0.1273, loss: 0.1273 2023-12-30 21:46:12,696 - pyskl - INFO - Epoch [143][800/1970] lr: 3.156e-04, eta: 0:58:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1155, loss: 0.1155 2023-12-30 21:46:35,638 - pyskl - INFO - Epoch [143][900/1970] lr: 3.114e-04, eta: 0:57:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9988, loss_cls: 0.1190, loss: 0.1190 2023-12-30 21:46:58,666 - pyskl - INFO - Epoch [143][1000/1970] lr: 3.072e-04, eta: 0:57:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9853, top5_acc: 0.9981, loss_cls: 0.1257, loss: 0.1257 2023-12-30 21:47:21,706 - pyskl - INFO - Epoch [143][1100/1970] lr: 3.031e-04, eta: 0:57:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9981, loss_cls: 0.1332, loss: 0.1332 2023-12-30 21:47:44,735 - pyskl - INFO - Epoch [143][1200/1970] lr: 2.990e-04, eta: 0:56:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.1247, loss: 0.1247 2023-12-30 21:48:07,787 - pyskl - INFO - Epoch [143][1300/1970] lr: 2.949e-04, eta: 0:56:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9978, loss_cls: 0.1233, loss: 0.1233 2023-12-30 21:48:30,946 - pyskl - INFO - Epoch [143][1400/1970] lr: 2.908e-04, eta: 0:55:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9975, loss_cls: 0.1296, loss: 0.1296 2023-12-30 21:48:54,039 - pyskl - INFO - Epoch [143][1500/1970] lr: 2.868e-04, eta: 0:55:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9994, loss_cls: 0.1178, loss: 0.1178 2023-12-30 21:49:16,976 - pyskl - INFO - Epoch [143][1600/1970] lr: 2.828e-04, eta: 0:55:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9903, top5_acc: 0.9984, loss_cls: 0.1135, loss: 0.1135 2023-12-30 21:49:39,882 - pyskl - INFO - Epoch [143][1700/1970] lr: 2.788e-04, eta: 0:54:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9828, top5_acc: 0.9972, loss_cls: 0.1389, loss: 0.1389 2023-12-30 21:50:02,773 - pyskl - INFO - Epoch [143][1800/1970] lr: 2.749e-04, eta: 0:54:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1220, loss: 0.1220 2023-12-30 21:50:25,755 - pyskl - INFO - Epoch [143][1900/1970] lr: 2.710e-04, eta: 0:54:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.1261, loss: 0.1261 2023-12-30 21:50:42,231 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-30 21:52:43,971 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 21:52:44,453 - pyskl - INFO - top1_acc 0.8326 top5_acc 0.9657 2023-12-30 21:52:44,457 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_142.pth was removed 2023-12-30 21:52:44,578 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. 2023-12-30 21:52:44,580 - pyskl - INFO - Best top1_acc is 0.8326 at 143 epoch. 2023-12-30 21:52:44,597 - pyskl - INFO - Epoch(val) [143][1592] top1_acc: 0.8326, top5_acc: 0.9657 2023-12-30 21:53:29,453 - pyskl - INFO - Epoch [144][100/1970] lr: 2.644e-04, eta: 0:53:21, time: 0.448, data_time: 0.218, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9981, loss_cls: 0.1264, loss: 0.1264 2023-12-30 21:53:52,595 - pyskl - INFO - Epoch [144][200/1970] lr: 2.605e-04, eta: 0:52:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1178, loss: 0.1178 2023-12-30 21:54:15,696 - pyskl - INFO - Epoch [144][300/1970] lr: 2.567e-04, eta: 0:52:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9975, loss_cls: 0.1263, loss: 0.1263 2023-12-30 21:54:38,808 - pyskl - INFO - Epoch [144][400/1970] lr: 2.529e-04, eta: 0:52:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9984, loss_cls: 0.1244, loss: 0.1244 2023-12-30 21:55:01,800 - pyskl - INFO - Epoch [144][500/1970] lr: 2.492e-04, eta: 0:51:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1336, loss: 0.1336 2023-12-30 21:55:24,908 - pyskl - INFO - Epoch [144][600/1970] lr: 2.454e-04, eta: 