2023-12-26 09:24:00,877 - pyskl - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] CUDA available: True GPU 0: GeForce RTX 3090 CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 11.2, V11.2.67 GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 PyTorch: 1.9.1 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 11.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 - CuDNN 8.0.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.10.1 OpenCV: 4.6.0 MMCV: 1.6.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.2 pyskl: 0.1.0+ ------------------------------------------------------------ 2023-12-26 09:24:01,132 - pyskl - INFO - Config: modality = 'j' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xsub/j_2' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_2', 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_2', num_classes=60, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['j']), 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=['j']), 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=['j']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['j']), 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/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['j']), 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/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['j']), 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=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-26 09:24:01,133 - pyskl - INFO - Set random seed to 535867925, deterministic: False 2023-12-26 09:24:05,820 - pyskl - INFO - 40091 videos remain after valid thresholding 2023-12-26 09:24:12,993 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-26 09:24:12,999 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2 2023-12-26 09:24:12,999 - 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 -------------------- 2023-12-26 09:24:13,000 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-26 09:24:13,000 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2 by HardDiskBackend. 2023-12-26 09:24:53,193 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 17:57:11, time: 0.402, data_time: 0.174, memory: 6525, top1_acc: 0.0381, top5_acc: 0.1681, loss_cls: 5.7279, loss: 5.7279 2023-12-26 09:25:15,230 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 8:28:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.0625, top5_acc: 0.2631, loss_cls: 5.2763, loss: 5.2763 2023-12-26 09:25:37,233 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 5:17:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.0806, top5_acc: 0.3181, loss_cls: 5.6081, loss: 5.6081 2023-12-26 09:25:59,277 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 3:42:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.0975, top5_acc: 0.3575, loss_cls: 5.5529, loss: 5.5529 2023-12-26 09:26:21,395 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 2:46:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.1200, top5_acc: 0.4356, loss_cls: 5.8389, loss: 5.8389 2023-12-26 09:26:43,706 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 2:11:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.1525, top5_acc: 0.4650, loss_cls: 5.8130, loss: 5.8130 2023-12-26 09:27:05,844 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 1:44:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.1694, top5_acc: 0.5094, loss_cls: 5.5186, loss: 5.5186 2023-12-26 09:27:27,883 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 1:22:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.2081, top5_acc: 0.5419, loss_cls: 5.2799, loss: 5.2799 2023-12-26 09:27:49,974 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:06:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.2550, top5_acc: 0.6075, loss_cls: 4.7020, loss: 4.7020 2023-12-26 09:28:12,067 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 0:53:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.2394, top5_acc: 0.6356, loss_cls: 4.5540, loss: 4.5540 2023-12-26 09:28:34,172 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 0:43:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.2612, top5_acc: 0.6481, loss_cls: 4.3961, loss: 4.3961 2023-12-26 09:28:56,253 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 0:34:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.2694, top5_acc: 0.6569, loss_cls: 4.2628, loss: 4.2628 2023-12-26 09:29:18,384 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 0:26:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3050, top5_acc: 0.6863, loss_cls: 4.1121, loss: 4.1121 2023-12-26 09:29:40,544 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 0:20:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.2944, top5_acc: 0.6794, loss_cls: 4.0830, loss: 4.0830 2023-12-26 09:30:02,623 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:14:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3300, top5_acc: 0.7075, loss_cls: 3.9769, loss: 3.9769 2023-12-26 09:30:24,694 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:09:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3519, top5_acc: 0.7450, loss_cls: 3.7659, loss: 3.7659 2023-12-26 09:30:46,785 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:04:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3669, top5_acc: 0.7400, loss_cls: 3.6405, loss: 3.6405 2023-12-26 09:31:08,856 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:00:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3756, top5_acc: 0.7556, loss_cls: 3.6123, loss: 3.6123 2023-12-26 09:31:30,937 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 23:56:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3588, top5_acc: 0.7600, loss_cls: 3.5628, loss: 3.5628 2023-12-26 09:31:53,006 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 23:53:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3925, top5_acc: 0.7762, loss_cls: 3.4711, loss: 3.4711 2023-12-26 09:32:15,075 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 23:50:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.3894, top5_acc: 0.7925, loss_cls: 3.3497, loss: 3.3497 2023-12-26 09:32:37,167 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 23:47:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4394, top5_acc: 0.8300, loss_cls: 3.1968, loss: 3.1968 2023-12-26 09:32:59,311 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 23:44:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4325, top5_acc: 0.8263, loss_cls: 3.1475, loss: 3.1475 2023-12-26 09:33:21,396 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 23:42:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4175, top5_acc: 0.7987, loss_cls: 3.2299, loss: 3.2299 2023-12-26 09:33:43,492 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 23:40:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4469, top5_acc: 0.8275, loss_cls: 3.0778, loss: 3.0778 2023-12-26 09:33:45,283 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-26 09:35:01,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:35:01,925 - pyskl - INFO - top1_acc 0.4804 top5_acc 0.8388 2023-12-26 09:35:02,054 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-26 09:35:02,054 - pyskl - INFO - Best top1_acc is 0.4804 at 1 epoch. 2023-12-26 09:35:02,057 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4804, top5_acc: 0.8388 2023-12-26 09:35:41,162 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:15:18, time: 0.391, data_time: 0.169, memory: 6525, top1_acc: 0.4775, top5_acc: 0.8456, loss_cls: 2.8058, loss: 2.8058 2023-12-26 09:36:03,378 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:12:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.4625, top5_acc: 0.8313, loss_cls: 2.8687, loss: 2.8687 2023-12-26 09:36:25,528 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:09:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4925, top5_acc: 0.8525, loss_cls: 2.7170, loss: 2.7170 2023-12-26 09:36:47,587 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:06:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4888, top5_acc: 0.8625, loss_cls: 2.6362, loss: 2.6362 2023-12-26 09:37:09,715 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:03:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.5156, top5_acc: 0.8694, loss_cls: 2.5410, loss: 2.5410 2023-12-26 09:37:31,844 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:00:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4988, top5_acc: 0.8706, loss_cls: 2.5337, loss: 2.5337 2023-12-26 09:37:53,969 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 23:58:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.4931, top5_acc: 0.8606, loss_cls: 2.5398, loss: 2.5398 2023-12-26 09:38:16,121 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 23:56:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.4975, top5_acc: 0.8581, loss_cls: 2.5188, loss: 2.5188 2023-12-26 09:38:38,437 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 23:54:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.5419, top5_acc: 0.8719, loss_cls: 2.3617, loss: 2.3617 2023-12-26 09:39:00,753 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 23:52:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.5350, top5_acc: 0.8706, loss_cls: 2.4267, loss: 2.4267 2023-12-26 09:39:22,988 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 23:50:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.5500, top5_acc: 0.8856, loss_cls: 2.3066, loss: 2.3066 2023-12-26 09:39:45,187 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 23:48:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.5194, top5_acc: 0.8744, loss_cls: 2.3883, loss: 2.3883 2023-12-26 09:40:07,392 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 23:47:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.5606, top5_acc: 0.8869, loss_cls: 2.2147, loss: 2.2147 2023-12-26 09:40:29,486 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 23:45:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.5613, top5_acc: 0.8856, loss_cls: 2.2388, loss: 2.2388 2023-12-26 09:40:51,603 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 23:43:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.5363, top5_acc: 0.8825, loss_cls: 2.2863, loss: 2.2863 2023-12-26 09:41:13,772 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 23:41:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.5681, top5_acc: 0.8975, loss_cls: 2.1429, loss: 2.1429 2023-12-26 09:41:35,944 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 23:40:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.5756, top5_acc: 0.9038, loss_cls: 2.0965, loss: 2.0965 2023-12-26 09:41:58,258 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 23:39:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.5694, top5_acc: 0.8956, loss_cls: 2.1424, loss: 2.1424 2023-12-26 09:42:20,600 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 23:37:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.5931, top5_acc: 0.9094, loss_cls: 2.0311, loss: 2.0311 2023-12-26 09:42:42,720 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 23:36:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.5800, top5_acc: 0.8912, loss_cls: 2.1366, loss: 2.1366 2023-12-26 09:43:04,872 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 23:35:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.5869, top5_acc: 0.9119, loss_cls: 2.0475, loss: 2.0475 2023-12-26 09:43:27,115 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 23:33:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6044, top5_acc: 0.9113, loss_cls: 1.9491, loss: 1.9491 2023-12-26 09:43:49,390 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 23:32:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6406, top5_acc: 0.9119, loss_cls: 1.8865, loss: 1.8865 2023-12-26 09:44:11,662 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 23:31:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.5844, top5_acc: 0.9163, loss_cls: 1.9774, loss: 1.9774 2023-12-26 09:44:33,931 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 23:30:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.5763, top5_acc: 0.9000, loss_cls: 2.0560, loss: 2.0560 2023-12-26 09:44:35,717 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-26 09:45:52,632 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:45:52,704 - pyskl - INFO - top1_acc 0.5945 top5_acc 0.9085 2023-12-26 09:45:52,708 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_1.pth was removed 2023-12-26 09:45:52,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-26 09:45:52,836 - pyskl - INFO - Best top1_acc is 0.5945 at 2 epoch. 2023-12-26 09:45:52,840 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5945, top5_acc: 0.9085 2023-12-26 09:46:31,686 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 23:47:54, time: 0.388, data_time: 0.168, memory: 6525, top1_acc: 0.6000, top5_acc: 0.9144, loss_cls: 1.9763, loss: 1.9763 2023-12-26 09:46:53,787 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 23:46:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6125, top5_acc: 0.9113, loss_cls: 1.9039, loss: 1.9039 2023-12-26 09:47:15,864 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 23:44:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.5706, top5_acc: 0.8988, loss_cls: 2.0611, loss: 2.0611 2023-12-26 09:47:37,969 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 23:43:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6169, top5_acc: 0.9225, loss_cls: 1.8571, loss: 1.8571 2023-12-26 09:48:00,129 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 23:41:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6269, top5_acc: 0.9100, loss_cls: 1.8866, loss: 1.8866 2023-12-26 09:48:22,338 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 23:40:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6188, top5_acc: 0.9206, loss_cls: 1.8342, loss: 1.8342 2023-12-26 09:48:44,600 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 23:39:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6100, top5_acc: 0.9006, loss_cls: 1.9060, loss: 1.9060 2023-12-26 09:49:06,886 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 23:38:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6244, top5_acc: 0.9181, loss_cls: 1.8365, loss: 1.8365 2023-12-26 09:49:29,383 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 23:37:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6444, top5_acc: 0.9219, loss_cls: 1.7546, loss: 1.7546 2023-12-26 09:49:51,810 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 23:36:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6231, top5_acc: 0.9137, loss_cls: 1.8049, loss: 1.8049 2023-12-26 09:50:14,240 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 23:35:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6412, top5_acc: 0.9313, loss_cls: 1.7358, loss: 1.7358 2023-12-26 09:50:36,521 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 23:34:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6350, top5_acc: 0.9225, loss_cls: 1.7810, loss: 1.7810 2023-12-26 09:50:58,696 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 23:33:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6725, top5_acc: 0.9313, loss_cls: 1.6503, loss: 1.6503 2023-12-26 09:51:20,795 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 23:32:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6456, top5_acc: 0.9331, loss_cls: 1.6546, loss: 1.6546 2023-12-26 09:51:42,903 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 23:30:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6369, top5_acc: 0.9287, loss_cls: 1.7308, loss: 1.7308 2023-12-26 09:52:04,968 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 23:29:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6481, top5_acc: 0.9331, loss_cls: 1.6859, loss: 1.6859 2023-12-26 09:52:27,087 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 23:28:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6350, top5_acc: 0.9363, loss_cls: 1.6719, loss: 1.6719 2023-12-26 09:52:49,182 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 23:27:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6344, top5_acc: 0.9306, loss_cls: 1.7447, loss: 1.7447 2023-12-26 09:53:11,271 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 23:26:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6281, top5_acc: 0.9119, loss_cls: 1.8194, loss: 1.8194 2023-12-26 09:53:33,416 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 23:25:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6375, top5_acc: 0.9263, loss_cls: 1.7208, loss: 1.7208 2023-12-26 09:53:55,559 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 23:24:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6538, top5_acc: 0.9281, loss_cls: 1.6879, loss: 1.6879 2023-12-26 09:54:17,643 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 23:23:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6719, top5_acc: 0.9281, loss_cls: 1.6183, loss: 1.6183 2023-12-26 09:54:39,924 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 23:22:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6619, top5_acc: 0.9244, loss_cls: 1.6388, loss: 1.6388 2023-12-26 09:55:02,176 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:21:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6569, top5_acc: 0.9163, loss_cls: 1.6909, loss: 1.6909 2023-12-26 09:55:24,240 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:20:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6706, top5_acc: 0.9387, loss_cls: 1.5907, loss: 1.5907 2023-12-26 09:55:26,010 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-26 09:56:42,912 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 09:56:42,982 - pyskl - INFO - top1_acc 0.6598 top5_acc 0.9313 2023-12-26 09:56:42,987 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_2.pth was removed 2023-12-26 09:56:43,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-26 09:56:43,119 - pyskl - INFO - Best top1_acc is 0.6598 at 3 epoch. 2023-12-26 09:56:43,124 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6598, top5_acc: 0.9313 2023-12-26 09:57:22,559 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 23:32:33, time: 0.394, data_time: 0.172, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9237, loss_cls: 1.5840, loss: 1.5840 2023-12-26 09:57:44,912 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 23:31:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6675, top5_acc: 0.9356, loss_cls: 1.5876, loss: 1.5876 2023-12-26 09:58:07,173 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 23:30:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6813, top5_acc: 0.9319, loss_cls: 1.5578, loss: 1.5578 2023-12-26 09:58:29,394 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 23:29:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6775, top5_acc: 0.9425, loss_cls: 1.5589, loss: 1.5589 2023-12-26 09:58:51,516 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 23:28:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6900, top5_acc: 0.9387, loss_cls: 1.5382, loss: 1.5382 2023-12-26 09:59:13,643 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 23:27:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6819, top5_acc: 0.9356, loss_cls: 1.5421, loss: 1.5421 2023-12-26 09:59:35,788 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 23:26:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6769, top5_acc: 0.9400, loss_cls: 1.5713, loss: 1.5713 2023-12-26 09:59:57,916 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 23:25:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6856, top5_acc: 0.9387, loss_cls: 1.5478, loss: 1.5478 2023-12-26 10:00:20,035 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 23:24:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6963, top5_acc: 0.9406, loss_cls: 1.5115, loss: 1.5115 2023-12-26 10:00:42,178 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 23:23:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6787, top5_acc: 0.9344, loss_cls: 1.5335, loss: 1.5335 2023-12-26 10:01:04,325 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 23:22:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6825, top5_acc: 0.9437, loss_cls: 1.5344, loss: 1.5344 2023-12-26 10:01:26,482 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:21:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6663, top5_acc: 0.9431, loss_cls: 1.5950, loss: 1.5950 2023-12-26 10:01:48,600 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:20:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6744, top5_acc: 0.9363, loss_cls: 1.5897, loss: 1.5897 2023-12-26 10:02:10,749 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:20:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6831, top5_acc: 0.9456, loss_cls: 1.5293, loss: 1.5293 2023-12-26 10:02:32,858 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:19:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6687, top5_acc: 0.9369, loss_cls: 1.6095, loss: 1.6095 2023-12-26 10:02:54,958 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:18:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6756, top5_acc: 0.9394, loss_cls: 1.5710, loss: 1.5710 2023-12-26 10:03:17,055 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:17:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6937, top5_acc: 0.9300, loss_cls: 1.5603, loss: 1.5603 2023-12-26 10:03:39,137 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:16:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6669, top5_acc: 0.9356, loss_cls: 1.5936, loss: 1.5936 2023-12-26 10:04:01,258 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:15:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6837, top5_acc: 0.9375, loss_cls: 1.5548, loss: 1.5548 2023-12-26 10:04:23,518 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:14:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7037, top5_acc: 0.9569, loss_cls: 1.4478, loss: 1.4478 2023-12-26 10:04:45,679 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:14:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6913, top5_acc: 0.9463, loss_cls: 1.4863, loss: 1.4863 2023-12-26 10:05:07,814 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:13:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6863, top5_acc: 0.9525, loss_cls: 1.4425, loss: 1.4425 2023-12-26 10:05:30,001 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:12:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7131, top5_acc: 0.9413, loss_cls: 1.4354, loss: 1.4354 2023-12-26 10:05:52,124 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:11:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6906, top5_acc: 0.9406, loss_cls: 1.5226, loss: 1.5226 2023-12-26 10:06:14,450 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:10:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6906, top5_acc: 0.9481, loss_cls: 1.4907, loss: 1.4907 2023-12-26 10:06:16,247 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-26 10:07:33,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:07:33,630 - pyskl - INFO - top1_acc 0.6939 top5_acc 0.9338 2023-12-26 10:07:33,634 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_3.pth was removed 2023-12-26 10:07:33,778 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-26 10:07:33,779 - pyskl - INFO - Best top1_acc is 0.6939 at 4 epoch. 2023-12-26 10:07:33,783 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6939, top5_acc: 0.9338 2023-12-26 10:08:12,619 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:19:20, time: 0.388, data_time: 0.165, memory: 6525, top1_acc: 0.6987, top5_acc: 0.9431, loss_cls: 1.4622, loss: 1.4622 2023-12-26 10:08:34,785 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:18:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9450, loss_cls: 1.4257, loss: 1.4257 2023-12-26 10:08:56,975 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:17:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7137, top5_acc: 0.9556, loss_cls: 1.3705, loss: 1.3705 2023-12-26 10:09:19,093 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:16:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6975, top5_acc: 0.9406, loss_cls: 1.4820, loss: 1.4820 2023-12-26 10:09:41,433 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:16:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 1.3800, loss: 1.3800 2023-12-26 10:10:03,670 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:15:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6994, top5_acc: 0.9481, loss_cls: 1.4597, loss: 1.4597 2023-12-26 10:10:25,977 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:14:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.6950, top5_acc: 0.9525, loss_cls: 1.4286, loss: 1.4286 2023-12-26 10:10:48,106 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:13:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9463, loss_cls: 1.4215, loss: 1.4215 2023-12-26 10:11:10,194 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:12:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.3444, loss: 1.3444 2023-12-26 10:11:32,272 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:12:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7087, top5_acc: 0.9469, loss_cls: 1.4162, loss: 1.4162 2023-12-26 10:11:54,364 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:11:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7044, top5_acc: 0.9481, loss_cls: 1.4059, loss: 1.4059 2023-12-26 10:12:16,596 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:10:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6963, top5_acc: 0.9425, loss_cls: 1.4724, loss: 1.4724 2023-12-26 10:12:38,842 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:09:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9431, loss_cls: 1.4074, loss: 1.4074 2023-12-26 10:13:00,996 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:09:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7275, top5_acc: 0.9600, loss_cls: 1.3077, loss: 1.3077 2023-12-26 10:13:23,129 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:08:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.6994, top5_acc: 0.9356, loss_cls: 1.4643, loss: 1.4643 2023-12-26 10:13:45,518 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:07:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7087, top5_acc: 0.9450, loss_cls: 1.3947, loss: 1.3947 2023-12-26 10:14:07,973 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:07:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 1.3952, loss: 1.3952 2023-12-26 10:14:30,196 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:06:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.6937, top5_acc: 0.9519, loss_cls: 1.4412, loss: 1.4412 2023-12-26 10:14:52,521 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:05:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7006, top5_acc: 0.9419, loss_cls: 1.3880, loss: 1.3880 2023-12-26 10:15:14,691 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:04:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7194, top5_acc: 0.9500, loss_cls: 1.3473, loss: 1.3473 2023-12-26 10:15:36,926 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:04:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9594, loss_cls: 1.2972, loss: 1.2972 2023-12-26 10:15:59,293 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:03:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7312, top5_acc: 0.9537, loss_cls: 1.3144, loss: 1.3144 2023-12-26 10:16:21,577 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:03:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.4052, loss: 1.4052 2023-12-26 10:16:43,776 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:02:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9500, loss_cls: 1.2998, loss: 1.2998 2023-12-26 10:17:05,910 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:01:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9537, loss_cls: 1.3063, loss: 1.3063 2023-12-26 10:17:07,650 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-26 10:18:24,020 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:18:24,091 - pyskl - INFO - top1_acc 0.7236 top5_acc 0.9527 2023-12-26 10:18:24,095 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_4.pth was removed 2023-12-26 10:18:24,223 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-26 10:18:24,224 - pyskl - INFO - Best top1_acc is 0.7236 at 5 epoch. 2023-12-26 10:18:24,227 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7236, top5_acc: 0.9527 2023-12-26 10:19:02,862 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:08:09, time: 0.386, data_time: 0.165, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9606, loss_cls: 1.2747, loss: 1.2747 2023-12-26 10:19:24,930 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:07:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9575, loss_cls: 1.2959, loss: 1.2959 2023-12-26 10:19:47,101 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:06:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9556, loss_cls: 1.3646, loss: 1.3646 2023-12-26 10:20:09,197 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:05:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7206, top5_acc: 0.9544, loss_cls: 1.3475, loss: 1.3475 2023-12-26 10:20:31,298 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:05:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9537, loss_cls: 1.3630, loss: 1.3630 2023-12-26 10:20:53,440 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:04:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9475, loss_cls: 1.3168, loss: 1.3168 2023-12-26 10:21:15,692 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:03:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9550, loss_cls: 1.2780, loss: 1.2780 2023-12-26 10:21:37,914 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:03:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9481, loss_cls: 1.3265, loss: 1.3265 2023-12-26 10:22:00,084 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:02:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.2637, loss: 1.2637 2023-12-26 10:22:22,240 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:01:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 1.2392, loss: 1.2392 2023-12-26 10:22:44,334 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:00:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 1.3108, loss: 1.3108 2023-12-26 10:23:06,406 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:00:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7094, top5_acc: 0.9513, loss_cls: 1.3505, loss: 1.3505 2023-12-26 10:23:28,712 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 22:59:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 1.2922, loss: 1.2922 2023-12-26 10:23:50,871 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 22:58:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 1.3377, loss: 1.3377 2023-12-26 10:24:12,974 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 22:58:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9625, loss_cls: 1.2966, loss: 1.2966 2023-12-26 10:24:35,069 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 22:57:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9619, loss_cls: 1.2478, loss: 1.2478 2023-12-26 10:24:57,114 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 22:56:42, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9500, loss_cls: 1.3315, loss: 1.3315 2023-12-26 10:25:19,156 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 22:55:59, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.3374, loss: 1.3374 2023-12-26 10:25:41,182 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 22:55:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7200, top5_acc: 0.9475, loss_cls: 1.3285, loss: 1.3285 2023-12-26 10:26:03,226 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 22:54:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7281, top5_acc: 0.9606, loss_cls: 1.2328, loss: 1.2328 2023-12-26 10:26:25,259 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 22:53:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 1.2498, loss: 1.2498 2023-12-26 10:26:47,314 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 22:53:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9613, loss_cls: 1.1782, loss: 1.1782 2023-12-26 10:27:09,385 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 22:52:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7275, top5_acc: 0.9594, loss_cls: 1.2874, loss: 1.2874 2023-12-26 10:27:31,516 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 22:51:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 1.2644, loss: 1.2644 2023-12-26 10:27:53,651 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 22:51:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9637, loss_cls: 1.2149, loss: 1.2149 2023-12-26 10:27:55,369 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-26 10:29:11,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:29:11,695 - pyskl - INFO - top1_acc 0.6913 top5_acc 0.9361 2023-12-26 10:29:11,698 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6913, top5_acc: 0.9361 2023-12-26 10:29:50,342 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 22:56:32, time: 0.386, data_time: 0.165, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9581, loss_cls: 1.2507, loss: 1.2507 2023-12-26 10:30:12,505 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 22:55:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 1.2001, loss: 1.2001 2023-12-26 10:30:34,732 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 22:55:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7400, top5_acc: 0.9556, loss_cls: 1.2507, loss: 1.2507 2023-12-26 10:30:57,094 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 22:54:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 1.2862, loss: 1.2862 2023-12-26 10:31:19,311 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 22:54:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9581, loss_cls: 1.2706, loss: 1.2706 2023-12-26 10:31:41,507 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 22:53:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9550, loss_cls: 1.3009, loss: 1.3009 2023-12-26 10:32:03,701 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 22:52:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 1.2338, loss: 1.2338 2023-12-26 10:32:25,904 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 22:52:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9556, loss_cls: 1.3142, loss: 1.3142 2023-12-26 10:32:48,098 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 22:51:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.2658, loss: 1.2658 2023-12-26 10:33:10,375 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 22:50:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9587, loss_cls: 1.3147, loss: 1.3147 2023-12-26 10:33:32,533 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 22:50:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 1.1553, loss: 1.1553 2023-12-26 10:33:54,856 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 22:49:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9625, loss_cls: 1.2003, loss: 1.2003 2023-12-26 10:34:17,175 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 22:49:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9631, loss_cls: 1.2246, loss: 1.2246 2023-12-26 10:34:39,694 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 22:48:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 1.2612, loss: 1.2612 2023-12-26 10:35:01,991 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 22:47:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.1992, loss: 1.1992 2023-12-26 10:35:24,207 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 22:47:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9613, loss_cls: 1.2144, loss: 1.2144 2023-12-26 10:35:46,643 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 22:46:51, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9606, loss_cls: 1.2502, loss: 1.2502 2023-12-26 10:36:09,019 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 22:46:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 1.1568, loss: 1.1568 2023-12-26 10:36:31,254 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 22:45:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.2192, loss: 1.2192 2023-12-26 10:36:53,422 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 22:45:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 1.2001, loss: 1.2001 2023-12-26 10:37:15,608 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 22:44:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7400, top5_acc: 0.9544, loss_cls: 1.2400, loss: 1.2400 2023-12-26 10:37:37,712 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 22:43:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9669, loss_cls: 1.1812, loss: 1.1812 2023-12-26 10:37:59,792 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 22:43:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7281, top5_acc: 0.9531, loss_cls: 1.3138, loss: 1.3138 2023-12-26 10:38:21,826 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 22:42:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9619, loss_cls: 1.2079, loss: 1.2079 2023-12-26 10:38:43,861 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 22:41:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9681, loss_cls: 1.1895, loss: 1.1895 2023-12-26 10:38:45,616 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-26 10:40:01,751 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:40:01,822 - pyskl - INFO - top1_acc 0.7257 top5_acc 0.9506 2023-12-26 10:40:01,826 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_5.pth was removed 2023-12-26 10:40:01,958 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-26 10:40:01,958 - pyskl - INFO - Best top1_acc is 0.7257 at 7 epoch. 2023-12-26 10:40:01,962 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7257, top5_acc: 0.9506 2023-12-26 10:40:40,322 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 22:46:20, time: 0.384, data_time: 0.163, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.1900, loss: 1.1900 2023-12-26 10:41:02,469 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 22:45:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 1.1725, loss: 1.1725 2023-12-26 10:41:24,739 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 22:45:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9606, loss_cls: 1.2147, loss: 1.2147 2023-12-26 10:41:46,983 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 22:44:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9613, loss_cls: 1.1495, loss: 1.1495 2023-12-26 10:42:09,245 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 22:43:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 1.3185, loss: 1.3185 2023-12-26 10:42:31,491 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 22:43:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 1.1510, loss: 1.1510 2023-12-26 10:42:53,662 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 22:42:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 1.2534, loss: 1.2534 2023-12-26 10:43:15,912 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 22:42:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9556, loss_cls: 1.2538, loss: 1.2538 2023-12-26 10:43:38,046 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 22:41:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9663, loss_cls: 1.1698, loss: 1.1698 2023-12-26 10:44:00,137 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 22:40:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9669, loss_cls: 1.1597, loss: 1.1597 2023-12-26 10:44:22,254 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 22:40:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7431, top5_acc: 0.9631, loss_cls: 1.2063, loss: 1.2063 2023-12-26 10:44:44,339 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 22:39:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9700, loss_cls: 1.1245, loss: 1.1245 2023-12-26 10:45:06,458 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 22:39:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.2066, loss: 1.2066 2023-12-26 10:45:28,572 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 22:38:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.2039, loss: 1.2039 2023-12-26 10:45:50,728 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 22:37:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9606, loss_cls: 1.2372, loss: 1.2372 2023-12-26 10:46:12,866 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 22:37:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.1832, loss: 1.1832 2023-12-26 10:46:35,018 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 22:36:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 1.1369, loss: 1.1369 2023-12-26 10:46:57,178 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 22:36:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 1.1306, loss: 1.1306 2023-12-26 10:47:19,344 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 22:35:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 1.1492, loss: 1.1492 2023-12-26 10:47:41,511 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 22:34:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9587, loss_cls: 1.1480, loss: 1.1480 2023-12-26 10:48:03,720 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 22:34:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 1.1488, loss: 1.1488 2023-12-26 10:48:25,844 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 22:33:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9587, loss_cls: 1.2101, loss: 1.2101 2023-12-26 10:48:47,957 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 22:33:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9600, loss_cls: 1.2035, loss: 1.2035 2023-12-26 10:49:10,060 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 22:32:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.0927, loss: 1.0927 2023-12-26 10:49:32,279 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 22:32:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 1.1868, loss: 1.1868 2023-12-26 10:49:34,010 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-26 10:50:50,362 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 10:50:50,434 - pyskl - INFO - top1_acc 0.6856 top5_acc 0.9420 2023-12-26 10:50:50,438 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.6856, top5_acc: 0.9420 2023-12-26 10:51:29,433 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 22:36:03, time: 0.390, data_time: 0.169, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 1.0858, loss: 1.0858 2023-12-26 10:51:51,571 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 22:35:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 1.1767, loss: 1.1767 2023-12-26 10:52:13,702 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 22:34:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9725, loss_cls: 1.0618, loss: 1.0618 2023-12-26 10:52:35,907 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 22:34:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 1.1236, loss: 1.1236 2023-12-26 10:52:58,125 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 22:33:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 1.1944, loss: 1.1944 2023-12-26 10:53:20,285 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 22:33:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 1.1952, loss: 1.1952 2023-12-26 10:53:42,412 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 22:32:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 1.1395, loss: 1.1395 2023-12-26 10:54:04,615 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 22:31:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 1.1530, loss: 1.1530 2023-12-26 10:54:26,846 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 22:31:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.1226, loss: 1.1226 2023-12-26 10:54:49,107 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 22:30:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 1.1196, loss: 1.1196 2023-12-26 10:55:11,327 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 22:30:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.1687, loss: 1.1687 2023-12-26 10:55:33,510 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 22:29:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 1.1757, loss: 1.1757 2023-12-26 10:55:55,705 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 22:29:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9656, loss_cls: 1.1203, loss: 1.1203 2023-12-26 10:56:17,775 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 22:28:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.1334, loss: 1.1334 2023-12-26 10:56:39,847 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 22:28:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.1623, loss: 1.1623 2023-12-26 10:57:01,899 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 22:27:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 1.1244, loss: 1.1244 2023-12-26 10:57:23,954 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 22:26:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.1174, loss: 1.1174 2023-12-26 10:57:45,994 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 22:26:15, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.1383, loss: 1.1383 2023-12-26 10:58:08,172 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 22:25:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 1.1555, loss: 1.1555 2023-12-26 10:58:30,470 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 22:25:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.1402, loss: 1.1402 2023-12-26 10:58:52,580 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 22:24:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9619, loss_cls: 1.1613, loss: 1.1613 2023-12-26 10:59:14,682 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 22:24:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9675, loss_cls: 1.1111, loss: 1.1111 2023-12-26 10:59:36,782 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 22:23:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 1.1471, loss: 1.1471 2023-12-26 10:59:58,833 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 22:22:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.0901, loss: 1.0901 2023-12-26 11:00:20,901 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 22:22:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9569, loss_cls: 1.1677, loss: 1.1677 2023-12-26 11:00:22,609 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-26 11:01:39,009 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:01:39,080 - pyskl - INFO - top1_acc 0.7247 top5_acc 0.9505 2023-12-26 11:01:39,084 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7247, top5_acc: 0.9505 2023-12-26 11:02:17,696 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 22:25:41, time: 0.386, data_time: 0.164, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 1.1263, loss: 1.1263 2023-12-26 11:02:39,746 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 22:25:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 1.0358, loss: 1.0358 2023-12-26 11:03:01,802 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 22:24:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.1357, loss: 1.1357 2023-12-26 11:03:23,955 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 22:23:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.0889, loss: 1.0889 2023-12-26 11:03:46,304 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 22:23:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 1.1374, loss: 1.1374 2023-12-26 11:04:08,435 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 22:22:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 1.2012, loss: 1.2012 2023-12-26 11:04:30,672 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 22:22:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.0858, loss: 1.0858 2023-12-26 11:04:52,764 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 22:21:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.0346, loss: 1.0346 2023-12-26 11:05:14,938 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 22:21:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 1.0482, loss: 1.0482 2023-12-26 11:05:37,155 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 22:20:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 1.1162, loss: 1.1162 2023-12-26 11:05:59,452 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 22:20:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.0572, loss: 1.0572 2023-12-26 11:06:21,844 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 22:19:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 1.0590, loss: 1.0590 2023-12-26 11:06:44,191 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 22:19:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9656, loss_cls: 1.1485, loss: 1.1485 2023-12-26 11:07:06,324 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:18:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.1254, loss: 1.1254 2023-12-26 11:07:28,463 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:18:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 1.1721, loss: 1.1721 2023-12-26 11:07:50,602 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:17:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.0979, loss: 1.0979 2023-12-26 11:08:12,668 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:17:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.1907, loss: 1.1907 2023-12-26 11:08:34,779 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:16:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9631, loss_cls: 1.2052, loss: 1.2052 2023-12-26 11:08:56,938 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:15:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.1639, loss: 1.1639 2023-12-26 11:09:19,009 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:15:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9613, loss_cls: 1.1792, loss: 1.1792 2023-12-26 11:09:41,086 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:14:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 1.1262, loss: 1.1262 2023-12-26 11:10:03,221 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:14:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 1.1403, loss: 1.1403 2023-12-26 11:10:25,421 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:13:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0841, loss: 1.0841 2023-12-26 11:10:47,521 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:13:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.2198, loss: 1.2198 2023-12-26 11:11:09,578 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:12:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9600, loss_cls: 1.2205, loss: 1.2205 2023-12-26 11:11:11,316 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-26 11:12:27,864 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:12:27,936 - pyskl - INFO - top1_acc 0.7525 top5_acc 0.9597 2023-12-26 11:12:27,940 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_7.pth was removed 2023-12-26 11:12:28,073 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2023-12-26 11:12:28,074 - pyskl - INFO - Best top1_acc is 0.7525 at 10 epoch. 2023-12-26 11:12:28,078 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7525, top5_acc: 0.9597 2023-12-26 11:13:06,716 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:15:37, time: 0.386, data_time: 0.165, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 1.0442, loss: 1.0442 2023-12-26 11:13:28,874 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:15:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9688, loss_cls: 1.0570, loss: 1.0570 2023-12-26 11:13:50,923 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:14:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9688, loss_cls: 1.0492, loss: 1.0492 2023-12-26 11:14:12,983 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:13:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.0552, loss: 1.0552 2023-12-26 11:14:35,269 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:13:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.1437, loss: 1.1437 2023-12-26 11:14:57,545 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:12:56, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.1192, loss: 1.1192 2023-12-26 11:15:20,050 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:12:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.0636, loss: 1.0636 2023-12-26 11:15:42,506 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:12:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 1.1508, loss: 1.1508 2023-12-26 11:16:04,852 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:11:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 1.1507, loss: 1.1507 2023-12-26 11:16:27,046 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:11:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9669, loss_cls: 1.0780, loss: 1.0780 2023-12-26 11:16:49,206 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:10:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 1.1490, loss: 1.1490 2023-12-26 11:17:11,805 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:10:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.1227, loss: 1.1227 2023-12-26 11:17:34,157 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:09:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9706, loss_cls: 1.0329, loss: 1.0329 2023-12-26 11:17:56,381 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:09:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.0896, loss: 1.0896 2023-12-26 11:18:18,602 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:08:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9594, loss_cls: 1.1742, loss: 1.1742 2023-12-26 11:18:40,802 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:08:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.1759, loss: 1.1759 2023-12-26 11:19:03,004 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:07:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9706, loss_cls: 1.0581, loss: 1.0581 2023-12-26 11:19:25,177 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:06:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 1.1399, loss: 1.1399 2023-12-26 11:19:47,321 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:06:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 1.0363, loss: 1.0363 2023-12-26 11:20:09,478 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:05:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9587, loss_cls: 1.1306, loss: 1.1306 2023-12-26 11:20:31,614 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:05:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 1.1276, loss: 1.1276 2023-12-26 11:20:53,750 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:04:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.0255, loss: 1.0255 2023-12-26 11:21:15,912 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:04:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 1.1137, loss: 1.1137 2023-12-26 11:21:38,082 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:03:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.0440, loss: 1.0440 2023-12-26 11:22:00,265 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:03:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.0890, loss: 1.0890 2023-12-26 11:22:02,036 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-26 11:23:18,474 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:23:18,545 - pyskl - INFO - top1_acc 0.7474 top5_acc 0.9533 2023-12-26 11:23:18,548 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7474, top5_acc: 0.9533 2023-12-26 11:23:57,252 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:06:00, time: 0.387, data_time: 0.166, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 1.0080, loss: 1.0080 2023-12-26 11:24:19,361 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:05:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.0577, loss: 1.0577 2023-12-26 11:24:41,464 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:04:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 1.0520, loss: 1.0520 2023-12-26 11:25:03,562 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:04:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.0461, loss: 1.0461 2023-12-26 11:25:25,717 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:03:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.9845, loss: 0.9845 2023-12-26 11:25:47,924 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:03:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 0.9914, loss: 0.9914 2023-12-26 11:26:10,079 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:02:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 1.0279, loss: 1.0279 2023-12-26 11:26:32,204 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:02:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9694, loss_cls: 1.0720, loss: 1.0720 2023-12-26 11:26:54,545 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:01:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 0.9925, loss: 0.9925 2023-12-26 11:27:16,735 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:01:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 1.1182, loss: 1.1182 2023-12-26 11:27:38,896 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:00:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 1.0684, loss: 1.0684 2023-12-26 11:28:01,053 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:00:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.0696, loss: 1.0696 2023-12-26 11:28:23,292 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 21:59:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.0461, loss: 1.0461 2023-12-26 11:28:45,447 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 21:59:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9738, loss_cls: 1.0234, loss: 1.0234 2023-12-26 11:29:07,597 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 21:58:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.1272, loss: 1.1272 2023-12-26 11:29:29,821 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 21:58:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 1.0739, loss: 1.0739 2023-12-26 11:29:51,914 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 21:57:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 1.0752, loss: 1.0752 2023-12-26 11:30:13,973 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 21:57:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.0189, loss: 1.0189 2023-12-26 11:30:36,083 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 21:56:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 1.1126, loss: 1.1126 2023-12-26 11:30:58,179 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 21:56:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 1.0504, loss: 1.0504 2023-12-26 11:31:20,259 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 21:55:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9700, loss_cls: 1.0674, loss: 1.0674 2023-12-26 11:31:42,362 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 21:55:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.0671, loss: 1.0671 2023-12-26 11:32:04,544 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 21:54:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 1.0218, loss: 1.0218 2023-12-26 11:32:26,812 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 21:54:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.1145, loss: 1.1145 2023-12-26 11:32:48,967 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 21:53:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.0026, loss: 1.0026 2023-12-26 11:32:50,713 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-26 11:34:06,972 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:34:07,043 - pyskl - INFO - top1_acc 0.7518 top5_acc 0.9543 2023-12-26 11:34:07,047 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7518, top5_acc: 0.9543 2023-12-26 11:34:45,319 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 21:55:58, time: 0.383, data_time: 0.161, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9769, loss_cls: 1.0286, loss: 1.0286 2023-12-26 11:35:07,493 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 21:55:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9744, loss_cls: 1.0324, loss: 1.0324 2023-12-26 11:35:29,788 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 21:54:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 0.9956, loss: 0.9956 2023-12-26 11:35:51,930 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 21:54:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 0.9774, loss: 0.9774 2023-12-26 11:36:14,059 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 21:53:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.1015, loss: 1.1015 2023-12-26 11:36:36,177 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 21:53:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 0.9697, loss: 0.9697 2023-12-26 11:36:58,258 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 21:52:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 1.0556, loss: 1.0556 2023-12-26 11:37:20,344 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 21:52:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 1.0420, loss: 1.0420 2023-12-26 11:37:42,447 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 21:51:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 1.0105, loss: 1.0105 2023-12-26 11:38:04,665 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 21:51:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9669, loss_cls: 1.0852, loss: 1.0852 2023-12-26 11:38:26,856 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 21:50:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 1.0238, loss: 1.0238 2023-12-26 11:38:48,948 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 21:50:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.0465, loss: 1.0465 2023-12-26 11:39:11,132 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 21:49:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 0.9672, loss: 0.9672 2023-12-26 11:39:33,328 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 21:49:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.0028, loss: 1.0028 2023-12-26 11:39:55,487 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 21:48:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 1.0212, loss: 1.0212 2023-12-26 11:40:17,657 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 21:48:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9669, loss_cls: 1.0658, loss: 1.0658 2023-12-26 11:40:39,774 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 21:47:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.0886, loss: 1.0886 2023-12-26 11:41:01,907 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 21:47:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.0391, loss: 1.0391 2023-12-26 11:41:24,062 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 21:46:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.0230, loss: 1.0230 2023-12-26 11:41:46,210 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 21:46:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9675, loss_cls: 1.0896, loss: 1.0896 2023-12-26 11:42:08,359 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 21:45:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.0438, loss: 1.0438 2023-12-26 11:42:30,501 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 21:45:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 1.0442, loss: 1.0442 2023-12-26 11:42:52,646 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 21:44:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.0462, loss: 1.0462 2023-12-26 11:43:14,752 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 21:44:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.0612, loss: 1.0612 2023-12-26 11:43:36,893 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 21:43:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9744, loss_cls: 1.0126, loss: 1.0126 2023-12-26 11:43:38,680 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-26 11:44:55,184 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:44:55,255 - pyskl - INFO - top1_acc 0.7577 top5_acc 0.9569 2023-12-26 11:44:55,260 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_10.pth was removed 2023-12-26 11:44:55,396 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-26 11:44:55,396 - pyskl - INFO - Best top1_acc is 0.7577 at 13 epoch. 