0:51:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9975, loss_cls: 0.1350, loss: 0.1350 2023-12-30 21:55:48,012 - pyskl - INFO - Epoch [144][700/1970] lr: 2.417e-04, eta: 0:51:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1239, loss: 0.1239 2023-12-30 21:56:11,119 - pyskl - INFO - Epoch [144][800/1970] lr: 2.381e-04, eta: 0:50:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9975, loss_cls: 0.1257, loss: 0.1257 2023-12-30 21:56:34,239 - pyskl - INFO - Epoch [144][900/1970] lr: 2.344e-04, eta: 0:50:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9981, loss_cls: 0.1272, loss: 0.1272 2023-12-30 21:56:57,288 - pyskl - INFO - Epoch [144][1000/1970] lr: 2.308e-04, eta: 0:49:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9978, loss_cls: 0.1292, loss: 0.1292 2023-12-30 21:57:20,346 - pyskl - INFO - Epoch [144][1100/1970] lr: 2.272e-04, eta: 0:49:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9991, loss_cls: 0.1137, loss: 0.1137 2023-12-30 21:57:43,398 - pyskl - INFO - Epoch [144][1200/1970] lr: 2.236e-04, eta: 0:49:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9997, loss_cls: 0.1117, loss: 0.1117 2023-12-30 21:58:06,464 - pyskl - INFO - Epoch [144][1300/1970] lr: 2.201e-04, eta: 0:48:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9841, top5_acc: 0.9972, loss_cls: 0.1400, loss: 0.1400 2023-12-30 21:58:29,427 - pyskl - INFO - Epoch [144][1400/1970] lr: 2.166e-04, eta: 0:48:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9981, loss_cls: 0.1204, loss: 0.1204 2023-12-30 21:58:52,409 - pyskl - INFO - Epoch [144][1500/1970] lr: 2.131e-04, eta: 0:47:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9981, loss_cls: 0.1160, loss: 0.1160 2023-12-30 21:59:15,359 - pyskl - INFO - Epoch [144][1600/1970] lr: 2.097e-04, eta: 0:47:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1276, loss: 0.1276 2023-12-30 21:59:38,328 - pyskl - INFO - Epoch [144][1700/1970] lr: 2.063e-04, eta: 0:47:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.1226, loss: 0.1226 2023-12-30 22:00:01,370 - pyskl - INFO - Epoch [144][1800/1970] lr: 2.029e-04, eta: 0:46:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.1297, loss: 0.1297 2023-12-30 22:00:24,397 - pyskl - INFO - Epoch [144][1900/1970] lr: 1.995e-04, eta: 0:46:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9975, loss_cls: 0.1244, loss: 0.1244 2023-12-30 22:00:40,990 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-30 22:02:42,623 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 22:02:43,113 - pyskl - INFO - top1_acc 0.8344 top5_acc 0.9651 2023-12-30 22:02:43,118 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_143.pth was removed 2023-12-30 22:02:43,240 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-30 22:02:43,242 - pyskl - INFO - Best top1_acc is 0.8344 at 144 epoch. 2023-12-30 22:02:43,262 - pyskl - INFO - Epoch(val) [144][1592] top1_acc: 0.8344, top5_acc: 0.9651 2023-12-30 22:03:29,134 - pyskl - INFO - Epoch [145][100/1970] lr: 1.938e-04, eta: 0:45:40, time: 0.459, data_time: 0.228, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9988, loss_cls: 0.1254, loss: 0.1254 2023-12-30 22:03:52,203 - pyskl - INFO - Epoch [145][200/1970] lr: 1.906e-04, eta: 0:45:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1210, loss: 0.1210 2023-12-30 22:04:15,174 - pyskl - INFO - Epoch [145][300/1970] lr: 1.873e-04, eta: 0:44:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.1169, loss: 0.1169 2023-12-30 22:04:38,142 - pyskl - INFO - Epoch [145][400/1970] lr: 1.841e-04, eta: 0:44:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1098, loss: 0.1098 2023-12-30 22:05:01,119 - pyskl - INFO - Epoch [145][500/1970] lr: 1.809e-04, eta: 