2023-12-26 11:44:55,401 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7577, top5_acc: 0.9569 2023-12-26 11:45:33,982 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 21:46:03, time: 0.386, data_time: 0.164, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 0.9626, loss: 0.9626 2023-12-26 11:45:56,201 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 21:45:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 0.9734, loss: 0.9734 2023-12-26 11:46:18,364 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 21:45:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 1.0133, loss: 1.0133 2023-12-26 11:46:40,467 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 21:44:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 1.0463, loss: 1.0463 2023-12-26 11:47:02,589 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 21:44:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.0048, loss: 1.0048 2023-12-26 11:47:24,796 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 21:43:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9750, loss_cls: 0.9757, loss: 0.9757 2023-12-26 11:47:46,988 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 21:43:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 1.0804, loss: 1.0804 2023-12-26 11:48:09,090 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 21:42:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.0335, loss: 1.0335 2023-12-26 11:48:31,243 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 21:42:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.9667, loss: 0.9667 2023-12-26 11:48:53,585 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 21:41:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.0668, loss: 1.0668 2023-12-26 11:49:15,845 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 21:41:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 1.0293, loss: 1.0293 2023-12-26 11:49:38,039 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 21:40:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.9118, loss: 0.9118 2023-12-26 11:50:00,171 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 21:40:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 1.0386, loss: 1.0386 2023-12-26 11:50:22,282 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 21:39:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 0.9800, loss: 0.9800 2023-12-26 11:50:44,443 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 21:39:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.0268, loss: 1.0268 2023-12-26 11:51:06,597 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 21:38:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.0135, loss: 1.0135 2023-12-26 11:51:28,815 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 21:38:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.0355, loss: 1.0355 2023-12-26 11:51:50,943 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 21:37:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.0314, loss: 1.0314 2023-12-26 11:52:13,084 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 21:37:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 0.9792, loss: 0.9792 2023-12-26 11:52:35,234 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 21:36:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9443, loss: 0.9443 2023-12-26 11:52:57,419 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 21:36:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 0.9757, loss: 0.9757 2023-12-26 11:53:19,691 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 21:35:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.0276, loss: 1.0276 2023-12-26 11:53:41,985 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 21:35:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 0.9216, loss: 0.9216 2023-12-26 11:54:04,229 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 21:34:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 1.0505, loss: 1.0505 2023-12-26 11:54:26,501 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 21:34:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 1.0427, loss: 1.0427 2023-12-26 11:54:28,386 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-26 11:55:45,090 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 11:55:45,162 - pyskl - INFO - top1_acc 0.7520 top5_acc 0.9495 2023-12-26 11:55:45,166 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7520, top5_acc: 0.9495 2023-12-26 11:56:24,521 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 21:36:28, time: 0.394, data_time: 0.171, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.9410, loss: 0.9410 2023-12-26 11:56:46,641 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 21:35:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 0.9782, loss: 0.9782 2023-12-26 11:57:08,857 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 21:35:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 0.9529, loss: 0.9529 2023-12-26 11:57:31,104 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 21:35:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 1.0037, loss: 1.0037 2023-12-26 11:57:53,372 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 21:34:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 0.9917, loss: 0.9917 2023-12-26 11:58:15,615 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 21:34:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 0.9571, loss: 0.9571 2023-12-26 11:58:38,130 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 21:33:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 0.9843, loss: 0.9843 2023-12-26 11:59:00,677 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 21:33:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 0.8901, loss: 0.8901 2023-12-26 11:59:22,908 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 21:32:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.0467, loss: 1.0467 2023-12-26 11:59:45,168 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 21:32:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 0.9768, loss: 0.9768 2023-12-26 12:00:07,316 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 21:31:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.9839, loss: 0.9839 2023-12-26 12:00:29,562 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 21:31:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.0490, loss: 1.0490 2023-12-26 12:00:51,845 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 21:30:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.0626, loss: 1.0626 2023-12-26 12:01:14,123 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 21:30:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9694, loss_cls: 1.0473, loss: 1.0473 2023-12-26 12:01:36,238 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 21:29:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.8907, loss: 0.8907 2023-12-26 12:01:58,364 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 21:29:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.0454, loss: 1.0454 2023-12-26 12:02:20,469 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 21:28:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 0.9853, loss: 0.9853 2023-12-26 12:02:42,548 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 21:28:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.0093, loss: 1.0093 2023-12-26 12:03:04,686 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 21:27:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 1.0439, loss: 1.0439 2023-12-26 12:03:26,923 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 21:27:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 1.0208, loss: 1.0208 2023-12-26 12:03:49,071 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 21:27:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 1.0062, loss: 1.0062 2023-12-26 12:04:11,332 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 21:26:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 0.9607, loss: 0.9607 2023-12-26 12:04:33,513 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 21:26:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9412, loss: 0.9412 2023-12-26 12:04:55,772 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 21:25:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9744, loss_cls: 0.9618, loss: 0.9618 2023-12-26 12:05:18,064 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 21:25:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.9219, loss: 0.9219 2023-12-26 12:05:19,796 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-26 12:06:36,196 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:06:36,268 - pyskl - INFO - top1_acc 0.7565 top5_acc 0.9608 2023-12-26 12:06:36,272 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7565, top5_acc: 0.9608 2023-12-26 12:07:14,980 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 21:26:56, time: 0.387, data_time: 0.166, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.8753, loss: 0.8753 2023-12-26 12:07:37,278 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 21:26:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9775, loss_cls: 0.9855, loss: 0.9855 2023-12-26 12:07:59,534 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 21:26:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.9517, loss: 0.9517 2023-12-26 12:08:21,707 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 21:25:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 1.0626, loss: 1.0626 2023-12-26 12:08:43,846 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 21:25:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 0.9510, loss: 0.9510 2023-12-26 12:09:06,013 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 21:24:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 0.9298, loss: 0.9298 2023-12-26 12:09:28,186 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 21:24:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 0.9926, loss: 0.9926 2023-12-26 12:09:50,358 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 21:23:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9744, loss_cls: 1.0326, loss: 1.0326 2023-12-26 12:10:12,478 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 21:23:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.9655, loss: 0.9655 2023-12-26 12:10:34,627 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 21:22:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 1.0213, loss: 1.0213 2023-12-26 12:10:56,902 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 21:22:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 0.9839, loss: 0.9839 2023-12-26 12:11:19,136 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 21:21:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.9142, loss: 0.9142 2023-12-26 12:11:41,388 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 21:21:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 1.0024, loss: 1.0024 2023-12-26 12:12:03,589 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 21:20:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9858, loss: 0.9858 2023-12-26 12:12:25,727 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:20:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 1.0389, loss: 1.0389 2023-12-26 12:12:47,913 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:19:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 0.9806, loss: 0.9806 2023-12-26 12:13:10,103 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:19:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 0.9769, loss: 0.9769 2023-12-26 12:13:32,284 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:18:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 0.9915, loss: 0.9915 2023-12-26 12:13:54,426 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:18:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 0.9771, loss: 0.9771 2023-12-26 12:14:16,570 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:17:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.9885, loss: 0.9885 2023-12-26 12:14:38,967 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:17:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 0.9832, loss: 0.9832 2023-12-26 12:15:01,230 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:17:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9885, loss: 0.9885 2023-12-26 12:15:23,428 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:16:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.0470, loss: 1.0470 2023-12-26 12:15:45,556 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:16:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9738, loss_cls: 1.0230, loss: 1.0230 2023-12-26 12:16:07,675 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:15:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.9537, loss: 0.9537 2023-12-26 12:16:09,397 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-26 12:17:25,561 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:17:25,632 - pyskl - INFO - top1_acc 0.7934 top5_acc 0.9655 2023-12-26 12:17:25,637 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_13.pth was removed 2023-12-26 12:17:25,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2023-12-26 12:17:25,766 - pyskl - INFO - Best top1_acc is 0.7934 at 16 epoch. 2023-12-26 12:17:25,770 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7934, top5_acc: 0.9655 2023-12-26 12:18:03,875 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:17:13, time: 0.381, data_time: 0.160, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.9846, loss: 0.9846 2023-12-26 12:18:25,974 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:16:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9762, loss_cls: 0.9556, loss: 0.9556 2023-12-26 12:18:48,141 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:16:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 0.9751, loss: 0.9751 2023-12-26 12:19:10,242 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:15:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8727, loss: 0.8727 2023-12-26 12:19:32,358 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:15:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.0318, loss: 1.0318 2023-12-26 12:19:54,467 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:14:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.9850, loss: 0.9850 2023-12-26 12:20:16,596 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:14:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 0.9888, loss: 0.9888 2023-12-26 12:20:38,743 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:13:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 0.9395, loss: 0.9395 2023-12-26 12:21:00,883 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:13:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9750, loss_cls: 1.0047, loss: 1.0047 2023-12-26 12:21:23,017 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:12:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.0371, loss: 1.0371 2023-12-26 12:21:45,261 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:12:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 0.9571, loss: 0.9571 2023-12-26 12:22:07,464 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:12:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.0053, loss: 1.0053 2023-12-26 12:22:29,613 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:11:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.0082, loss: 1.0082 2023-12-26 12:22:51,748 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:11:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.9561, loss: 0.9561 2023-12-26 12:23:13,973 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:10:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 0.9644, loss: 0.9644 2023-12-26 12:23:36,126 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:10:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.9035, loss: 0.9035 2023-12-26 12:23:58,309 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:09:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.0331, loss: 1.0331 2023-12-26 12:24:20,526 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:09:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 0.9532, loss: 0.9532 2023-12-26 12:24:42,748 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:08:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.8777, loss: 0.8777 2023-12-26 12:25:04,891 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:08:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 0.9900, loss: 0.9900 2023-12-26 12:25:26,988 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:07:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 0.9968, loss: 0.9968 2023-12-26 12:25:49,094 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:07:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 1.0523, loss: 1.0523 2023-12-26 12:26:11,212 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:06:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9309, loss: 0.9309 2023-12-26 12:26:33,300 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:06:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 0.9666, loss: 0.9666 2023-12-26 12:26:55,376 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:05:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.0567, loss: 1.0567 2023-12-26 12:26:57,106 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-26 12:28:13,718 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:28:13,789 - pyskl - INFO - top1_acc 0.7697 top5_acc 0.9595 2023-12-26 12:28:13,793 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7697, top5_acc: 0.9595 2023-12-26 12:28:52,429 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:07:26, time: 0.386, data_time: 0.165, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.8809, loss: 0.8809 2023-12-26 12:29:14,501 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:06:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 0.9220, loss: 0.9220 2023-12-26 12:29:36,648 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:06:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 0.9117, loss: 0.9117 2023-12-26 12:29:58,759 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:06:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 0.9443, loss: 0.9443 2023-12-26 12:30:20,891 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:05:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 0.9784, loss: 0.9784 2023-12-26 12:30:43,054 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:05:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9788, loss_cls: 0.9393, loss: 0.9393 2023-12-26 12:31:05,262 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:04:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.9497, loss: 0.9497 2023-12-26 12:31:27,449 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:04:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.9660, loss: 0.9660 2023-12-26 12:31:49,664 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:03:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9781, loss_cls: 1.0026, loss: 1.0026 2023-12-26 12:32:11,835 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:03:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.0095, loss: 1.0095 2023-12-26 12:32:34,218 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:02:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 0.9692, loss: 0.9692 2023-12-26 12:32:56,389 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:02:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.8922, loss: 0.8922 2023-12-26 12:33:18,487 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:01:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 0.9835, loss: 0.9835 2023-12-26 12:33:40,610 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:01:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.9749, loss: 0.9749 2023-12-26 12:34:02,725 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:00:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.9662, loss: 0.9662 2023-12-26 12:34:24,845 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:00:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9762, loss_cls: 0.9424, loss: 0.9424 2023-12-26 12:34:46,945 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:00:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.8746, loss: 0.8746 2023-12-26 12:35:09,057 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 20:59:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9750, loss_cls: 0.9738, loss: 0.9738 2023-12-26 12:35:31,181 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 20:59:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 0.9644, loss: 0.9644 2023-12-26 12:35:53,637 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 20:58:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 0.9994, loss: 0.9994 2023-12-26 12:36:15,950 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 20:58:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 0.9929, loss: 0.9929 2023-12-26 12:36:38,203 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 20:57:46, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9221, loss: 0.9221 2023-12-26 12:37:00,420 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 20:57:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9700, loss_cls: 1.0128, loss: 1.0128 2023-12-26 12:37:22,579 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 20:56:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9857, loss: 0.9857 2023-12-26 12:37:44,771 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 20:56:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.9371, loss: 0.9371 2023-12-26 12:37:46,526 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-26 12:39:02,604 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:39:02,676 - pyskl - INFO - top1_acc 0.7750 top5_acc 0.9612 2023-12-26 12:39:02,679 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7750, top5_acc: 0.9612 2023-12-26 12:39:41,332 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 20:57:47, time: 0.386, data_time: 0.165, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.8560, loss: 0.8560 2023-12-26 12:40:03,415 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 20:57:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.9152, loss: 0.9152 2023-12-26 12:40:25,440 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 20:56:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.9015, loss: 0.9015 2023-12-26 12:40:47,484 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 20:56:21, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.8925, loss: 0.8925 2023-12-26 12:41:09,498 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 20:55:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 0.9632, loss: 0.9632 2023-12-26 12:41:31,564 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 20:55:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.9875, loss: 0.9875 2023-12-26 12:41:53,706 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 20:54:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 0.9591, loss: 0.9591 2023-12-26 12:42:15,840 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 20:54:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 0.9504, loss: 0.9504 2023-12-26 12:42:38,084 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 20:54:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.9254, loss: 0.9254 2023-12-26 12:43:00,154 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 20:53:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.9108, loss: 0.9108 2023-12-26 12:43:22,246 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 20:53:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 0.9748, loss: 0.9748 2023-12-26 12:43:44,464 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 20:52:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.8808, loss: 0.8808 2023-12-26 12:44:06,611 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 20:52:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9123, loss: 0.9123 2023-12-26 12:44:28,730 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 20:51:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 0.9677, loss: 0.9677 2023-12-26 12:44:50,841 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 20:51:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8915, loss: 0.8915 2023-12-26 12:45:12,998 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 20:50:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 0.9762, loss: 0.9762 2023-12-26 12:45:35,174 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 20:50:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.0287, loss: 1.0287 2023-12-26 12:45:57,360 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 20:49:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 1.0048, loss: 1.0048 2023-12-26 12:46:19,454 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 20:49:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 0.9931, loss: 0.9931 2023-12-26 12:46:41,545 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 20:48:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.8783, loss: 0.8783 2023-12-26 12:47:03,973 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 20:48:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.9411, loss: 0.9411 2023-12-26 12:47:26,137 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 20:48:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 0.9695, loss: 0.9695 2023-12-26 12:47:48,287 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 20:47:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8868, loss: 0.8868 2023-12-26 12:48:10,439 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 20:47:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.9528, loss: 0.9528 2023-12-26 12:48:32,557 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 20:46:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 0.9298, loss: 0.9298 2023-12-26 12:48:34,305 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-26 12:49:50,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 12:49:50,814 - pyskl - INFO - top1_acc 0.7799 top5_acc 0.9657 2023-12-26 12:49:50,818 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7799, top5_acc: 0.9657 2023-12-26 12:50:29,035 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 20:47:58, time: 0.382, data_time: 0.161, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8934, loss: 0.8934 2023-12-26 12:50:51,163 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 20:47:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9794, loss_cls: 0.8765, loss: 0.8765 2023-12-26 12:51:13,304 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 20:47:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9762, loss_cls: 0.9208, loss: 0.9208 2023-12-26 12:51:35,469 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 20:46:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8871, loss: 0.8871 2023-12-26 12:51:57,621 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 20:46:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 0.9280, loss: 0.9280 2023-12-26 12:52:19,830 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 20:45:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.9617, loss: 0.9617 2023-12-26 12:52:42,067 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 20:45:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9788, loss_cls: 0.9238, loss: 0.9238 2023-12-26 12:53:04,242 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 20:44:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9712, loss_cls: 0.9879, loss: 0.9879 2023-12-26 12:53:26,567 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 20:44:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.9581, loss: 0.9581 2023-12-26 12:53:48,690 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 20:43:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 0.9386, loss: 0.9386 2023-12-26 12:54:10,801 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 20:43:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 0.9457, loss: 0.9457 2023-12-26 12:54:33,072 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 20:43:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 0.9576, loss: 0.9576 2023-12-26 12:54:55,199 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 20:42:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.9289, loss: 0.9289 2023-12-26 12:55:17,281 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 20:42:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 0.8506, loss: 0.8506 2023-12-26 12:55:39,398 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 20:41:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8806, loss: 0.8806 2023-12-26 12:56:01,535 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 20:41:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 0.9685, loss: 0.9685 2023-12-26 12:56:23,651 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 20:40:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9819, loss_cls: 0.8656, loss: 0.8656 2023-12-26 12:56:45,909 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 20:40:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9731, loss_cls: 0.9789, loss: 0.9789 2023-12-26 12:57:08,135 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 20:39:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 0.9611, loss: 0.9611 2023-12-26 12:57:30,266 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 20:39:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 0.9803, loss: 0.9803 2023-12-26 12:57:52,340 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 20:38:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.8575, loss: 0.8575 2023-12-26 12:58:14,527 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 20:38:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.8847, loss: 0.8847 2023-12-26 12:58:36,615 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 20:38:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.9383, loss: 0.9383 2023-12-26 12:58:58,708 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 20:37:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.9387, loss: 0.9387 2023-12-26 12:59:20,785 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 20:37:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.0287, loss: 1.0287 2023-12-26 12:59:22,509 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-26 13:00:39,186 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:00:39,259 - pyskl - INFO - top1_acc 0.7768 top5_acc 0.9652 2023-12-26 13:00:39,262 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7768, top5_acc: 0.9652 2023-12-26 13:01:18,622 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 20:38:22, time: 0.394, data_time: 0.172, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.8927, loss: 0.8927 2023-12-26 13:01:40,747 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 20:37:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.9611, loss: 0.9611 2023-12-26 13:02:02,849 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 20:37:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 0.9033, loss: 0.9033 2023-12-26 13:02:24,929 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 20:36:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 0.9517, loss: 0.9517 2023-12-26 13:02:47,196 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 20:36:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9788, loss_cls: 0.8533, loss: 0.8533 2023-12-26 13:03:09,479 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 20:36:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 0.9409, loss: 0.9409 2023-12-26 13:03:31,716 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 20:35:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 0.8234, loss: 0.8234 2023-12-26 13:03:53,944 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 20:35:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.8391, loss: 0.8391 2023-12-26 13:04:16,133 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 20:34:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.9075, loss: 0.9075 2023-12-26 13:04:38,264 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 20:34:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 0.8595, loss: 0.8595 2023-12-26 13:05:00,442 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 20:33:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8143, loss: 0.8143 2023-12-26 13:05:22,627 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 20:33:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.9028, loss: 0.9028 2023-12-26 13:05:44,778 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 20:33:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 0.9592, loss: 0.9592 2023-12-26 13:06:06,869 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 20:32:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9682, loss: 0.9682 2023-12-26 13:06:28,925 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 20:32:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.0105, loss: 1.0105 2023-12-26 13:06:51,007 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 20:31:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.8368, loss: 0.8368 2023-12-26 13:07:13,099 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 20:31:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.8539, loss: 0.8539 2023-12-26 13:07:35,171 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 20:30:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.9109, loss: 0.9109 2023-12-26 13:07:57,344 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 20:30:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.9789, loss: 0.9789 2023-12-26 13:08:19,554 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 20:29:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.9375, loss: 0.9375 2023-12-26 13:08:41,715 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 20:29:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 0.9707, loss: 0.9707 2023-12-26 13:09:03,856 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 20:28:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 0.9235, loss: 0.9235 2023-12-26 13:09:26,012 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 20:28:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9422, loss: 0.9422 2023-12-26 13:09:48,130 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 20:28:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 0.8541, loss: 0.8541 2023-12-26 13:10:10,198 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 20:27:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.8968, loss: 0.8968 2023-12-26 13:10:11,971 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-26 13:11:28,281 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:11:28,352 - pyskl - INFO - top1_acc 0.7844 top5_acc 0.9620 2023-12-26 13:11:28,356 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7844, top5_acc: 0.9620 2023-12-26 13:12:06,802 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 20:28:39, time: 0.384, data_time: 0.163, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.9361, loss: 0.9361 2023-12-26 13:12:28,894 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 20:28:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.9048, loss: 0.9048 2023-12-26 13:12:50,989 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 20:27:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.8443, loss: 0.8443 2023-12-26 13:13:13,093 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 20:27:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 0.8663, loss: 0.8663 2023-12-26 13:13:35,154 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 20:26:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.8837, loss: 0.8837 2023-12-26 13:13:57,215 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 20:26:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.9689, loss: 0.9689 2023-12-26 13:14:19,295 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 20:25:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 0.8963, loss: 0.8963 2023-12-26 13:14:41,398 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 20:25:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.8751, loss: 0.8751 2023-12-26 13:15:03,473 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 20:25:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.8869, loss: 0.8869 2023-12-26 13:15:25,584 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 20:24:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 0.9136, loss: 0.9136 2023-12-26 13:15:47,717 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 20:24:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 0.9385, loss: 0.9385 2023-12-26 13:16:09,821 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 20:23:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.9070, loss: 0.9070 2023-12-26 13:16:31,989 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 20:23:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.9525, loss: 0.9525 2023-12-26 13:16:54,103 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 20:22:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.9099, loss: 0.9099 2023-12-26 13:17:16,255 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 20:22:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.9189, loss: 0.9189 2023-12-26 13:17:38,351 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 20:21:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.8773, loss: 0.8773 2023-12-26 13:18:00,453 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 20:21:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 0.9478, loss: 0.9478 2023-12-26 13:18:22,531 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:21:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 0.9422, loss: 0.9422 2023-12-26 13:18:44,612 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:20:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 0.9733, loss: 0.9733 2023-12-26 13:19:06,867 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:20:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 0.9695, loss: 0.9695 2023-12-26 13:19:29,204 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:19:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 0.9047, loss: 0.9047 2023-12-26 13:19:51,397 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:19:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.9185, loss: 0.9185 2023-12-26 13:20:13,626 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:18:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 0.8705, loss: 0.8705 2023-12-26 13:20:35,879 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:18:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.9300, loss: 0.9300 2023-12-26 13:20:58,053 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:17:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.8693, loss: 0.8693 2023-12-26 13:20:59,787 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-26 13:22:16,323 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:22:16,395 - pyskl - INFO - top1_acc 0.7974 top5_acc 0.9670 2023-12-26 13:22:16,399 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_16.pth was removed 2023-12-26 13:22:16,627 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2023-12-26 13:22:16,628 - pyskl - INFO - Best top1_acc is 0.7974 at 22 epoch. 2023-12-26 13:22:16,632 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7974, top5_acc: 0.9670 2023-12-26 13:22:55,022 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:18:56, time: 0.384, data_time: 0.163, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 0.9510, loss: 0.9510 2023-12-26 13:23:17,103 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:18:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9819, loss_cls: 0.8545, loss: 0.8545 2023-12-26 13:23:39,282 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:18:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.9544, loss: 0.9544 2023-12-26 13:24:01,516 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:17:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.0092, loss: 1.0092 2023-12-26 13:24:23,697 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:17:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.8586, loss: 0.8586 2023-12-26 13:24:45,829 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:16:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9024, loss: 0.9024 2023-12-26 13:25:07,879 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:16:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 0.9049, loss: 0.9049 2023-12-26 13:25:29,979 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:15:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8410, loss: 0.8410 2023-12-26 13:25:52,132 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:15:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 0.9366, loss: 0.9366 2023-12-26 13:26:14,256 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:14:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.9121, loss: 0.9121 2023-12-26 13:26:36,345 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:14:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9794, loss_cls: 0.8829, loss: 0.8829 2023-12-26 13:26:58,450 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:14:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.8570, loss: 0.8570 2023-12-26 13:27:20,589 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:13:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.8713, loss: 0.8713 2023-12-26 13:27:42,699 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:13:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 0.9633, loss: 0.9633 2023-12-26 13:28:04,771 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:12:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.9328, loss: 0.9328 2023-12-26 13:28:26,845 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:12:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8664, loss: 0.8664 2023-12-26 13:28:48,923 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:11:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8252, loss: 0.8252 2023-12-26 13:29:11,011 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:11:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9182, loss: 0.9182 2023-12-26 13:29:33,109 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:10:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.9287, loss: 0.9287 2023-12-26 13:29:55,166 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:10:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8645, loss: 0.8645 2023-12-26 13:30:17,277 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:10:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 0.9360, loss: 0.9360 2023-12-26 13:30:39,414 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:09:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.9144, loss: 0.9144 2023-12-26 13:31:01,590 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:09:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.9174, loss: 0.9174 2023-12-26 13:31:24,002 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:08:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9154, loss: 0.9154 2023-12-26 13:31:46,140 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:08:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9180, loss: 0.9180 2023-12-26 13:31:47,950 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-26 13:33:04,465 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:33:04,537 - pyskl - INFO - top1_acc 0.8092 top5_acc 0.9684 2023-12-26 13:33:04,542 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_22.pth was removed 2023-12-26 13:33:04,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. 2023-12-26 13:33:04,676 - pyskl - INFO - Best top1_acc is 0.8092 at 23 epoch. 2023-12-26 13:33:04,681 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8092, top5_acc: 0.9684 2023-12-26 13:33:43,461 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:09:15, time: 0.388, data_time: 0.167, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.8709, loss: 0.8709 2023-12-26 13:34:05,531 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:08:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 0.8934, loss: 0.8934 2023-12-26 13:34:27,784 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:08:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8636, loss: 0.8636 2023-12-26 13:34:49,884 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:07:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 0.8491, loss: 0.8491 2023-12-26 13:35:12,136 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:07:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.7773, loss: 0.7773 2023-12-26 13:35:34,297 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:07:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 0.8467, loss: 0.8467 2023-12-26 13:35:56,396 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:06:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9071, loss: 0.9071 2023-12-26 13:36:18,508 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:06:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.8715, loss: 0.8715 2023-12-26 13:36:40,776 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:05:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 0.9385, loss: 0.9385 2023-12-26 13:37:03,077 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:05:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 0.9495, loss: 0.9495 2023-12-26 13:37:25,306 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:04:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.8538, loss: 0.8538 2023-12-26 13:37:47,479 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:04:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.9067, loss: 0.9067 2023-12-26 13:38:09,664 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:04:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 0.8834, loss: 0.8834 2023-12-26 13:38:31,752 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:03:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.8938, loss: 0.8938 2023-12-26 13:38:53,860 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:03:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.9050, loss: 0.9050 2023-12-26 13:39:15,957 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:02:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.9073, loss: 0.9073 2023-12-26 13:39:38,104 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:02:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 0.9092, loss: 0.9092 2023-12-26 13:40:00,200 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:01:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.0181, loss: 1.0181 2023-12-26 13:40:22,292 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:01:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 0.9540, loss: 0.9540 2023-12-26 13:40:44,380 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:00:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.8958, loss: 0.8958 2023-12-26 13:41:06,452 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:00:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 0.8759, loss: 0.8759 2023-12-26 13:41:28,576 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:00:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 0.9448, loss: 0.9448 2023-12-26 13:41:50,751 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 19:59:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8591, loss: 0.8591 2023-12-26 13:42:12,817 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 19:59:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9775, loss_cls: 0.9070, loss: 0.9070 2023-12-26 13:42:34,932 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 19:58:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 0.9154, loss: 0.9154 2023-12-26 13:42:36,747 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-26 13:43:53,269 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:43:53,340 - pyskl - INFO - top1_acc 0.7493 top5_acc 0.9601 2023-12-26 13:43:53,344 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7493, top5_acc: 0.9601 2023-12-26 13:44:32,099 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 19:59:37, time: 0.388, data_time: 0.167, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.8600, loss: 0.8600 2023-12-26 13:44:54,092 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 19:59:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8359, loss: 0.8359 2023-12-26 13:45:16,083 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 19:58:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8545, loss: 0.8545 2023-12-26 13:45:38,126 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 19:58:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8073, loss: 0.8073 2023-12-26 13:46:00,150 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 19:57:49, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.8677, loss: 0.8677 2023-12-26 13:46:22,255 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 19:57:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.8709, loss: 0.8709 2023-12-26 13:46:44,427 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 19:56:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.7971, loss: 0.7971 2023-12-26 13:47:06,575 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 19:56:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.8764, loss: 0.8764 2023-12-26 13:47:28,728 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 19:56:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.9212, loss: 0.9212 2023-12-26 13:47:50,863 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 19:55:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 0.9235, loss: 0.9235 2023-12-26 13:48:12,917 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 19:55:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.9249, loss: 0.9249 2023-12-26 13:48:34,944 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 19:54:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.9181, loss: 0.9181 2023-12-26 13:48:57,056 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 19:54:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.8934, loss: 0.8934 2023-12-26 13:49:19,178 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 19:53:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 0.9214, loss: 0.9214 2023-12-26 13:49:41,348 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 19:53:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8501, loss: 0.8501 2023-12-26 13:50:03,512 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 19:53:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8659, loss: 0.8659 2023-12-26 13:50:25,629 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 19:52:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 0.9210, loss: 0.9210 2023-12-26 13:50:47,785 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 19:52:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.8757, loss: 0.8757 2023-12-26 13:51:09,977 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 19:51:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9800, loss_cls: 0.8764, loss: 0.8764 2023-12-26 13:51:32,127 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 19:51:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.9142, loss: 0.9142 2023-12-26 13:51:54,267 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 19:50:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.8509, loss: 0.8509 2023-12-26 13:52:16,454 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 19:50:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.9603, loss: 0.9603 2023-12-26 13:52:38,697 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 19:50:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 0.9269, loss: 0.9269 2023-12-26 13:53:00,970 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 19:49:34, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.9183, loss: 0.9183 2023-12-26 13:53:23,232 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 19:49:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.7744, loss: 0.7744 2023-12-26 13:53:24,982 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-26 13:54:41,413 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 13:54:41,484 - pyskl - INFO - top1_acc 0.7803 top5_acc 0.9651 2023-12-26 13:54:41,488 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7803, top5_acc: 0.9651 2023-12-26 13:55:19,931 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 19:49:56, time: 0.384, data_time: 0.162, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.8697, loss: 0.8697 2023-12-26 13:55:42,058 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 19:49:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8780, loss: 0.8780 2023-12-26 13:56:04,127 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 19:49:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 0.8671, loss: 0.8671 2023-12-26 13:56:26,219 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 19:48:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9800, loss_cls: 0.8612, loss: 0.8612 2023-12-26 13:56:48,357 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 19:48:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7389, loss: 0.7389 2023-12-26 13:57:10,495 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 19:47:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.9376, loss: 0.9376 2023-12-26 13:57:32,601 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 19:47:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 0.9168, loss: 0.9168 2023-12-26 13:57:54,717 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 19:46:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.8623, loss: 0.8623 2023-12-26 13:58:16,827 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 19:46:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 0.8136, loss: 0.8136 2023-12-26 13:58:39,032 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 19:46:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8283, loss: 0.8283 2023-12-26 13:59:01,144 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 19:45:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.8913, loss: 0.8913 2023-12-26 13:59:23,274 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 19:45:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.8791, loss: 0.8791 2023-12-26 13:59:45,396 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 19:44:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 0.8234, loss: 0.8234 2023-12-26 14:00:07,706 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 19:44:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.8813, loss: 0.8813 2023-12-26 14:00:29,821 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 19:43:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8250, loss: 0.8250 2023-12-26 14:00:51,956 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 19:43:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.8495, loss: 0.8495 2023-12-26 14:01:14,070 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 19:43:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.8703, loss: 0.8703 2023-12-26 14:01:36,168 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 19:42:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.8987, loss: 0.8987 2023-12-26 14:01:58,269 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 19:42:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8175, loss: 0.8175 2023-12-26 14:02:20,316 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 19:41:41, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 0.8810, loss: 0.8810 2023-12-26 14:02:42,378 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 19:41:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9119, loss: 0.9119 2023-12-26 14:03:04,458 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 19:40:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9428, loss: 0.9428 2023-12-26 14:03:26,637 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 19:40:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 0.9170, loss: 0.9170 2023-12-26 14:03:48,775 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 19:39:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9135, loss: 0.9135 2023-12-26 14:04:10,991 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 19:39:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9010, loss: 0.9010 2023-12-26 14:04:12,765 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-26 14:05:29,208 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:05:29,280 - pyskl - INFO - top1_acc 0.7908 top5_acc 0.9660 2023-12-26 14:05:29,283 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7908, top5_acc: 0.9660 2023-12-26 14:06:07,714 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 19:40:16, time: 0.384, data_time: 0.163, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.7994, loss: 0.7994 2023-12-26 14:06:29,754 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 19:39:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.8847, loss: 0.8847 2023-12-26 14:06:51,805 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 19:39:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8208, loss: 0.8208 2023-12-26 14:07:13,830 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 19:38:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.7964, loss: 0.7964 2023-12-26 14:07:35,839 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 19:38:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8896, loss: 0.8896 2023-12-26 14:07:57,979 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 19:38:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.9216, loss: 0.9216 2023-12-26 14:08:20,066 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 19:37:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.8668, loss: 0.8668 2023-12-26 14:08:42,105 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 19:37:12, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.8909, loss: 0.8909 2023-12-26 14:09:04,202 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 19:36:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.8914, loss: 0.8914 2023-12-26 14:09:26,426 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 19:36:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.8749, loss: 0.8749 2023-12-26 14:09:48,667 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 19:35:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.8927, loss: 0.8927 2023-12-26 14:10:10,719 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 19:35:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7962, loss: 0.7962 2023-12-26 14:10:32,796 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 19:35:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8226, loss: 0.8226 2023-12-26 14:10:55,108 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 19:34:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8848, loss: 0.8848 2023-12-26 14:11:17,391 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 19:34:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.7804, loss: 0.7804 2023-12-26 14:11:39,490 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 19:33:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.8516, loss: 0.8516 2023-12-26 14:12:01,596 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 19:33:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8345, loss: 0.8345 2023-12-26 14:12:23,802 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 19:32:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 0.9252, loss: 0.9252 2023-12-26 14:12:45,936 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 19:32:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.7987, loss: 0.7987 2023-12-26 14:13:08,021 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 19:32:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.8645, loss: 0.8645 2023-12-26 14:13:30,182 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 19:31:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9775, loss_cls: 0.8629, loss: 0.8629 2023-12-26 14:13:52,339 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 19:31:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8717, loss: 0.8717 2023-12-26 14:14:14,580 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 19:30:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.8580, loss: 0.8580 2023-12-26 14:14:36,752 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 19:30:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9838, loss_cls: 0.8088, loss: 0.8088 2023-12-26 14:14:58,897 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 19:29:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 0.8970, loss: 0.8970 2023-12-26 14:15:00,680 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-26 14:16:17,060 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:16:17,132 - pyskl - INFO - top1_acc 0.7832 top5_acc 0.9566 2023-12-26 14:16:17,136 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7832, top5_acc: 0.9566 2023-12-26 14:16:56,201 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 19:30:40, time: 0.391, data_time: 0.169, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 0.8535, loss: 0.8535 2023-12-26 14:17:18,245 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 19:30:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 0.8298, loss: 0.8298 2023-12-26 14:17:40,322 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 19:29:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8251, loss: 0.8251 2023-12-26 14:18:02,589 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 19:29:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.7996, loss: 0.7996 2023-12-26 14:18:24,739 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 19:28:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.8754, loss: 0.8754 2023-12-26 14:18:46,861 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 19:28:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.7984, loss: 0.7984 2023-12-26 14:19:09,017 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 19:28:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.8671, loss: 0.8671 2023-12-26 14:19:31,233 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 19:27:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8490, loss: 0.8490 2023-12-26 14:19:53,441 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 19:27:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.8634, loss: 0.8634 2023-12-26 14:20:15,584 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 19:26:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.7727, loss: 0.7727 2023-12-26 14:20:37,854 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 19:26:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.8477, loss: 0.8477 2023-12-26 14:20:59,964 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 19:25:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8322, loss: 0.8322 2023-12-26 14:21:22,042 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 19:25:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.8578, loss: 0.8578 2023-12-26 14:21:44,139 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 19:25:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 0.8125, loss: 0.8125 2023-12-26 14:22:06,314 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 19:24:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.9074, loss: 0.9074 2023-12-26 14:22:28,471 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 19:24:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.8651, loss: 0.8651 2023-12-26 14:22:50,594 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 19:23:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8182, loss: 0.8182 2023-12-26 14:23:12,660 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 19:23:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.8677, loss: 0.8677 2023-12-26 14:23:34,703 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:22:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 0.8934, loss: 0.8934 2023-12-26 14:23:56,787 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:22:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.8270, loss: 0.8270 2023-12-26 14:24:18,903 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:22:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 0.9455, loss: 0.9455 2023-12-26 14:24:40,984 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:21:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 0.8448, loss: 0.8448 2023-12-26 14:25:03,021 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:21:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 0.9695, loss: 0.9695 2023-12-26 14:25:25,160 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:20:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8815, loss: 0.8815 2023-12-26 14:25:47,250 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:20:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.8963, loss: 0.8963 2023-12-26 14:25:49,038 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-26 14:27:05,329 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:27:05,400 - pyskl - INFO - top1_acc 0.7549 top5_acc 0.9563 2023-12-26 14:27:05,404 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7549, top5_acc: 0.9563 2023-12-26 14:27:44,720 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:21:05, time: 0.393, data_time: 0.169, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.8382, loss: 0.8382 2023-12-26 14:28:07,054 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:20:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8032, loss: 0.8032 2023-12-26 14:28:29,401 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:20:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.8025, loss: 0.8025 2023-12-26 14:28:51,620 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:19:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7432, loss: 0.7432 2023-12-26 14:29:13,794 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:19:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.8549, loss: 0.8549 2023-12-26 14:29:35,901 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:18:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.7847, loss: 0.7847 2023-12-26 14:29:58,022 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:18:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.9041, loss: 0.9041 2023-12-26 14:30:20,142 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:18:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 0.9359, loss: 0.9359 2023-12-26 14:30:42,269 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:17:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.8880, loss: 0.8880 2023-12-26 14:31:04,399 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:17:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 0.8506, loss: 0.8506 2023-12-26 14:31:26,661 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:16:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8662, loss: 0.8662 2023-12-26 14:31:48,872 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:16:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.9279, loss: 0.9279 2023-12-26 14:32:10,931 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:16:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8446, loss: 0.8446 2023-12-26 14:32:32,981 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:15:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 0.8752, loss: 0.8752 2023-12-26 14:32:55,083 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:15:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.8704, loss: 0.8704 2023-12-26 14:33:17,172 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:14:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.7778, loss: 0.7778 2023-12-26 14:33:39,264 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:14:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.8561, loss: 0.8561 2023-12-26 14:34:01,355 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:13:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9800, loss_cls: 0.8627, loss: 0.8627 2023-12-26 14:34:23,417 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:13:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9094, loss: 0.9094 2023-12-26 14:34:45,563 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:13:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.8572, loss: 0.8572 2023-12-26 14:35:07,741 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:12:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.8873, loss: 0.8873 2023-12-26 14:35:29,917 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:12:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.8183, loss: 