0:44:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.1235, loss: 0.1235 2023-12-30 22:05:24,101 - pyskl - INFO - Epoch [145][600/1970] lr: 1.777e-04, eta: 0:43:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1218, loss: 0.1218 2023-12-30 22:05:47,084 - pyskl - INFO - Epoch [145][700/1970] lr: 1.745e-04, eta: 0:43:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9994, loss_cls: 0.1129, loss: 0.1129 2023-12-30 22:06:10,079 - pyskl - INFO - Epoch [145][800/1970] lr: 1.714e-04, eta: 0:42:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1230, loss: 0.1230 2023-12-30 22:06:33,266 - pyskl - INFO - Epoch [145][900/1970] lr: 1.683e-04, eta: 0:42:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9991, loss_cls: 0.1137, loss: 0.1137 2023-12-30 22:06:56,325 - pyskl - INFO - Epoch [145][1000/1970] lr: 1.653e-04, eta: 0:42:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9972, loss_cls: 0.1205, loss: 0.1205 2023-12-30 22:07:19,309 - pyskl - INFO - Epoch [145][1100/1970] lr: 1.622e-04, eta: 0:41:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9991, loss_cls: 0.1158, loss: 0.1158 2023-12-30 22:07:42,356 - pyskl - INFO - Epoch [145][1200/1970] lr: 1.592e-04, eta: 0:41:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9859, top5_acc: 0.9969, loss_cls: 0.1298, loss: 0.1298 2023-12-30 22:08:05,408 - pyskl - INFO - Epoch [145][1300/1970] lr: 1.562e-04, eta: 0:40:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1248, loss: 0.1248 2023-12-30 22:08:28,434 - pyskl - INFO - Epoch [145][1400/1970] lr: 1.533e-04, eta: 0:40:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.1133, loss: 0.1133 2023-12-30 22:08:51,443 - pyskl - INFO - Epoch [145][1500/1970] lr: 1.503e-04, eta: 0:40:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9972, loss_cls: 0.1176, loss: 0.1176 2023-12-30 22:09:14,460 - pyskl - INFO - Epoch [145][1600/1970] lr: 1.475e-04, eta: 0:39:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9984, loss_cls: 0.1211, loss: 0.1211 2023-12-30 22:09:37,495 - pyskl - INFO - Epoch [145][1700/1970] lr: 1.446e-04, eta: 0:39:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9975, loss_cls: 0.1166, loss: 0.1166 2023-12-30 22:10:00,488 - pyskl - INFO - Epoch [145][1800/1970] lr: 1.417e-04, eta: 0:39:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.1122, loss: 0.1122 2023-12-30 22:10:23,577 - pyskl - INFO - Epoch [145][1900/1970] lr: 1.389e-04, eta: 0:38:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9988, loss_cls: 0.1166, loss: 0.1166 2023-12-30 22:10:40,163 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-30 22:12:42,343 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 22:12:42,830 - pyskl - INFO - top1_acc 0.8332 top5_acc 0.9655 2023-12-30 22:12:42,850 - pyskl - INFO - Epoch(val) [145][1592] top1_acc: 0.8332, top5_acc: 0.9655 2023-12-30 22:13:27,412 - pyskl - INFO - Epoch [146][100/1970] lr: 1.342e-04, eta: 0:37:59, time: 0.446, data_time: 0.215, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.1203, loss: 0.1203 2023-12-30 22:13:50,447 - pyskl - INFO - Epoch [146][200/1970] lr: 1.315e-04, eta: 0:37:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9984, loss_cls: 0.1140, loss: 0.1140 2023-12-30 22:14:13,465 - pyskl - INFO - Epoch [146][300/1970] lr: 1.288e-04, eta: 0:37:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.1186, loss: 0.1186 2023-12-30 22:14:36,478 - pyskl - INFO - Epoch [146][400/1970] lr: 1.261e-04, eta: 0:36:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1272, loss: 0.1272 2023-12-30 22:14:59,457 - pyskl - INFO - Epoch [146][500/1970] lr: 1.234e-04, eta: 0:36:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1087, loss: 0.1087 2023-12-30 22:15:22,440 - pyskl - INFO - Epoch [146][600/1970] lr: 1.208e-04, eta: 0:36:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1256, loss: 0.1256 2023-12-30 22:15:45,381 - pyskl - INFO - Epoch [146][700/1970] lr: 1.182e-04, eta: 0:35:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9972, loss_cls: 0.1336, loss: 0.1336 2023-12-30 22:16:08,334 - pyskl - INFO - Epoch [146][800/1970] lr: 1.157e-04, eta: 0:35:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9991, loss_cls: 0.1193, loss: 0.1193 2023-12-30 22:16:31,244 - pyskl - INFO - Epoch [146][900/1970] lr: 1.131e-04, eta: 0:34:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9978, loss_cls: 0.1186, loss: 0.1186 2023-12-30 22:16:54,141 - pyskl - INFO - Epoch [146][1000/1970] lr: 1.106e-04, eta: 0:34:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9984, loss_cls: 0.1267, loss: 0.1267 2023-12-30 22:17:17,035 - pyskl - INFO - Epoch [146][1100/1970] lr: 1.081e-04, eta: 0:34:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.1259, loss: 0.1259 2023-12-30 22:17:39,938 - pyskl - INFO - Epoch [146][1200/1970] lr: 1.057e-04, eta: 0:33:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9984, loss_cls: 0.1294, loss: 0.1294 2023-12-30 22:18:03,033 - pyskl - INFO - Epoch [146][1300/1970] lr: 1.032e-04, eta: 0:33:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9981, loss_cls: 0.1198, loss: 0.1198 2023-12-30 22:18:26,155 - pyskl - INFO - Epoch [146][1400/1970] lr: 1.008e-04, eta: 0:32:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1193, loss: 0.1193 2023-12-30 22:18:49,162 - pyskl - INFO - Epoch [146][1500/1970] lr: 9.847e-05, eta: 0:32:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.1129, loss: 0.1129 2023-12-30 22:19:12,142 - pyskl - INFO - Epoch [146][1600/1970] lr: 9.612e-05, eta: 0:32:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9994, loss_cls: 0.1145, loss: 0.1145 2023-12-30 22:19:35,216 - pyskl - INFO - Epoch [146][1700/1970] lr: 9.381e-05, eta: 0:31:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9988, loss_cls: 0.1154, loss: 0.1154 2023-12-30 22:19:58,345 - pyskl - INFO - Epoch [146][1800/1970] lr: 9.152e-05, eta: 0:31:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.1159, loss: 0.1159 2023-12-30 22:20:21,388 - pyskl - INFO - Epoch [146][1900/1970] lr: 8.926e-05, eta: 0:30:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.1098, loss: 0.1098 2023-12-30 22:20:37,872 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-30 22:22:40,450 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 22:22:40,936 - pyskl - INFO - top1_acc 0.8384 top5_acc 0.9671 2023-12-30 22:22:40,941 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_144.pth was removed 2023-12-30 22:22:41,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. 2023-12-30 22:22:41,067 - pyskl - INFO - Best top1_acc is 0.8384 at 146 epoch. 2023-12-30 22:22:41,088 - pyskl - INFO - Epoch(val) [146][1592] top1_acc: 0.8384, top5_acc: 0.9671 2023-12-30 22:23:26,755 - pyskl - INFO - Epoch [147][100/1970] lr: 8.549e-05, eta: 0:30:19, time: 0.457, data_time: 0.226, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1230, loss: 0.1230 2023-12-30 22:23:49,836 - pyskl - INFO - Epoch [147][200/1970] lr: 8.331e-05, eta: 0:29:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9978, loss_cls: 0.1204, loss: 0.1204 2023-12-30 22:24:13,003 - pyskl - INFO - Epoch [147][300/1970] lr: 8.115e-05, eta: 0:29:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9984, loss_cls: 0.1156, loss: 0.1156 2023-12-30 22:24:36,165 - pyskl - INFO - Epoch [147][400/1970] lr: 7.903e-05, eta: 0:29:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9978, loss_cls: 0.1244, loss: 0.1244 2023-12-30 22:24:59,384 - pyskl - INFO - Epoch [147][500/1970] lr: 7.693e-05, eta: 0:28:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1214, loss: 0.1214 2023-12-30 22:25:22,519 - pyskl - INFO - Epoch [147][600/1970] lr: 7.486e-05, eta: 0:28:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9981, loss_cls: 0.1153, loss: 0.1153 2023-12-30 22:25:45,711 - pyskl - INFO - Epoch [147][700/1970] lr: 7.282e-05, eta: 0:27:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9984, loss_cls: 0.1137, loss: 0.1137 2023-12-30 22:26:08,863 - pyskl - INFO - Epoch [147][800/1970] lr: 7.081e-05, eta: 0:27:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.1152, loss: 0.1152 2023-12-30 22:26:32,009 - pyskl - INFO - Epoch [147][900/1970] lr: 6.882e-05, eta: 0:27:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9909, top5_acc: 0.9984, loss_cls: 0.1134, loss: 0.1134 2023-12-30 22:26:55,108 - pyskl - INFO - Epoch [147][1000/1970] lr: 6.687e-05, eta: 0:26:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9984, loss_cls: 0.1104, loss: 0.1104 2023-12-30 22:27:18,229 - pyskl - INFO - Epoch [147][1100/1970] lr: 6.494e-05, eta: 0:26:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9984, loss_cls: 0.1187, loss: 0.1187 2023-12-30 22:27:41,380 - pyskl - INFO - Epoch [147][1200/1970] lr: 6.304e-05, eta: 0:26:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9984, loss_cls: 0.1104, loss: 0.1104 2023-12-30 22:28:04,543 - pyskl - INFO - Epoch [147][1300/1970] lr: 6.116e-05, eta: 0:25:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9978, loss_cls: 0.1258, loss: 0.1258 2023-12-30 22:28:27,713 - pyskl - INFO - Epoch [147][1400/1970] lr: 5.932e-05, eta: 0:25:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9903, top5_acc: 0.9994, loss_cls: 0.1076, loss: 0.1076 2023-12-30 22:28:50,813 - pyskl - INFO - Epoch [147][1500/1970] lr: 5.751e-05, eta: 0:24:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9981, loss_cls: 0.1227, loss: 0.1227 2023-12-30 22:29:13,896 - pyskl - INFO - Epoch [147][1600/1970] lr: 5.572e-05, eta: 0:24:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9991, loss_cls: 0.1110, loss: 0.1110 2023-12-30 22:29:36,995 - pyskl - INFO - Epoch [147][1700/1970] lr: 5.396e-05, eta: 0:24:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9991, loss_cls: 0.1180, loss: 0.1180 2023-12-30 22:30:00,347 - pyskl - INFO - Epoch [147][1800/1970] lr: 5.223e-05, eta: 0:23:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9994, loss_cls: 0.1136, loss: 0.1136 2023-12-30 22:30:23,485 - pyskl - INFO - Epoch [147][1900/1970] lr: 5.052e-05, eta: 0:23:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9984, loss_cls: 0.1231, loss: 0.1231 2023-12-30 22:30:40,142 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-30 22:32:42,850 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 22:32:43,330 - pyskl - INFO - top1_acc 0.8379 top5_acc 0.9659 2023-12-30 22:32:43,349 - pyskl - INFO - Epoch(val) [147][1592] top1_acc: 0.8379, top5_acc: 0.9659 2023-12-30 22:33:28,322 - pyskl - INFO - Epoch [148][100/1970] lr: 4.769e-05, eta: 0:22:38, time: 0.450, data_time: 0.219, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9984, loss_cls: 0.1168, loss: 0.1168 2023-12-30 22:33:51,428 - pyskl - INFO - Epoch [148][200/1970] lr: 4.607e-05, eta: 0:22:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.1234, loss: 0.1234 2023-12-30 22:34:14,565 - pyskl - INFO - Epoch [148][300/1970] lr: 4.447e-05, eta: 0:21:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9984, loss_cls: 0.1164, loss: 0.1164 2023-12-30 22:34:37,810 - pyskl - INFO - Epoch [148][400/1970] lr: 4.290e-05, eta: 0:21:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9991, loss_cls: 0.1068, loss: 0.1068 