0.8183 2023-12-26 14:35:52,122 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:11:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.8529, loss: 0.8529 2023-12-26 14:36:14,273 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:11:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8282, loss: 0.8282 2023-12-26 14:36:36,378 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:10:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8045, loss: 0.8045 2023-12-26 14:36:38,136 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-26 14:37:54,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:37:54,947 - pyskl - INFO - top1_acc 0.8057 top5_acc 0.9623 2023-12-26 14:37:54,950 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8057, top5_acc: 0.9623 2023-12-26 14:38:34,108 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:11:32, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8101, loss: 0.8101 2023-12-26 14:38:56,118 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:11:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.7829, loss: 0.7829 2023-12-26 14:39:18,163 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:10:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8423, loss: 0.8423 2023-12-26 14:39:40,205 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:10:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.8674, loss: 0.8674 2023-12-26 14:40:02,250 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:09:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 0.8118, loss: 0.8118 2023-12-26 14:40:24,315 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:09:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.8301, loss: 0.8301 2023-12-26 14:40:46,358 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:08:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.7315, loss: 0.7315 2023-12-26 14:41:08,395 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:08:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8707, loss: 0.8707 2023-12-26 14:41:30,463 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:08:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8048, loss: 0.8048 2023-12-26 14:41:52,522 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:07:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.8214, loss: 0.8214 2023-12-26 14:42:14,665 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:07:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.7906, loss: 0.7906 2023-12-26 14:42:36,819 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:06:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9812, loss_cls: 0.8395, loss: 0.8395 2023-12-26 14:42:58,858 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:06:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8265, loss: 0.8265 2023-12-26 14:43:20,924 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:05:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 0.9446, loss: 0.9446 2023-12-26 14:43:43,010 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:05:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8196, loss: 0.8196 2023-12-26 14:44:05,204 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:05:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.8457, loss: 0.8457 2023-12-26 14:44:27,306 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:04:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.8872, loss: 0.8872 2023-12-26 14:44:49,411 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:04:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8459, loss: 0.8459 2023-12-26 14:45:11,545 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:03:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8162, loss: 0.8162 2023-12-26 14:45:33,682 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:03:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8355, loss: 0.8355 2023-12-26 14:45:55,800 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:02:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8694, loss: 0.8694 2023-12-26 14:46:17,912 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:02:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.9012, loss: 0.9012 2023-12-26 14:46:40,072 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:02:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.8453, loss: 0.8453 2023-12-26 14:47:02,177 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:01:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9160, loss: 0.9160 2023-12-26 14:47:24,316 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:01:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8288, loss: 0.8288 2023-12-26 14:47:26,125 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-26 14:48:42,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:48:42,589 - pyskl - INFO - top1_acc 0.7581 top5_acc 0.9622 2023-12-26 14:48:42,592 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7581, top5_acc: 0.9622 2023-12-26 14:49:21,584 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:01:53, time: 0.390, data_time: 0.169, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.8392, loss: 0.8392 2023-12-26 14:49:43,623 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:01:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.8429, loss: 0.8429 2023-12-26 14:50:05,674 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:01:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8131, loss: 0.8131 2023-12-26 14:50:27,788 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:00:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.8474, loss: 0.8474 2023-12-26 14:50:49,869 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:00:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.7699, loss: 0.7699 2023-12-26 14:51:11,915 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 18:59:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.8435, loss: 0.8435 2023-12-26 14:51:33,976 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 18:59:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 0.8686, loss: 0.8686 2023-12-26 14:51:56,068 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 18:58:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8298, loss: 0.8298 2023-12-26 14:52:18,148 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 18:58:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 0.9008, loss: 0.9008 2023-12-26 14:52:40,243 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 18:58:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.8997, loss: 0.8997 2023-12-26 14:53:02,351 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 18:57:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.7941, loss: 0.7941 2023-12-26 14:53:24,614 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 18:57:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 0.8489, loss: 0.8489 2023-12-26 14:53:46,842 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 18:56:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.8752, loss: 0.8752 2023-12-26 14:54:08,936 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 18:56:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.8500, loss: 0.8500 2023-12-26 14:54:31,022 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 18:55:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9806, loss_cls: 0.8223, loss: 0.8223 2023-12-26 14:54:53,181 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 18:55:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8510, loss: 0.8510 2023-12-26 14:55:15,319 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 18:55:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.7848, loss: 0.7848 2023-12-26 14:55:37,433 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 18:54:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8395, loss: 0.8395 2023-12-26 14:55:59,555 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 18:54:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.9117, loss: 0.9117 2023-12-26 14:56:21,673 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 18:53:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.8121, loss: 0.8121 2023-12-26 14:56:43,776 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 18:53:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8421, loss: 0.8421 2023-12-26 14:57:05,872 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 18:52:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8052, loss: 0.8052 2023-12-26 14:57:27,975 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 18:52:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.8544, loss: 0.8544 2023-12-26 14:57:50,104 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 18:52:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.8032, loss: 0.8032 2023-12-26 14:58:12,187 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 18:51:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.8835, loss: 0.8835 2023-12-26 14:58:13,898 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-26 14:59:30,336 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 14:59:30,410 - pyskl - INFO - top1_acc 0.7649 top5_acc 0.9600 2023-12-26 14:59:30,414 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7649, top5_acc: 0.9600 2023-12-26 15:00:09,611 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 18:52:16, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7248, loss: 0.7248 2023-12-26 15:00:31,758 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 18:51:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7089, loss: 0.7089 2023-12-26 15:00:53,806 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 18:51:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7610, loss: 0.7610 2023-12-26 15:01:15,820 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 18:51:00, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9769, loss_cls: 0.9023, loss: 0.9023 2023-12-26 15:01:37,941 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 18:50:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.8136, loss: 0.8136 2023-12-26 15:02:00,039 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 18:50:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8283, loss: 0.8283 2023-12-26 15:02:22,126 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 18:49:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8256, loss: 0.8256 2023-12-26 15:02:44,197 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 18:49:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.7888, loss: 0.7888 2023-12-26 15:03:06,261 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 18:48:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.8968, loss: 0.8968 2023-12-26 15:03:28,320 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 18:48:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.7830, loss: 0.7830 2023-12-26 15:03:50,590 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 18:48:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7854, loss: 0.7854 2023-12-26 15:04:12,838 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 18:47:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.8341, loss: 0.8341 2023-12-26 15:04:34,967 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 18:47:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.8782, loss: 0.8782 2023-12-26 15:04:57,086 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 18:46:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.8590, loss: 0.8590 2023-12-26 15:05:19,216 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 18:46:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 0.8365, loss: 0.8365 2023-12-26 15:05:41,362 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 18:45:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8619, loss: 0.8619 2023-12-26 15:06:03,630 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 18:45:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 0.9030, loss: 0.9030 2023-12-26 15:06:25,907 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 18:45:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8419, loss: 0.8419 2023-12-26 15:06:48,043 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 18:44:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.7342, loss: 0.7342 2023-12-26 15:07:10,125 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 18:44:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 0.8239, loss: 0.8239 2023-12-26 15:07:32,254 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 18:43:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.8393, loss: 0.8393 2023-12-26 15:07:54,359 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 18:43:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.8687, loss: 0.8687 2023-12-26 15:08:16,544 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 18:43:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 0.8304, loss: 0.8304 2023-12-26 15:08:38,694 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 18:42:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.8344, loss: 0.8344 2023-12-26 15:09:00,824 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 18:42:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8404, loss: 0.8404 2023-12-26 15:09:02,612 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-26 15:10:18,869 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:10:18,940 - pyskl - INFO - top1_acc 0.7955 top5_acc 0.9696 2023-12-26 15:10:18,943 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7955, top5_acc: 0.9696 2023-12-26 15:10:57,557 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 18:42:40, time: 0.386, data_time: 0.164, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 0.7378, loss: 0.7378 2023-12-26 15:11:19,669 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 18:42:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.7623, loss: 0.7623 2023-12-26 15:11:41,796 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 18:41:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.8246, loss: 0.8246 2023-12-26 15:12:03,907 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 18:41:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 0.7594, loss: 0.7594 2023-12-26 15:12:26,035 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 18:41:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 0.7701, loss: 0.7701 2023-12-26 15:12:48,170 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 18:40:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 0.8392, loss: 0.8392 2023-12-26 15:13:10,405 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 18:40:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.8235, loss: 0.8235 2023-12-26 15:13:32,529 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 18:39:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8523, loss: 0.8523 2023-12-26 15:13:54,604 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 18:39:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 0.8101, loss: 0.8101 2023-12-26 15:14:16,660 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 18:38:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8156, loss: 0.8156 2023-12-26 15:14:38,707 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 18:38:28, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 0.8009, loss: 0.8009 2023-12-26 15:15:01,065 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 18:38:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.7817, loss: 0.7817 2023-12-26 15:15:23,634 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 18:37:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8198, loss: 0.8198 2023-12-26 15:15:45,953 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 18:37:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.8276, loss: 0.8276 2023-12-26 15:16:08,355 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 18:36:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.8330, loss: 0.8330 2023-12-26 15:16:30,672 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 18:36:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7626, loss: 0.7626 2023-12-26 15:16:53,088 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 18:36:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.8762, loss: 0.8762 2023-12-26 15:17:15,383 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 18:35:39, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.8710, loss: 0.8710 2023-12-26 15:17:37,629 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 18:35:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.7744, loss: 0.7744 2023-12-26 15:17:59,880 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 18:34:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.9115, loss: 0.9115 2023-12-26 15:18:22,174 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 18:34:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8303, loss: 0.8303 2023-12-26 15:18:44,425 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 18:34:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 0.8050, loss: 0.8050 2023-12-26 15:19:06,632 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 18:33:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.8299, loss: 0.8299 2023-12-26 15:19:28,763 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 18:33:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.8611, loss: 0.8611 2023-12-26 15:19:50,889 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 18:32:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.7956, loss: 0.7956 2023-12-26 15:19:52,673 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-26 15:21:09,328 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:21:09,399 - pyskl - INFO - top1_acc 0.7719 top5_acc 0.9615 2023-12-26 15:21:09,403 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7719, top5_acc: 0.9615 2023-12-26 15:21:48,384 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 18:33:14, time: 0.390, data_time: 0.168, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.7628, loss: 0.7628 2023-12-26 15:22:10,497 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 18:32:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.8009, loss: 0.8009 2023-12-26 15:22:32,631 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 18:32:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8389, loss: 0.8389 2023-12-26 15:22:54,803 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 18:31:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.7985, loss: 0.7985 2023-12-26 15:23:16,971 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 18:31:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.7770, loss: 0.7770 2023-12-26 15:23:39,124 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 18:31:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 0.8107, loss: 0.8107 2023-12-26 15:24:01,444 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 18:30:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.8089, loss: 0.8089 2023-12-26 15:24:23,582 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 18:30:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.7672, loss: 0.7672 2023-12-26 15:24:45,706 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 18:29:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8009, loss: 0.8009 2023-12-26 15:25:07,822 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 18:29:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 0.7661, loss: 0.7661 2023-12-26 15:25:29,943 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 18:29:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.7637, loss: 0.7637 2023-12-26 15:25:52,072 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 18:28:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.7931, loss: 0.7931 2023-12-26 15:26:14,324 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 18:28:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 0.7750, loss: 0.7750 2023-12-26 15:26:36,497 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 18:27:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.8537, loss: 0.8537 2023-12-26 15:26:58,672 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 18:27:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8225, loss: 0.8225 2023-12-26 15:27:20,845 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 18:27:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7506, loss: 0.7506 2023-12-26 15:27:42,980 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 18:26:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9856, loss_cls: 0.8251, loss: 0.8251 2023-12-26 15:28:05,120 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 18:26:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.8212, loss: 0.8212 2023-12-26 15:28:27,184 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 18:25:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.7595, loss: 0.7595 2023-12-26 15:28:49,236 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 18:25:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.8010, loss: 0.8010 2023-12-26 15:29:11,313 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 18:24:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.8496, loss: 0.8496 2023-12-26 15:29:33,382 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 18:24:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.8359, loss: 0.8359 2023-12-26 15:29:55,491 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 18:24:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8893, loss: 0.8893 2023-12-26 15:30:17,565 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 18:23:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8555, loss: 0.8555 2023-12-26 15:30:39,609 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:23:13, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.8426, loss: 0.8426 2023-12-26 15:30:41,352 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-26 15:31:57,644 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:31:57,715 - pyskl - INFO - top1_acc 0.7889 top5_acc 0.9678 2023-12-26 15:31:57,719 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7889, top5_acc: 0.9678 2023-12-26 15:32:35,971 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 18:23:37, time: 0.382, data_time: 0.161, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.7686, loss: 0.7686 2023-12-26 15:32:58,106 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:23:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9812, loss_cls: 0.7633, loss: 0.7633 2023-12-26 15:33:20,237 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:22:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8187, loss: 0.8187 2023-12-26 15:33:42,374 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:22:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.7586, loss: 0.7586 2023-12-26 15:34:04,633 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:21:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7732, loss: 0.7732 2023-12-26 15:34:26,756 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:21:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 0.8433, loss: 0.8433 2023-12-26 15:34:48,925 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:21:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7916, loss: 0.7916 2023-12-26 15:35:11,308 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:20:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.8450, loss: 0.8450 2023-12-26 15:35:33,713 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:20:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9819, loss_cls: 0.7906, loss: 0.7906 2023-12-26 15:35:55,980 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:19:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8159, loss: 0.8159 2023-12-26 15:36:18,351 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:19:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.8126, loss: 0.8126 2023-12-26 15:36:40,686 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:19:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.7412, loss: 0.7412 2023-12-26 15:37:03,028 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:18:42, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8256, loss: 0.8256 2023-12-26 15:37:25,412 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:18:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.8537, loss: 0.8537 2023-12-26 15:37:47,604 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:17:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.8574, loss: 0.8574 2023-12-26 15:38:09,756 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:17:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.7841, loss: 0.7841 2023-12-26 15:38:31,991 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:17:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.8292, loss: 0.8292 2023-12-26 15:38:54,154 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:16:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.7528, loss: 0.7528 2023-12-26 15:39:16,351 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:16:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.6947, loss: 0.6947 2023-12-26 15:39:38,564 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:15:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8313, loss: 0.8313 2023-12-26 15:40:00,731 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:15:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.8658, loss: 0.8658 2023-12-26 15:40:22,918 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:15:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8552, loss: 0.8552 2023-12-26 15:40:45,180 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:14:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9089, loss: 0.9089 2023-12-26 15:41:07,440 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:14:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.7552, loss: 0.7552 2023-12-26 15:41:29,594 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:13:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.8417, loss: 0.8417 2023-12-26 15:41:31,359 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-26 15:42:48,033 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:42:48,105 - pyskl - INFO - top1_acc 0.7759 top5_acc 0.9635 2023-12-26 15:42:48,109 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7759, top5_acc: 0.9635 2023-12-26 15:43:27,144 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:14:11, time: 0.390, data_time: 0.167, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7546, loss: 0.7546 2023-12-26 15:43:49,227 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:13:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.6979, loss: 0.6979 2023-12-26 15:44:11,292 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:13:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.7246, loss: 0.7246 2023-12-26 15:44:33,453 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:12:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7446, loss: 0.7446 2023-12-26 15:44:55,712 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:12:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7162, loss: 0.7162 2023-12-26 15:45:18,036 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:12:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.7887, loss: 0.7887 2023-12-26 15:45:40,181 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:11:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 0.9030, loss: 0.9030 2023-12-26 15:46:02,426 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:11:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8507, loss: 0.8507 2023-12-26 15:46:24,673 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:10:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.7877, loss: 0.7877 2023-12-26 15:46:47,002 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:10:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8554, loss: 0.8554 2023-12-26 15:47:09,176 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:10:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8007, loss: 0.8007 2023-12-26 15:47:31,544 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:09:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.7578, loss: 0.7578 2023-12-26 15:47:53,935 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:09:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9831, loss_cls: 0.7770, loss: 0.7770 2023-12-26 15:48:16,261 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:08:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.8126, loss: 0.8126 2023-12-26 15:48:38,658 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:08:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7352, loss: 0.7352 2023-12-26 15:49:00,990 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:08:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.8266, loss: 0.8266 2023-12-26 15:49:23,222 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:07:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.8229, loss: 0.8229 2023-12-26 15:49:45,508 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:07:15, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.8734, loss: 0.8734 2023-12-26 15:50:07,738 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:06:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.8808, loss: 0.8808 2023-12-26 15:50:30,051 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:06:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 0.8701, loss: 0.8701 2023-12-26 15:50:52,423 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:06:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9769, loss_cls: 0.8466, loss: 0.8466 2023-12-26 15:51:14,848 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:05:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.8895, loss: 0.8895 2023-12-26 15:51:37,183 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:05:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.8042, loss: 0.8042 2023-12-26 15:51:59,532 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:04:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 0.7574, loss: 0.7574 2023-12-26 15:52:21,758 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:04:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 0.8155, loss: 0.8155 2023-12-26 15:52:23,566 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-26 15:53:39,951 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 15:53:40,020 - pyskl - INFO - top1_acc 0.7875 top5_acc 0.9670 2023-12-26 15:53:40,024 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7875, top5_acc: 0.9670 2023-12-26 15:54:19,284 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:04:49, time: 0.393, data_time: 0.171, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.7685, loss: 0.7685 2023-12-26 15:54:41,378 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:04:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7459, loss: 0.7459 2023-12-26 15:55:03,682 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:04:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9812, loss_cls: 0.8215, loss: 0.8215 2023-12-26 15:55:26,159 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:03:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 0.7765, loss: 0.7765 2023-12-26 15:55:48,292 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:03:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.7520, loss: 0.7520 2023-12-26 15:56:10,342 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:02:46, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.7747, loss: 0.7747 2023-12-26 15:56:32,443 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:02:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8227, loss: 0.8227 2023-12-26 15:56:54,565 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:01:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9694, loss_cls: 0.7781, loss: 0.7781 2023-12-26 15:57:16,759 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:01:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8253, loss: 0.8253 2023-12-26 15:57:39,216 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:01:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8044, loss: 0.8044 2023-12-26 15:58:01,574 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:00:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.7746, loss: 0.7746 2023-12-26 15:58:23,807 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:00:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.7968, loss: 0.7968 2023-12-26 15:58:45,959 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 17:59:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.6904, loss: 0.6904 2023-12-26 15:59:08,052 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 17:59:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 0.7451, loss: 0.7451 2023-12-26 15:59:30,136 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 17:59:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.7595, loss: 0.7595 2023-12-26 15:59:52,215 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 17:58:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.7544, loss: 0.7544 2023-12-26 16:00:14,377 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 17:58:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9875, loss_cls: 0.7657, loss: 0.7657 2023-12-26 16:00:36,610 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 17:57:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.7272, loss: 0.7272 2023-12-26 16:00:58,839 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 17:57:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.7590, loss: 0.7590 2023-12-26 16:01:20,952 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 17:57:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.7693, loss: 0.7693 2023-12-26 16:01:43,074 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 17:56:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8781, loss: 0.8781 2023-12-26 16:02:05,251 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 17:56:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.8256, loss: 0.8256 2023-12-26 16:02:27,382 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 17:55:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8436, loss: 0.8436 2023-12-26 16:02:49,845 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 17:55:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8420, loss: 0.8420 2023-12-26 16:03:12,317 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 17:54:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.8589, loss: 0.8589 2023-12-26 16:03:14,171 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-26 16:04:32,834 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:04:32,904 - pyskl - INFO - top1_acc 0.7987 top5_acc 0.9635 2023-12-26 16:04:32,909 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7987, top5_acc: 0.9635 2023-12-26 16:05:13,832 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 17:55:26, time: 0.409, data_time: 0.186, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.7466, loss: 0.7466 2023-12-26 16:05:36,156 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 17:55:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 0.6900, loss: 0.6900 2023-12-26 16:05:58,513 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 17:54:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7218, loss: 0.7218 2023-12-26 16:06:20,628 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 17:54:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 0.7618, loss: 0.7618 2023-12-26 16:06:42,707 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 17:53:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.7449, loss: 0.7449 2023-12-26 16:07:04,752 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 17:53:23, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8323, loss: 0.8323 2023-12-26 16:07:27,014 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 17:52:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.8185, loss: 0.8185 2023-12-26 16:07:49,333 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 17:52:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8033, loss: 0.8033 2023-12-26 16:08:11,923 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 17:52:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.8148, loss: 0.8148 2023-12-26 16:08:34,453 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 17:51:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 0.8096, loss: 0.8096 2023-12-26 16:08:56,983 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 17:51:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7656, loss: 0.7656 2023-12-26 16:09:19,507 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 17:51:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8062, loss: 0.8062 2023-12-26 16:09:41,986 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 17:50:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8265, loss: 0.8265 2023-12-26 16:10:04,425 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 17:50:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.7619, loss: 0.7619 2023-12-26 16:10:26,836 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 17:49:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9003, loss: 0.9003 2023-12-26 16:10:49,250 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 17:49:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.7911, loss: 0.7911 2023-12-26 16:11:11,775 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 17:49:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 0.8178, loss: 0.8178 2023-12-26 16:11:34,107 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 17:48:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 0.7838, loss: 0.7838 2023-12-26 16:11:56,494 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 17:48:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 0.7538, loss: 0.7538 2023-12-26 16:12:18,824 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 17:47:49, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8226, loss: 0.8226 2023-12-26 16:12:41,313 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 17:47:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8156, loss: 0.8156 2023-12-26 16:13:03,727 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 17:47:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9675, loss_cls: 0.8557, loss: 0.8557 2023-12-26 16:13:26,124 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 17:46:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9081, loss: 0.9081 2023-12-26 16:13:48,612 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 17:46:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.7546, loss: 0.7546 2023-12-26 16:14:11,077 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 17:45:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.7342, loss: 0.7342 2023-12-26 16:14:12,840 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-26 16:15:30,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:15:30,349 - pyskl - INFO - top1_acc 0.8110 top5_acc 0.9701 2023-12-26 16:15:30,354 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_23.pth was removed 2023-12-26 16:15:30,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. 2023-12-26 16:15:30,493 - pyskl - INFO - Best top1_acc is 0.8110 at 38 epoch. 2023-12-26 16:15:30,496 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8110, top5_acc: 0.9701 2023-12-26 16:16:11,917 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 17:46:17, time: 0.414, data_time: 0.190, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 0.6637, loss: 0.6637 2023-12-26 16:16:34,296 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 17:45:53, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.7668, loss: 0.7668 2023-12-26 16:16:56,855 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 17:45:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.7940, loss: 0.7940 2023-12-26 16:17:19,388 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 17:45:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6739, loss: 0.6739 2023-12-26 16:17:41,948 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 17:44:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7367, loss: 0.7367 2023-12-26 16:18:04,232 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 17:44:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.7964, loss: 0.7964 2023-12-26 16:18:26,764 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 17:43:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.8127, loss: 0.8127 2023-12-26 16:18:49,570 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 17:43:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7486, loss: 0.7486 2023-12-26 16:19:12,029 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 17:43:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.9114, loss: 0.9114 2023-12-26 16:19:34,552 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 17:42:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7455, loss: 0.7455 2023-12-26 16:19:57,047 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 17:42:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.7823, loss: 0.7823 2023-12-26 16:20:19,736 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 17:41:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.7783, loss: 0.7783 2023-12-26 16:20:42,318 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 17:41:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7540, loss: 0.7540 2023-12-26 16:21:04,599 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 17:41:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.7934, loss: 0.7934 2023-12-26 16:21:26,843 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 17:40:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.7710, loss: 0.7710 2023-12-26 16:21:49,194 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 17:40:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.7766, loss: 0.7766 2023-12-26 16:22:11,634 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 17:39:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.7933, loss: 0.7933 2023-12-26 16:22:33,870 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 17:39:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7136, loss: 0.7136 2023-12-26 16:22:56,153 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 17:39:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7137, loss: 0.7137 2023-12-26 16:23:18,355 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 17:38:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.7366, loss: 0.7366 2023-12-26 16:23:40,528 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 17:38:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 0.7803, loss: 0.7803 2023-12-26 16:24:02,642 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 17:37:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.8197, loss: 0.8197 2023-12-26 16:24:24,716 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 17:37:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8141, loss: 0.8141 2023-12-26 16:24:46,763 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 17:37:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.8075, loss: 0.8075 2023-12-26 16:25:08,751 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 17:36:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.8330, loss: 0.8330 2023-12-26 16:25:10,550 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-26 16:26:27,951 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:26:28,025 - pyskl - INFO - top1_acc 0.7847 top5_acc 0.9606 2023-12-26 16:26:28,029 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7847, top5_acc: 0.9606 2023-12-26 16:27:07,867 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 17:37:00, time: 0.398, data_time: 0.177, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9844, loss_cls: 0.7558, loss: 0.7558 2023-12-26 16:27:30,004 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 17:36:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.7786, loss: 0.7786 2023-12-26 16:27:52,401 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 17:36:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.8321, loss: 0.8321 2023-12-26 16:28:14,894 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 17:35:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.7573, loss: 0.7573 2023-12-26 16:28:37,234 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 17:35:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9838, loss_cls: 0.7669, loss: 0.7669 2023-12-26 16:28:59,635 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 17:35:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7436, loss: 0.7436 2023-12-26 16:29:21,818 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 17:34:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.7517, loss: 0.7517 2023-12-26 16:29:44,151 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 17:34:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.7968, loss: 0.7968 2023-12-26 16:30:06,558 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 17:33:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9850, loss_cls: 0.7225, loss: 0.7225 2023-12-26 16:30:29,027 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 17:33:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7391, loss: 0.7391 2023-12-26 16:30:51,380 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 17:33:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.8511, loss: 0.8511 2023-12-26 16:31:13,616 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 17:32:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.7486, loss: 0.7486 2023-12-26 16:31:35,762 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 17:32:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.7648, loss: 0.7648 2023-12-26 16:31:58,226 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 17:31:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.7485, loss: 0.7485 2023-12-26 16:32:20,552 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 17:31:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.7826, loss: 0.7826 2023-12-26 16:32:42,867 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 17:30:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.8535, loss: 0.8535 2023-12-26 16:33:05,065 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 17:30:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 0.7352, loss: 0.7352 2023-12-26 16:33:27,219 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 17:30:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.7701, loss: 0.7701 2023-12-26 16:33:49,297 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 17:29:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8305, loss: 0.8305 2023-12-26 16:34:11,383 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 17:29:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.8313, loss: 0.8313 2023-12-26 16:34:33,519 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 17:28:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8268, loss: 0.8268 2023-12-26 16:34:55,591 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 17:28:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7202, loss: 0.7202 2023-12-26 16:35:17,687 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 17:28:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7375, loss: 0.7375 2023-12-26 16:35:39,799 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 17:27:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.7677, loss: 0.7677 2023-12-26 16:36:01,861 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 17:27:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 0.8090, loss: 0.8090 2023-12-26 16:36:03,542 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-26 16:37:20,070 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:37:20,141 - pyskl - INFO - top1_acc 0.7870 top5_acc 0.9651 2023-12-26 16:37:20,145 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7870, top5_acc: 0.9651 2023-12-26 16:37:59,636 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 17:27:34, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7203, loss: 0.7203 2023-12-26 16:38:21,732 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 17:27:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.7674, loss: 0.7674 2023-12-26 16:38:43,848 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:26:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.7620, loss: 0.7620 2023-12-26 16:39:05,998 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:26:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7450, loss: 0.7450 2023-12-26 16:39:28,232 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:25:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 0.7872, loss: 0.7872 2023-12-26 16:39:50,492 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:25:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 0.7580, loss: 0.7580 2023-12-26 16:40:12,708 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:25:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8004, loss: 0.8004 2023-12-26 16:40:34,836 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:24:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7225, loss: 0.7225 2023-12-26 16:40:57,108 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:24:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7411, loss: 0.7411 2023-12-26 16:41:19,271 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:23:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.7622, loss: 0.7622 2023-12-26 16:41:41,550 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:23:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7458, loss: 0.7458 2023-12-26 16:42:03,902 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:23:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.7822, loss: 0.7822 2023-12-26 16:42:26,247 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:22:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.8016, loss: 0.8016 2023-12-26 16:42:48,625 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:22:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.7183, loss: 0.7183 2023-12-26 16:43:11,170 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:21:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8044, loss: 0.8044 2023-12-26 16:43:33,444 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:21:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.7961, loss: 0.7961 2023-12-26 16:43:55,850 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:21:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.8104, loss: 0.8104 2023-12-26 16:44:18,067 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:20:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.7803, loss: 0.7803 2023-12-26 16:44:40,276 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:20:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 0.8118, loss: 0.8118 2023-12-26 16:45:02,476 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:19:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.7837, loss: 0.7837 2023-12-26 16:45:24,626 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:19:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8473, loss: 0.8473 2023-12-26 16:45:46,905 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:19:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.7081, loss: 0.7081 2023-12-26 16:46:09,084 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:18:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 0.7669, loss: 0.7669 2023-12-26 16:46:31,136 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:18:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 0.7615, loss: 0.7615 2023-12-26 16:46:53,188 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:17:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.6970, loss: 0.6970 2023-12-26 16:46:55,033 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-26 16:48:12,022 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:48:12,094 - pyskl - INFO - top1_acc 0.8057 top5_acc 0.9666 2023-12-26 16:48:12,099 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8057, top5_acc: 0.9666 2023-12-26 16:48:51,418 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:18:06, time: 0.393, data_time: 0.171, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.6809, loss: 0.6809 2023-12-26 16:49:13,467 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:17:41, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.7752, loss: 0.7752 2023-12-26 16:49:35,634 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:17:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.6818, loss: 0.6818 2023-12-26 16:49:57,705 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:16:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.6927, loss: 0.6927 2023-12-26 16:50:19,789 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:16:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 0.7711, loss: 0.7711 2023-12-26 16:50:42,082 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:16:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 0.7322, loss: 0.7322 2023-12-26 16:51:04,180 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:15:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.8276, loss: 0.8276 2023-12-26 16:51:26,238 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:15:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.6637, loss: 0.6637 2023-12-26 16:51:48,423 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:14:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7129, loss: 0.7129 2023-12-26 16:52:10,604 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:14:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.7600, loss: 0.7600 2023-12-26 16:52:32,857 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:14:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.7851, loss: 0.7851 2023-12-26 16:52:55,100 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:13:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.7703, loss: 0.7703 2023-12-26 16:53:17,438 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:13:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7384, loss: 0.7384 2023-12-26 16:53:39,731 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:12:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8018, loss: 0.8018 2023-12-26 16:54:02,003 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:12:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.7522, loss: 0.7522 2023-12-26 16:54:24,271 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:11:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.7434, loss: 0.7434 2023-12-26 16:54:46,361 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:11:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.7753, loss: 0.7753 2023-12-26 16:55:08,500 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:11:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.7489, loss: 0.7489 2023-12-26 16:55:30,579 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:10:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.6988, loss: 0.6988 2023-12-26 16:55:52,703 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:10:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.7922, loss: 0.7922 2023-12-26 16:56:14,883 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:09:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.7587, loss: 0.7587 2023-12-26 16:56:36,955 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:09:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 0.7849, loss: 0.7849 2023-12-26 16:56:58,975 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:09:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.7616, loss: 0.7616 2023-12-26 16:57:21,038 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:08:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7273, loss: 0.7273 2023-12-26 16:57:43,092 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:08:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.7793, loss: 0.7793 2023-12-26 16:57:44,892 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-26 16:59:01,308 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 16:59:01,378 - pyskl - INFO - top1_acc 0.8091 top5_acc 0.9722 2023-12-26 16:59:01,381 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8091, top5_acc: 0.9722 2023-12-26 16:59:40,617 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:08:32, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7214, loss: 0.7214 2023-12-26 17:00:02,726 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:08:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.7731, loss: 0.7731 2023-12-26 17:00:24,845 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:07:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7328, loss: 0.7328 2023-12-26 17:00:46,939 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:07:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.7871, loss: 0.7871 2023-12-26 17:01:09,019 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:06:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.6927, loss: 0.6927 2023-12-26 17:01:31,118 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:06:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 0.7438, loss: 0.7438 2023-12-26 17:01:53,250 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:06:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7203, loss: 0.7203 2023-12-26 17:02:15,330 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:05:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7036, loss: 0.7036 2023-12-26 17:02:37,433 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:05:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 0.7611, loss: 0.7611 2023-12-26 17:02:59,509 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:04:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 0.7774, loss: 0.7774 2023-12-26 17:03:21,584 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:04:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.7708, loss: 0.7708 2023-12-26 17:03:43,662 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:04:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.8183, loss: 0.8183 2023-12-26 17:04:05,847 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:03:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 0.7096, loss: 0.7096 2023-12-26 17:04:28,139 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:03:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7113, loss: 0.7113 2023-12-26 17:04:50,272 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:02:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7087, loss: 0.7087 2023-12-26 17:05:12,349 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:02:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7412, loss: 0.7412 2023-12-26 17:05:34,575 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:02:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 0.8268, loss: 0.8268 2023-12-26 17:05:56,677 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:01:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.7632, loss: 0.7632 2023-12-26 17:06:18,833 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:01:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.7509, loss: 0.7509 2023-12-26 17:06:40,981 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:00:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7053, loss: 0.7053 2023-12-26 17:07:03,116 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:00:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 0.7653, loss: 0.7653 2023-12-26 17:07:25,254 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 16:59:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.7630, loss: 0.7630 2023-12-26 17:07:47,380 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 16:59:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.7822, loss: 0.7822 2023-12-26 17:08:09,485 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 16:59:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.7729, loss: 0.7729 2023-12-26 17:08:31,575 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 16:58:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7251, loss: 0.7251 2023-12-26 17:08:33,394 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-26 17:09:50,268 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:09:50,338 - pyskl - INFO - top1_acc 0.7886 top5_acc 0.9685 2023-12-26 17:09:50,342 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7886, top5_acc: 0.9685 2023-12-26 17:10:30,040 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 16:58:58, time: 0.397, data_time: 0.175, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.6966, loss: 0.6966 2023-12-26 17:10:52,210 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 16:58:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.6867, loss: 0.6867 2023-12-26 17:11:14,281 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 16:58:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9838, loss_cls: 0.7373, loss: 0.7373 2023-12-26 17:11:36,372 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 16:57:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 0.7907, loss: 0.7907 2023-12-26 17:11:58,415 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 16:57:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7399, loss: 0.7399 2023-12-26 17:12:20,483 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 16:56:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7497, loss: 0.7497 2023-12-26 17:12:42,552 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 16:56:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7532, loss: 0.7532 2023-12-26 17:13:04,626 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 16:56:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.7985, loss: 0.7985 2023-12-26 17:13:26,721 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 16:55:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.7418, loss: 0.7418 2023-12-26 17:13:48,857 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 16:55:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.6868, loss: 0.6868 2023-12-26 17:14:11,031 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 16:54:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.6715, loss: 0.6715 2023-12-26 17:14:33,133 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 16:54:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 0.7926, loss: 0.7926 2023-12-26 17:14:55,288 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 16:54:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.7022, loss: 0.7022 2023-12-26 17:15:17,485 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 16:53:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.7429, loss: 0.7429 2023-12-26 17:15:39,637 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 16:53:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.7753, loss: 0.7753 2023-12-26 17:16:01,751 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 16:52:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.8178, loss: 0.8178 2023-12-26 17:16:23,912 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 16:52:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.7937, loss: 0.7937 2023-12-26 17:16:46,162 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 16:52:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.7607, loss: 0.7607 2023-12-26 17:17:08,333 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 16:51:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7096, loss: 0.7096 2023-12-26 17:17:30,478 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 16:51:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.7615, loss: 0.7615 2023-12-26 17:17:52,632 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 16:50:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7469, loss: 0.7469 2023-12-26 17:18:14,777 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 16:50:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.7822, loss: 0.7822 2023-12-26 17:18:36,912 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 16:50:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.8218, loss: 0.8218 2023-12-26 17:18:58,983 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 16:49:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 0.7619, loss: 0.7619 2023-12-26 17:19:21,062 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 16:49:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8096, loss: 0.8096 2023-12-26 17:19:22,825 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-26 17:20:39,804 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:20:39,873 - pyskl - INFO - top1_acc 0.7705 top5_acc 0.9654 2023-12-26 17:20:39,877 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7705, top5_acc: 0.9654 2023-12-26 17:21:19,304 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 16:49:24, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6874, loss: 0.6874 2023-12-26 17:21:41,314 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 16:48:59, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 0.7047, loss: 0.7047 2023-12-26 17:22:03,314 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 16:48:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.6859, loss: 0.6859 2023-12-26 17:22:25,314 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 16:48:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.7443, loss: 0.7443 2023-12-26 17:22:47,331 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 16:47:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.7269, loss: 0.7269 2023-12-26 17:23:09,345 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 16:47:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.7722, loss: 0.7722 2023-12-26 17:23:31,399 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 16:46:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7296, loss: 0.7296 2023-12-26 17:23:53,437 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 16:46:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7334, loss: 0.7334 2023-12-26 17:24:15,464 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 16:46:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7212, loss: 0.7212 2023-12-26 17:24:37,559 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 16:45:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.7618, loss: 0.7618 2023-12-26 17:24:59,806 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 16:45:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8225, loss: 0.8225 2023-12-26 17:25:21,898 