2023-12-30 22:35:00,859 - pyskl - INFO - Epoch [148][500/1970] lr: 4.136e-05, eta: 0:21:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9984, loss_cls: 0.1160, loss: 0.1160 2023-12-30 22:35:23,912 - pyskl - INFO - Epoch [148][600/1970] lr: 3.984e-05, eta: 0:20:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9978, loss_cls: 0.1276, loss: 0.1276 2023-12-30 22:35:46,925 - pyskl - INFO - Epoch [148][700/1970] lr: 3.836e-05, eta: 0:20:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9853, top5_acc: 0.9991, loss_cls: 0.1196, loss: 0.1196 2023-12-30 22:36:09,908 - pyskl - INFO - Epoch [148][800/1970] lr: 3.690e-05, eta: 0:19:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9978, loss_cls: 0.1204, loss: 0.1204 2023-12-30 22:36:32,879 - pyskl - INFO - Epoch [148][900/1970] lr: 3.547e-05, eta: 0:19:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.1114, loss: 0.1114 2023-12-30 22:36:55,838 - pyskl - INFO - Epoch [148][1000/1970] lr: 3.407e-05, eta: 0:19:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9984, loss_cls: 0.1101, loss: 0.1101 2023-12-30 22:37:18,781 - pyskl - INFO - Epoch [148][1100/1970] lr: 3.269e-05, eta: 0:18:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9988, loss_cls: 0.1139, loss: 0.1139 2023-12-30 22:37:41,746 - pyskl - INFO - Epoch [148][1200/1970] lr: 3.135e-05, eta: 0:18:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9903, top5_acc: 0.9981, loss_cls: 0.1084, loss: 0.1084 2023-12-30 22:38:04,728 - pyskl - INFO - Epoch [148][1300/1970] lr: 3.003e-05, eta: 0:17:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.1111, loss: 0.1111 2023-12-30 22:38:27,670 - pyskl - INFO - Epoch [148][1400/1970] lr: 2.874e-05, eta: 0:17:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9984, loss_cls: 0.1098, loss: 0.1098 2023-12-30 22:38:50,647 - pyskl - INFO - Epoch [148][1500/1970] lr: 2.748e-05, eta: 0:17:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9981, loss_cls: 0.1196, loss: 0.1196 2023-12-30 22:39:13,597 - pyskl - INFO - Epoch [148][1600/1970] lr: 2.625e-05, eta: 0:16:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.1116, loss: 0.1116 2023-12-30 22:39:36,596 - pyskl - INFO - Epoch [148][1700/1970] lr: 2.505e-05, eta: 0:16:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9988, loss_cls: 0.1128, loss: 0.1128 2023-12-30 22:39:59,598 - pyskl - INFO - Epoch [148][1800/1970] lr: 2.387e-05, eta: 0:16:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9991, loss_cls: 0.1100, loss: 0.1100 2023-12-30 22:40:22,565 - pyskl - INFO - Epoch [148][1900/1970] lr: 2.273e-05, eta: 0:15:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9991, loss_cls: 0.1132, loss: 0.1132 2023-12-30 22:40:39,034 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-30 22:42:40,505 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 22:42:40,985 - pyskl - INFO - top1_acc 0.8362 top5_acc 0.9648 2023-12-30 22:42:41,006 - pyskl - INFO - Epoch(val) [148][1592] top1_acc: 0.8362, top5_acc: 0.9648 2023-12-30 22:43:26,508 - pyskl - INFO - Epoch [149][100/1970] lr: 2.084e-05, eta: 0:14:57, time: 0.455, data_time: 0.225, memory: 6499, top1_acc: 0.9903, top5_acc: 0.9988, loss_cls: 0.1160, loss: 0.1160 2023-12-30 22:43:49,593 - pyskl - INFO - Epoch [149][200/1970] lr: 1.977e-05, eta: 0:14:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9984, loss_cls: 0.1111, loss: 0.1111 2023-12-30 22:44:12,678 - pyskl - INFO - Epoch [149][300/1970] lr: 1.873e-05, eta: 0:14:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9878, top5_acc: 0.9975, loss_cls: 0.1165, loss: 0.1165 2023-12-30 22:44:35,763 - pyskl - INFO - Epoch [149][400/1970] lr: 1.771e-05, eta: 0:13:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9984, loss_cls: 