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 16:44:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.7557, loss: 0.7557 2023-12-26 17:25:44,026 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 16:44:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.7167, loss: 0.7167 2023-12-26 17:26:06,084 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 16:44:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 0.7178, loss: 0.7178 2023-12-26 17:26:28,158 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 16:43:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7052, loss: 0.7052 2023-12-26 17:26:50,570 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 16:43:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.7213, loss: 0.7213 2023-12-26 17:27:12,757 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 16:42:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7090, loss: 0.7090 2023-12-26 17:27:34,932 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 16:42:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 0.7389, loss: 0.7389 2023-12-26 17:27:57,222 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 16:42:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 0.7943, loss: 0.7943 2023-12-26 17:28:19,330 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 16:41:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7641, loss: 0.7641 2023-12-26 17:28:41,385 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 16:41:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 0.7856, loss: 0.7856 2023-12-26 17:29:03,465 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 16:40:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.6996, loss: 0.6996 2023-12-26 17:29:25,511 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 16:40:26, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 0.7610, loss: 0.7610 2023-12-26 17:29:47,544 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 16:40:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9838, loss_cls: 0.7434, loss: 0.7434 2023-12-26 17:30:09,564 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 16:39:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.7657, loss: 0.7657 2023-12-26 17:30:11,331 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-26 17:31:28,071 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:31:28,140 - pyskl - INFO - top1_acc 0.8071 top5_acc 0.9717 2023-12-26 17:31:28,144 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8071, top5_acc: 0.9717 2023-12-26 17:32:07,445 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 16:39:47, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.7495, loss: 0.7495 2023-12-26 17:32:29,492 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 16:39:23, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 0.6691, loss: 0.6691 2023-12-26 17:32:51,592 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 16:38:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.6821, loss: 0.6821 2023-12-26 17:33:13,668 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 16:38:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.6920, loss: 0.6920 2023-12-26 17:33:35,730 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 16:38:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.6800, loss: 0.6800 2023-12-26 17:33:57,848 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 16:37:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.7316, loss: 0.7316 2023-12-26 17:34:19,988 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 16:37:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.7219, loss: 0.7219 2023-12-26 17:34:42,067 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 16:36:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 0.7284, loss: 0.7284 2023-12-26 17:35:04,089 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 16:36:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.6688, loss: 0.6688 2023-12-26 17:35:26,177 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 16:36:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6282, loss: 0.6282 2023-12-26 17:35:48,457 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 16:35:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7277, loss: 0.7277 2023-12-26 17:36:10,542 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 16:35:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.6441, loss: 0.6441 2023-12-26 17:36:32,601 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 16:34:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7197, loss: 0.7197 2023-12-26 17:36:54,650 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 16:34:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.7218, loss: 0.7218 2023-12-26 17:37:16,786 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 16:34:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.7612, loss: 0.7612 2023-12-26 17:37:38,885 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 16:33:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7167, loss: 0.7167 2023-12-26 17:38:01,023 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 16:33:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9819, loss_cls: 0.8260, loss: 0.8260 2023-12-26 17:38:23,067 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 16:32:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7041, loss: 0.7041 2023-12-26 17:38:45,139 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 16:32:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 0.7359, loss: 0.7359 2023-12-26 17:39:07,293 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 16:32:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 0.7565, loss: 0.7565 2023-12-26 17:39:29,388 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 16:31:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.7780, loss: 0.7780 2023-12-26 17:39:51,439 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 16:31:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7845, loss: 0.7845 2023-12-26 17:40:13,482 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 16:30:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 0.7889, loss: 0.7889 2023-12-26 17:40:35,559 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 16:30:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6868, loss: 0.6868 2023-12-26 17:40:57,633 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 16:30:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.7658, loss: 0.7658 2023-12-26 17:40:59,453 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-26 17:42:16,444 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:42:16,514 - pyskl - INFO - top1_acc 0.7969 top5_acc 0.9675 2023-12-26 17:42:16,517 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7969, top5_acc: 0.9675 2023-12-26 17:42:56,088 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 16:30:12, time: 0.396, data_time: 0.174, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.6539, loss: 0.6539 2023-12-26 17:43:18,140 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 16:29:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.7405, loss: 0.7405 2023-12-26 17:43:40,253 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 16:29:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.6834, loss: 0.6834 2023-12-26 17:44:02,338 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 16:28:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 0.6850, loss: 0.6850 2023-12-26 17:44:24,433 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 16:28:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9862, loss_cls: 0.6860, loss: 0.6860 2023-12-26 17:44:46,555 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 16:28:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9856, loss_cls: 0.6958, loss: 0.6958 2023-12-26 17:45:08,707 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 16:27:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.7577, loss: 0.7577 2023-12-26 17:45:30,824 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 16:27:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.7706, loss: 0.7706 2023-12-26 17:45:52,922 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 16:26:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.7688, loss: 0.7688 2023-12-26 17:46:15,025 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:26:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.7167, loss: 0.7167 2023-12-26 17:46:37,143 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:26:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 0.7445, loss: 0.7445 2023-12-26 17:46:59,262 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:25:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9844, loss_cls: 0.7432, loss: 0.7432 2023-12-26 17:47:21,350 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:25:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6912, loss: 0.6912 2023-12-26 17:47:43,490 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:24:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7453, loss: 0.7453 2023-12-26 17:48:05,664 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:24:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7176, loss: 0.7176 2023-12-26 17:48:27,888 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:24:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7249, loss: 0.7249 2023-12-26 17:48:50,062 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:23:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 0.6878, loss: 0.6878 2023-12-26 17:49:12,316 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:23:19, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.7309, loss: 0.7309 2023-12-26 17:49:34,490 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:22:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.6650, loss: 0.6650 2023-12-26 17:49:56,630 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:22:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7119, loss: 0.7119 2023-12-26 17:50:18,742 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:22:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.7801, loss: 0.7801 2023-12-26 17:50:40,883 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:21:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.7900, loss: 0.7900 2023-12-26 17:51:03,000 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:21:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.7451, loss: 0.7451 2023-12-26 17:51:25,111 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:20:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7282, loss: 0.7282 2023-12-26 17:51:47,302 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:20:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.7512, loss: 0.7512 2023-12-26 17:51:49,065 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-26 17:53:05,823 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 17:53:05,895 - pyskl - INFO - top1_acc 0.8080 top5_acc 0.9688 2023-12-26 17:53:05,899 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8080, top5_acc: 0.9688 2023-12-26 17:53:46,233 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:20:41, time: 0.403, data_time: 0.180, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.6929, loss: 0.6929 2023-12-26 17:54:08,322 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:20:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7386, loss: 0.7386 2023-12-26 17:54:30,369 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:19:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.6949, loss: 0.6949 2023-12-26 17:54:52,401 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:19:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7075, loss: 0.7075 2023-12-26 17:55:14,383 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:19:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.6966, loss: 0.6966 2023-12-26 17:55:36,348 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:18:38, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6209, loss: 0.6209 2023-12-26 17:55:58,332 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:18:13, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7254, loss: 0.7254 2023-12-26 17:56:20,309 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:17:49, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7096, loss: 0.7096 2023-12-26 17:56:42,419 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:17:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7100, loss: 0.7100 2023-12-26 17:57:04,523 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:17:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.6703, loss: 0.6703 2023-12-26 17:57:26,566 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:16:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9875, loss_cls: 0.7208, loss: 0.7208 2023-12-26 17:57:48,615 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:16:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.7016, loss: 0.7016 2023-12-26 17:58:10,648 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:15:47, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.7320, loss: 0.7320 2023-12-26 17:58:32,692 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:15:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7212, loss: 0.7212 2023-12-26 17:58:54,716 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:14:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.7566, loss: 0.7566 2023-12-26 17:59:16,768 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:14:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.7386, loss: 0.7386 2023-12-26 17:59:38,862 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:14:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 0.6494, loss: 0.6494 2023-12-26 18:00:01,010 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:13:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.7987, loss: 0.7987 2023-12-26 18:00:23,304 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:13:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.7660, loss: 0.7660 2023-12-26 18:00:45,463 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:12:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.7812, loss: 0.7812 2023-12-26 18:01:07,656 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:12:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.7317, loss: 0.7317 2023-12-26 18:01:29,915 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:12:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.7884, loss: 0.7884 2023-12-26 18:01:52,132 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:11:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7273, loss: 0.7273 2023-12-26 18:02:14,296 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:11:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6735, loss: 0.6735 2023-12-26 18:02:36,453 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:10:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.7350, loss: 0.7350 2023-12-26 18:02:38,214 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-26 18:03:55,044 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:03:55,113 - pyskl - INFO - top1_acc 0.7721 top5_acc 0.9584 2023-12-26 18:03:55,116 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7721, top5_acc: 0.9584 2023-12-26 18:04:34,276 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:11:05, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.6623, loss: 0.6623 2023-12-26 18:04:56,307 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:10:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7245, loss: 0.7245 2023-12-26 18:05:18,433 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:10:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6480, loss: 0.6480 2023-12-26 18:05:40,940 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:09:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.6497, loss: 0.6497 2023-12-26 18:06:03,203 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:09:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 0.7341, loss: 0.7341 2023-12-26 18:06:25,536 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:09:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7082, loss: 0.7082 2023-12-26 18:06:47,717 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:08:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8178, loss: 0.8178 2023-12-26 18:07:09,981 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:08:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 0.6858, loss: 0.6858 2023-12-26 18:07:32,052 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:07:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6571, loss: 0.6571 2023-12-26 18:07:54,123 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:07:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7383, loss: 0.7383 2023-12-26 18:08:16,253 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:07:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.7208, loss: 0.7208 2023-12-26 18:08:38,377 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:06:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7223, loss: 0.7223 2023-12-26 18:09:00,492 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:06:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.7296, loss: 0.7296 2023-12-26 18:09:22,578 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:05:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.7841, loss: 0.7841 2023-12-26 18:09:44,666 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:05:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 0.7350, loss: 0.7350 2023-12-26 18:10:06,761 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:05:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7091, loss: 0.7091 2023-12-26 18:10:28,894 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:04:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6717, loss: 0.6717 2023-12-26 18:10:50,941 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:04:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6305, loss: 0.6305 2023-12-26 18:11:13,016 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:03:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6337, loss: 0.6337 2023-12-26 18:11:35,294 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:03:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7316, loss: 0.7316 2023-12-26 18:11:57,543 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:03:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.7304, loss: 0.7304 2023-12-26 18:12:19,750 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:02:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.7923, loss: 0.7923 2023-12-26 18:12:41,876 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:02:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.7449, loss: 0.7449 2023-12-26 18:13:04,005 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:01:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 0.6736, loss: 0.6736 2023-12-26 18:13:26,150 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:01:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7303, loss: 0.7303 2023-12-26 18:13:27,917 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-26 18:14:44,778 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:14:44,848 - pyskl - INFO - top1_acc 0.8242 top5_acc 0.9712 2023-12-26 18:14:44,853 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_38.pth was removed 2023-12-26 18:14:44,990 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2023-12-26 18:14:44,991 - pyskl - INFO - Best top1_acc is 0.8242 at 49 epoch. 2023-12-26 18:14:44,995 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8242, top5_acc: 0.9712 2023-12-26 18:15:24,227 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:01:32, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6380, loss: 0.6380 2023-12-26 18:15:46,283 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:01:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.6025, loss: 0.6025 2023-12-26 18:16:08,390 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:00:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.6756, loss: 0.6756 2023-12-26 18:16:30,487 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:00:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.6766, loss: 0.6766 2023-12-26 18:16:52,581 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 15:59:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.6833, loss: 0.6833 2023-12-26 18:17:14,723 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 15:59:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.6836, loss: 0.6836 2023-12-26 18:17:36,872 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 15:59:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9869, loss_cls: 0.6912, loss: 0.6912 2023-12-26 18:17:59,130 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 15:58:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.6979, loss: 0.6979 2023-12-26 18:18:21,517 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 15:58:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9856, loss_cls: 0.7427, loss: 0.7427 2023-12-26 18:18:43,715 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 15:57:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 0.6718, loss: 0.6718 2023-12-26 18:19:06,028 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 15:57:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6379, loss: 0.6379 2023-12-26 18:19:28,269 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 15:57:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.7767, loss: 0.7767 2023-12-26 18:19:50,516 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 15:56:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.6995, loss: 0.6995 2023-12-26 18:20:12,696 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 15:56:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.7322, loss: 0.7322 2023-12-26 18:20:34,846 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 15:55:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7082, loss: 0.7082 2023-12-26 18:20:56,973 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 15:55:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.7431, loss: 0.7431 2023-12-26 18:21:19,096 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 15:55:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9888, loss_cls: 0.6731, loss: 0.6731 2023-12-26 18:21:41,186 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 15:54:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.6714, loss: 0.6714 2023-12-26 18:22:03,241 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 15:54:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 0.6633, loss: 0.6633 2023-12-26 18:22:25,508 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 15:53:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.7197, loss: 0.7197 2023-12-26 18:22:47,835 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 15:53:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.6999, loss: 0.6999 2023-12-26 18:23:10,029 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 15:53:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.6933, loss: 0.6933 2023-12-26 18:23:32,179 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 15:52:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7020, loss: 0.7020 2023-12-26 18:23:54,362 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 15:52:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.7527, loss: 0.7527 2023-12-26 18:24:16,517 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 15:51:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.7162, loss: 0.7162 2023-12-26 18:24:18,286 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-26 18:25:35,237 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:25:35,306 - pyskl - INFO - top1_acc 0.8143 top5_acc 0.9743 2023-12-26 18:25:35,309 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8143, top5_acc: 0.9743 2023-12-26 18:26:14,241 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 15:52:00, time: 0.389, data_time: 0.169, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 0.6563, loss: 0.6563 2023-12-26 18:26:36,279 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 15:51:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 0.6759, loss: 0.6759 2023-12-26 18:26:58,342 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 15:51:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6100, loss: 0.6100 2023-12-26 18:27:20,402 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 15:50:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.6636, loss: 0.6636 2023-12-26 18:27:42,474 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 15:50:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.7324, loss: 0.7324 2023-12-26 18:28:04,559 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 15:49:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.6977, loss: 0.6977 2023-12-26 18:28:26,660 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 15:49:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.7328, loss: 0.7328 2023-12-26 18:28:48,753 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 15:49:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.7714, loss: 0.7714 2023-12-26 18:29:10,859 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 15:48:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7316, loss: 0.7316 2023-12-26 18:29:32,968 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 15:48:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 0.6950, loss: 0.6950 2023-12-26 18:29:55,358 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 15:47:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.6981, loss: 0.6981 2023-12-26 18:30:17,447 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 15:47:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7162, loss: 0.7162 2023-12-26 18:30:39,513 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 15:47:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.7973, loss: 0.7973 2023-12-26 18:31:01,594 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 15:46:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.7144, loss: 0.7144 2023-12-26 18:31:23,656 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 15:46:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 0.7400, loss: 0.7400 2023-12-26 18:31:45,722 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 15:45:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.7110, loss: 0.7110 2023-12-26 18:32:07,826 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 15:45:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.7531, loss: 0.7531 2023-12-26 18:32:29,961 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 15:45:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 0.7150, loss: 0.7150 2023-12-26 18:32:52,117 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 15:44:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7050, loss: 0.7050 2023-12-26 18:33:14,250 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 15:44:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.7731, loss: 0.7731 2023-12-26 18:33:36,395 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 15:43:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.6977, loss: 0.6977 2023-12-26 18:33:58,571 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 15:43:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9912, loss_cls: 0.6193, loss: 0.6193 2023-12-26 18:34:20,741 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 15:43:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 0.6643, loss: 0.6643 2023-12-26 18:34:42,865 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 15:42:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.6937, loss: 0.6937 2023-12-26 18:35:05,146 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 15:42:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.6382, loss: 0.6382 2023-12-26 18:35:06,999 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-26 18:36:24,218 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:36:24,287 - pyskl - INFO - top1_acc 0.8126 top5_acc 0.9711 2023-12-26 18:36:24,291 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8126, top5_acc: 0.9711 2023-12-26 18:37:03,334 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 15:42:26, time: 0.390, data_time: 0.169, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9906, loss_cls: 0.6051, loss: 0.6051 2023-12-26 18:37:25,413 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 15:42:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.6845, loss: 0.6845 2023-12-26 18:37:47,495 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 15:41:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6392, loss: 0.6392 2023-12-26 18:38:09,588 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 15:41:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.6700, loss: 0.6700 2023-12-26 18:38:31,787 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 15:40:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 0.6837, loss: 0.6837 2023-12-26 18:38:54,114 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 15:40:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.6631, loss: 0.6631 2023-12-26 18:39:16,397 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 15:40:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.7717, loss: 0.7717 2023-12-26 18:39:38,682 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 15:39:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7336, loss: 0.7336 2023-12-26 18:40:00,921 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 15:39:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6976, loss: 0.6976 2023-12-26 18:40:23,128 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 15:38:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.5945, loss: 0.5945 2023-12-26 18:40:45,268 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 15:38:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7283, loss: 0.7283 2023-12-26 18:41:07,400 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 15:38:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6766, loss: 0.6766 2023-12-26 18:41:29,516 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 15:37:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6712, loss: 0.6712 2023-12-26 18:41:51,647 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 15:37:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.6678, loss: 0.6678 2023-12-26 18:42:13,768 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 15:36:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.6726, loss: 0.6726 2023-12-26 18:42:35,883 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 15:36:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7235, loss: 0.7235 2023-12-26 18:42:58,006 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 15:36:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7177, loss: 0.7177 2023-12-26 18:43:20,275 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 15:35:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7425, loss: 0.7425 2023-12-26 18:43:42,573 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 15:35:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6472, loss: 0.6472 2023-12-26 18:44:04,676 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 15:34:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.7823, loss: 0.7823 2023-12-26 18:44:26,721 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 15:34:26, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6893, loss: 0.6893 2023-12-26 18:44:48,787 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 15:34:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 0.7372, loss: 0.7372 2023-12-26 18:45:10,907 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 15:33:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.6686, loss: 0.6686 2023-12-26 18:45:33,067 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 15:33:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6713, loss: 0.6713 2023-12-26 18:45:55,168 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 15:32:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.6938, loss: 0.6938 2023-12-26 18:45:56,941 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-26 18:47:13,838 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:47:13,908 - pyskl - INFO - top1_acc 0.8216 top5_acc 0.9725 2023-12-26 18:47:13,912 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8216, top5_acc: 0.9725 2023-12-26 18:47:52,953 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 15:32:54, time: 0.390, data_time: 0.169, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6330, loss: 0.6330 2023-12-26 18:48:14,997 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 15:32:29, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6715, loss: 0.6715 2023-12-26 18:48:37,048 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 15:32:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.6697, loss: 0.6697 2023-12-26 18:48:59,140 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 15:31:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 0.6177, loss: 0.6177 2023-12-26 18:49:21,238 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 