0.1175, loss: 0.1175 2023-12-30 22:44:58,862 - pyskl - INFO - Epoch [149][500/1970] lr: 1.673e-05, eta: 0:13:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9994, loss_cls: 0.1095, loss: 0.1095 2023-12-30 22:45:21,966 - pyskl - INFO - Epoch [149][600/1970] lr: 1.577e-05, eta: 0:13:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9981, loss_cls: 0.1194, loss: 0.1194 2023-12-30 22:45:45,107 - pyskl - INFO - Epoch [149][700/1970] lr: 1.484e-05, eta: 0:12:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.1040, loss: 0.1040 2023-12-30 22:46:08,189 - pyskl - INFO - Epoch [149][800/1970] lr: 1.394e-05, eta: 0:12:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9978, loss_cls: 0.1151, loss: 0.1151 2023-12-30 22:46:31,251 - pyskl - INFO - Epoch [149][900/1970] lr: 1.306e-05, eta: 0:11:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9991, loss_cls: 0.1176, loss: 0.1176 2023-12-30 22:46:54,345 - pyskl - INFO - Epoch [149][1000/1970] lr: 1.222e-05, eta: 0:11:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9928, top5_acc: 0.9991, loss_cls: 0.1055, loss: 0.1055 2023-12-30 22:47:17,445 - pyskl - INFO - Epoch [149][1100/1970] lr: 1.140e-05, eta: 0:11:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1093, loss: 0.1093 2023-12-30 22:47:40,506 - pyskl - INFO - Epoch [149][1200/1970] lr: 1.061e-05, eta: 0:10:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.1103, loss: 0.1103 2023-12-30 22:48:03,607 - pyskl - INFO - Epoch [149][1300/1970] lr: 9.854e-06, eta: 0:10:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9909, top5_acc: 0.9988, loss_cls: 0.1045, loss: 0.1045 2023-12-30 22:48:26,672 - pyskl - INFO - Epoch [149][1400/1970] lr: 9.122e-06, eta: 0:09:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9997, loss_cls: 0.1129, loss: 0.1129 2023-12-30 22:48:49,747 - pyskl - INFO - Epoch [149][1500/1970] lr: 8.418e-06, eta: 0:09:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9872, top5_acc: 0.9981, loss_cls: 0.1187, loss: 0.1187 2023-12-30 22:49:12,810 - pyskl - INFO - Epoch [149][1600/1970] lr: 7.742e-06, eta: 0:09:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9984, loss_cls: 0.1149, loss: 0.1149 2023-12-30 22:49:35,865 - pyskl - INFO - Epoch [149][1700/1970] lr: 7.095e-06, eta: 0:08:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.1039, loss: 0.1039 2023-12-30 22:49:59,340 - pyskl - INFO - Epoch [149][1800/1970] lr: 6.476e-06, eta: 0:08:20, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9984, loss_cls: 0.1179, loss: 0.1179 2023-12-30 22:50:22,877 - pyskl - INFO - Epoch [149][1900/1970] lr: 5.885e-06, eta: 0:07:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1076, loss: 0.1076 2023-12-30 22:50:39,606 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-30 22:52:40,837 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 22:52:41,332 - pyskl - INFO - top1_acc 0.8331 top5_acc 0.9663 2023-12-30 22:52:41,354 - pyskl - INFO - Epoch(val) [149][1592] top1_acc: 0.8331, top5_acc: 0.9663 2023-12-30 22:53:26,255 - pyskl - INFO - Epoch [150][100/1970] lr: 4.946e-06, eta: 0:07:17, time: 0.449, data_time: 0.218, memory: 6499, top1_acc: 0.9909, top5_acc: 0.9984, loss_cls: 0.1085, loss: 0.1085 2023-12-30 22:53:49,381 - pyskl - INFO - Epoch [150][200/1970] lr: 4.431e-06, eta: 0:06:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1142, loss: 0.1142 2023-12-30 22:54:12,486 - pyskl - INFO - Epoch [150][300/1970] lr: 3.945e-06, eta: 0:06:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9903, top5_acc: 0.9994, loss_cls: 0.1086, loss: 0.1086 2023-12-30 22:54:35,538 - pyskl - INFO - Epoch [150][400/1970] lr: 3.487e-06, eta: 0:06:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9916, top5_acc: 0.9988, loss_cls: 0.1010, loss: 0.1010 2023-12-30 22:54:58,617 - pyskl - INFO - Epoch [150][500/1970] lr: 3.057e-06, eta: 0:05:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9891, top5_acc: 0.9994, loss_cls: 0.1098, loss: 0.1098 2023-12-30 22:55:21,770 - pyskl - INFO - Epoch [150][600/1970] lr: 2.656e-06, eta: 0:05:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9978, loss_cls: 0.1315, loss: 0.1315 2023-12-30 22:55:44,976 - pyskl - INFO - Epoch [150][700/1970] lr: 2.282e-06, eta: 0:04:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9866, top5_acc: 0.9975, loss_cls: 0.1286, loss: 0.1286 2023-12-30 22:56:08,080 - pyskl - INFO - Epoch [150][800/1970] lr: 1.937e-06, eta: 0:04:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9978, loss_cls: 0.1270, loss: 0.1270 2023-12-30 22:56:31,201 - pyskl - INFO - Epoch [150][900/1970] lr: 1.621e-06, eta: 0:04:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9972, loss_cls: 0.1138, loss: 0.1138 2023-12-30 22:56:54,287 - pyskl - INFO - Epoch [150][1000/1970] lr: 1.332e-06, eta: 0:03:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.1143, loss: 0.1143 2023-12-30 22:57:17,426 - pyskl - INFO - Epoch [150][1100/1970] lr: 1.072e-06, eta: 0:03:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9897, top5_acc: 0.9991, loss_cls: 0.1107, loss: 0.1107 2023-12-30 22:57:40,567 - pyskl - INFO - Epoch [150][1200/1970] lr: 8.398e-07, eta: 0:03:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9884, top5_acc: 0.9994, loss_cls: 0.1104, loss: 0.1104 2023-12-30 22:58:03,740 - pyskl - INFO - Epoch [150][1300/1970] lr: 6.361e-07, eta: 0:02:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9847, top5_acc: 0.9972, loss_cls: 0.1246, loss: 0.1246 2023-12-30 22:58:26,882 - pyskl - INFO - Epoch [150][1400/1970] lr: 4.606e-07, eta: 0:02:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9966, loss_cls: 0.1171, loss: 0.1171 2023-12-30 22:58:49,972 - pyskl - INFO - Epoch [150][1500/1970] lr: 3.134e-07, eta: 0:01:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9997, loss_cls: 0.1086, loss: 0.1086 2023-12-30 22:59:13,086 - pyskl - INFO - Epoch [150][1600/1970] lr: 1.945e-07, eta: 0:01:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9984, loss_cls: 0.1146, loss: 0.1146 2023-12-30 22:59:36,177 - pyskl - INFO - Epoch [150][1700/1970] lr: 1.038e-07, eta: 0:01:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.1163, loss: 0.1163 2023-12-30 22:59:59,270 - pyskl - INFO - Epoch [150][1800/1970] lr: 4.131e-08, eta: 0:00:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9984, loss_cls: 0.1058, loss: 0.1058 2023-12-30 23:00:22,408 - pyskl - INFO - Epoch [150][1900/1970] lr: 7.122e-09, eta: 0:00:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9916, top5_acc: 0.9994, loss_cls: 0.1030, loss: 0.1030 2023-12-30 23:00:39,068 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-30 23:02:42,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-30 23:02:42,979 - pyskl - INFO - top1_acc 0.8356 top5_acc 0.9665 2023-12-30 23:02:42,997 - pyskl - INFO - Epoch(val) [150][1592] top1_acc: 0.8356, top5_acc: 0.9665 2023-12-30 23:02:55,167 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-30 23:19:03,912 - pyskl - INFO - Testing results of the last checkpoint 2023-12-30 23:19:03,912 - pyskl - INFO - top1_acc: 0.8389 2023-12-30 23:19:03,912 - pyskl - INFO - top5_acc: 0.9688 2023-12-30 23:19:03,913 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/km/best_top1_acc_epoch_146.pth 2023-12-30 23:35:09,859 - pyskl - INFO - Testing results of the best checkpoint 2023-12-30 23:35:09,859 - pyskl - INFO - top1_acc: 0.8419 2023-12-30 23:35:09,859 - pyskl - INFO - top5_acc: 0.9686