15:31:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7036, loss: 0.7036 2023-12-26 18:49:43,300 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 15:30:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6371, loss: 0.6371 2023-12-26 18:50:05,363 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 15:30:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 0.6456, loss: 0.6456 2023-12-26 18:50:27,446 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 15:30:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6222, loss: 0.6222 2023-12-26 18:50:49,554 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 15:29:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.6643, loss: 0.6643 2023-12-26 18:51:11,666 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 15:29:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6259, loss: 0.6259 2023-12-26 18:51:33,748 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 15:28:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.6695, loss: 0.6695 2023-12-26 18:51:55,829 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 15:28:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7029, loss: 0.7029 2023-12-26 18:52:17,940 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 15:28:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7007, loss: 0.7007 2023-12-26 18:52:40,103 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:27:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7284, loss: 0.7284 2023-12-26 18:53:02,317 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:27:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.6683, loss: 0.6683 2023-12-26 18:53:24,473 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:26:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.6976, loss: 0.6976 2023-12-26 18:53:46,741 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:26:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7469, loss: 0.7469 2023-12-26 18:54:08,861 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:26:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9756, loss_cls: 0.7181, loss: 0.7181 2023-12-26 18:54:30,991 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:25:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.6827, loss: 0.6827 2023-12-26 18:54:53,095 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:25:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.6386, loss: 0.6386 2023-12-26 18:55:15,201 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:24:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7172, loss: 0.7172 2023-12-26 18:55:37,370 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:24:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.6896, loss: 0.6896 2023-12-26 18:55:59,616 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:24:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.6866, loss: 0.6866 2023-12-26 18:56:21,803 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:23:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6826, loss: 0.6826 2023-12-26 18:56:43,881 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:23:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.6659, loss: 0.6659 2023-12-26 18:56:45,654 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-26 18:58:02,601 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 18:58:02,670 - pyskl - INFO - top1_acc 0.8020 top5_acc 0.9608 2023-12-26 18:58:02,674 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8020, top5_acc: 0.9608 2023-12-26 18:58:41,961 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:23:20, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6293, loss: 0.6293 2023-12-26 18:59:03,952 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:22:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6446, loss: 0.6446 2023-12-26 18:59:25,973 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:22:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6454, loss: 0.6454 2023-12-26 18:59:48,047 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:22:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.6729, loss: 0.6729 2023-12-26 19:00:10,127 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:21:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.6704, loss: 0.6704 2023-12-26 19:00:32,236 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:21:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.6722, loss: 0.6722 2023-12-26 19:00:54,322 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:20:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.7486, loss: 0.7486 2023-12-26 19:01:16,393 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:20:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7174, loss: 0.7174 2023-12-26 19:01:38,469 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:20:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7257, loss: 0.7257 2023-12-26 19:02:00,532 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:19:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.7024, loss: 0.7024 2023-12-26 19:02:22,627 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:19:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.6680, loss: 0.6680 2023-12-26 19:02:44,754 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:18:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7131, loss: 0.7131 2023-12-26 19:03:06,890 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:18:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.6753, loss: 0.6753 2023-12-26 19:03:28,990 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:18:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.6649, loss: 0.6649 2023-12-26 19:03:51,073 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:17:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.7089, loss: 0.7089 2023-12-26 19:04:13,171 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:17:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7071, loss: 0.7071 2023-12-26 19:04:35,259 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:16:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.6963, loss: 0.6963 2023-12-26 19:04:57,370 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:16:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 0.6839, loss: 0.6839 2023-12-26 19:05:19,469 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:16:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7346, loss: 0.7346 2023-12-26 19:05:41,531 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:15:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.7617, loss: 0.7617 2023-12-26 19:06:03,592 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:15:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 0.6630, loss: 0.6630 2023-12-26 19:06:25,649 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:14:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.6835, loss: 0.6835 2023-12-26 19:06:47,728 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:14:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7172, loss: 0.7172 2023-12-26 19:07:09,826 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:14:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6146, loss: 0.6146 2023-12-26 19:07:31,958 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:13:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 0.6747, loss: 0.6747 2023-12-26 19:07:33,733 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-26 19:08:50,698 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:08:50,768 - pyskl - INFO - top1_acc 0.8317 top5_acc 0.9744 2023-12-26 19:08:50,772 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_49.pth was removed 2023-12-26 19:08:50,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2023-12-26 19:08:50,911 - pyskl - INFO - Best top1_acc is 0.8317 at 54 epoch. 2023-12-26 19:08:50,915 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8317, top5_acc: 0.9744 2023-12-26 19:09:30,215 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:13:45, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6355, loss: 0.6355 2023-12-26 19:09:52,362 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:13:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6397, loss: 0.6397 2023-12-26 19:10:14,449 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:12:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.6400, loss: 0.6400 2023-12-26 19:10:36,556 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:12:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7178, loss: 0.7178 2023-12-26 19:10:58,707 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:12:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.6587, loss: 0.6587 2023-12-26 19:11:20,778 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:11:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.6490, loss: 0.6490 2023-12-26 19:11:42,857 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:11:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6417, loss: 0.6417 2023-12-26 19:12:04,939 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:10:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.6518, loss: 0.6518 2023-12-26 19:12:27,057 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:10:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.6532, loss: 0.6532 2023-12-26 19:12:49,161 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:10:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 0.6718, loss: 0.6718 2023-12-26 19:13:11,257 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:09:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7364, loss: 0.7364 2023-12-26 19:13:33,322 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:09:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.6574, loss: 0.6574 2023-12-26 19:13:55,379 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:08:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.6909, loss: 0.6909 2023-12-26 19:14:17,411 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:08:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 0.7097, loss: 0.7097 2023-12-26 19:14:39,450 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:08:08, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7193, loss: 0.7193 2023-12-26 19:15:01,487 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:07:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.6895, loss: 0.6895 2023-12-26 19:15:23,521 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:07:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.6985, loss: 0.6985 2023-12-26 19:15:45,528 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:06:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.7724, loss: 0.7724 2023-12-26 19:16:07,556 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:06:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7168, loss: 0.7168 2023-12-26 19:16:29,646 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:06:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 0.7085, loss: 0.7085 2023-12-26 19:16:51,769 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:05:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7245, loss: 0.7245 2023-12-26 19:17:14,088 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:05:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 0.6269, loss: 0.6269 2023-12-26 19:17:36,375 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:04:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.7275, loss: 0.7275 2023-12-26 19:17:58,559 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:04:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.6580, loss: 0.6580 2023-12-26 19:18:20,815 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:04:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6796, loss: 0.6796 2023-12-26 19:18:22,574 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-26 19:19:39,260 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:19:39,330 - pyskl - INFO - top1_acc 0.7595 top5_acc 0.9540 2023-12-26 19:19:39,333 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7595, top5_acc: 0.9540 2023-12-26 19:20:18,936 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:04:12, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.6691, loss: 0.6691 2023-12-26 19:20:41,131 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:03:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6209, loss: 0.6209 2023-12-26 19:21:03,355 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:03:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.6104, loss: 0.6104 2023-12-26 19:21:25,514 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:03:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.6387, loss: 0.6387 2023-12-26 19:21:47,670 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:02:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6569, loss: 0.6569 2023-12-26 19:22:09,796 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:02:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 0.6561, loss: 0.6561 2023-12-26 19:22:31,885 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:01:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.6562, loss: 0.6562 2023-12-26 19:22:54,034 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:01:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.6299, loss: 0.6299 2023-12-26 19:23:16,305 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:01:01, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.6799, loss: 0.6799 2023-12-26 19:23:38,398 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:00:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7022, loss: 0.7022 2023-12-26 19:24:00,515 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:00:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.6359, loss: 0.6359 2023-12-26 19:24:22,659 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 14:59:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6031, loss: 0.6031 2023-12-26 19:24:44,788 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 14:59:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.7350, loss: 0.7350 2023-12-26 19:25:06,938 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 14:59:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.6853, loss: 0.6853 2023-12-26 19:25:29,121 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 14:58:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 0.7962, loss: 0.7962 2023-12-26 19:25:51,295 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 14:58:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.6777, loss: 0.6777 2023-12-26 19:26:13,462 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 14:57:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.6861, loss: 0.6861 2023-12-26 19:26:35,793 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 14:57:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.6406, loss: 0.6406 2023-12-26 19:26:57,957 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 14:57:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7341, loss: 0.7341 2023-12-26 19:27:20,053 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 14:56:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 0.6270, loss: 0.6270 2023-12-26 19:27:42,126 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 14:56:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6549, loss: 0.6549 2023-12-26 19:28:04,218 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 14:55:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7014, loss: 0.7014 2023-12-26 19:28:26,287 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 14:55:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.6623, loss: 0.6623 2023-12-26 19:28:48,393 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 14:55:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 0.6715, loss: 0.6715 2023-12-26 19:29:10,491 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 14:54:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7392, loss: 0.7392 2023-12-26 19:29:12,246 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-26 19:30:28,917 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:30:28,986 - pyskl - INFO - top1_acc 0.8117 top5_acc 0.9716 2023-12-26 19:30:28,990 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8117, top5_acc: 0.9716 2023-12-26 19:31:08,452 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 14:54:40, time: 0.395, data_time: 0.173, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.6626, loss: 0.6626 2023-12-26 19:31:30,652 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 14:54:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.5954, loss: 0.5954 2023-12-26 19:31:52,729 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 14:53:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.6285, loss: 0.6285 2023-12-26 19:32:14,711 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 14:53:28, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.6318, loss: 0.6318 2023-12-26 19:32:36,691 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 14:53:04, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6404, loss: 0.6404 2023-12-26 19:32:58,698 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 14:52:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.6887, loss: 0.6887 2023-12-26 19:33:20,925 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 14:52:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6736, loss: 0.6736 2023-12-26 19:33:43,022 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 14:51:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.6706, loss: 0.6706 2023-12-26 19:34:05,098 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 14:51:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7310, loss: 0.7310 2023-12-26 19:34:27,202 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 14:51:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 0.6863, loss: 0.6863 2023-12-26 19:34:49,328 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 14:50:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7318, loss: 0.7318 2023-12-26 19:35:11,414 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 14:50:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 0.7024, loss: 0.7024 2023-12-26 19:35:33,473 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 14:49:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.6718, loss: 0.6718 2023-12-26 19:35:55,542 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 14:49:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 0.6128, loss: 0.6128 2023-12-26 19:36:17,606 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 14:49:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 0.6334, loss: 0.6334 2023-12-26 19:36:39,726 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 14:48:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 0.6561, loss: 0.6561 2023-12-26 19:37:01,811 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 14:48:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6490, loss: 0.6490 2023-12-26 19:37:23,893 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 14:47:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6526, loss: 0.6526 2023-12-26 19:37:45,988 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 14:47:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6107, loss: 0.6107 2023-12-26 19:38:08,110 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 14:47:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.6687, loss: 0.6687 2023-12-26 19:38:30,270 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 14:46:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6338, loss: 0.6338 2023-12-26 19:38:52,403 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 14:46:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.7253, loss: 0.7253 2023-12-26 19:39:14,651 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 14:45:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7054, loss: 0.7054 2023-12-26 19:39:36,799 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 14:45:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6505, loss: 0.6505 2023-12-26 19:39:58,863 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 14:45:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.6617, loss: 0.6617 2023-12-26 19:40:00,649 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-26 19:41:17,715 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:41:17,784 - pyskl - INFO - top1_acc 0.7940 top5_acc 0.9635 2023-12-26 19:41:17,787 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7940, top5_acc: 0.9635 2023-12-26 19:41:57,535 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 14:45:07, time: 0.397, data_time: 0.177, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9888, loss_cls: 0.6650, loss: 0.6650 2023-12-26 19:42:19,570 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 14:44:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6094, loss: 0.6094 2023-12-26 19:42:41,679 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 14:44:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 0.6234, loss: 0.6234 2023-12-26 19:43:03,769 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 14:43:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.6632, loss: 0.6632 2023-12-26 19:43:25,869 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 14:43:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.6844, loss: 0.6844 2023-12-26 19:43:47,961 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 14:43:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.6960, loss: 0.6960 2023-12-26 19:44:10,042 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 14:42:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6321, loss: 0.6321 2023-12-26 19:44:32,111 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 14:42:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.6303, loss: 0.6303 2023-12-26 19:44:54,209 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 14:41:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6342, loss: 0.6342 2023-12-26 19:45:16,326 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 14:41:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.6406, loss: 0.6406 2023-12-26 19:45:38,405 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 14:41:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.7186, loss: 0.7186 2023-12-26 19:46:00,704 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 14:40:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.6784, loss: 0.6784 2023-12-26 19:46:22,899 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 14:40:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.5848, loss: 0.5848 2023-12-26 19:46:45,009 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 14:39:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.6279, loss: 0.6279 2023-12-26 19:47:07,095 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 14:39:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6420, loss: 0.6420 2023-12-26 19:47:29,187 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 14:39:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.6638, loss: 0.6638 2023-12-26 19:47:51,300 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 14:38:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 0.6012, loss: 0.6012 2023-12-26 19:48:13,422 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 14:38:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.6396, loss: 0.6396 2023-12-26 19:48:35,712 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 14:37:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.6644, loss: 0.6644 2023-12-26 19:48:57,972 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 14:37:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7529, loss: 0.7529 2023-12-26 19:49:20,099 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 14:37:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 0.7097, loss: 0.7097 2023-12-26 19:49:42,205 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 14:36:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7001, loss: 0.7001 2023-12-26 19:50:04,277 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 14:36:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.6942, loss: 0.6942 2023-12-26 19:50:26,369 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 14:35:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6939, loss: 0.6939 2023-12-26 19:50:48,460 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 14:35:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.6736, loss: 0.6736 2023-12-26 19:50:50,316 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-26 19:52:07,394 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 19:52:07,463 - pyskl - INFO - top1_acc 0.7893 top5_acc 0.9674 2023-12-26 19:52:07,467 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.7893, top5_acc: 0.9674 2023-12-26 19:52:46,861 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 14:35:34, time: 0.394, data_time: 0.172, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9906, loss_cls: 0.6390, loss: 0.6390 2023-12-26 19:53:08,954 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 14:35:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.6949, loss: 0.6949 2023-12-26 19:53:31,078 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 14:34:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 0.6437, loss: 0.6437 2023-12-26 19:53:53,214 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 14:34:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.6291, loss: 0.6291 2023-12-26 19:54:15,564 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 14:33:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.5877, loss: 0.5877 2023-12-26 19:54:37,775 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 14:33:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.5654, loss: 0.5654 2023-12-26 19:54:59,924 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 14:33:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.6808, loss: 0.6808 2023-12-26 19:55:21,999 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 14:32:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 0.6379, loss: 0.6379 2023-12-26 19:55:44,131 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 14:32:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.6879, loss: 0.6879 2023-12-26 19:56:06,196 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 14:31:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.6353, loss: 0.6353 2023-12-26 19:56:28,287 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 14:31:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 0.6374, loss: 0.6374 2023-12-26 19:56:50,388 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 14:31:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 0.7433, loss: 0.7433 2023-12-26 19:57:12,455 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 14:30:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.6340, loss: 0.6340 2023-12-26 19:57:34,523 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:30:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5295, loss: 0.5295 2023-12-26 19:57:56,577 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:30:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.6474, loss: 0.6474 2023-12-26 19:58:18,612 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:29:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9875, loss_cls: 0.7196, loss: 0.7196 2023-12-26 19:58:40,683 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:29:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.6922, loss: 0.6922 2023-12-26 19:59:02,765 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:28:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6016, loss: 0.6016 2023-12-26 19:59:24,828 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:28:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6209, loss: 0.6209 2023-12-26 19:59:46,901 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:28:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.6620, loss: 0.6620 2023-12-26 20:00:08,989 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:27:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.6634, loss: 0.6634 2023-12-26 20:00:31,065 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:27:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6645, loss: 0.6645 2023-12-26 20:00:53,142 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:26:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6235, loss: 0.6235 2023-12-26 20:01:15,191 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:26:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.6641, loss: 0.6641 2023-12-26 20:01:37,278 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:26:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.6823, loss: 0.6823 2023-12-26 20:01:39,019 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-26 20:02:55,850 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:02:55,921 - pyskl - INFO - top1_acc 0.8237 top5_acc 0.9708 2023-12-26 20:02:55,925 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8237, top5_acc: 0.9708 2023-12-26 20:03:35,728 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:26:01, time: 0.398, data_time: 0.177, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.6962, loss: 0.6962 2023-12-26 20:03:57,863 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:25:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6110, loss: 0.6110 2023-12-26 20:04:20,076 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:25:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6188, loss: 0.6188 2023-12-26 20:04:42,157 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:24:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5733, loss: 0.5733 2023-12-26 20:05:04,230 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:24:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6297, loss: 0.6297 2023-12-26 20:05:26,437 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:24:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.6433, loss: 0.6433 2023-12-26 20:05:48,603 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:23:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.6421, loss: 0.6421 2023-12-26 20:06:10,797 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:23:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5924, loss: 0.5924 2023-12-26 20:06:32,951 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:22:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6050, loss: 0.6050 2023-12-26 20:06:55,094 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:22:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.5859, loss: 0.5859 2023-12-26 20:07:17,179 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:22:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.6759, loss: 0.6759 2023-12-26 20:07:39,250 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:21:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.6733, loss: 0.6733 2023-12-26 20:08:01,356 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:21:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7028, loss: 0.7028 2023-12-26 20:08:23,495 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:20:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5835, loss: 0.5835 2023-12-26 20:08:45,584 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:20:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.5786, loss: 0.5786 2023-12-26 20:09:07,707 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:20:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.6526, loss: 0.6526 2023-12-26 20:09:29,816 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:19:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7121, loss: 0.7121 2023-12-26 20:09:51,877 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:19:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.6619, loss: 0.6619 2023-12-26 20:10:13,942 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:18:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.5620, loss: 0.5620 2023-12-26 20:10:36,037 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:18:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.6810, loss: 0.6810 2023-12-26 20:10:58,137 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:18:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.6372, loss: 0.6372 2023-12-26 20:11:20,237 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:17:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.6573, loss: 0.6573 2023-12-26 20:11:42,339 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:17:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.6680, loss: 0.6680 2023-12-26 20:12:04,442 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:16:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.6637, loss: 0.6637 2023-12-26 20:12:26,498 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:16:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.6775, loss: 0.6775 2023-12-26 20:12:28,257 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-26 20:13:44,866 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:13:44,934 - pyskl - INFO - top1_acc 0.8172 top5_acc 0.9705 2023-12-26 20:13:44,938 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8172, top5_acc: 0.9705 2023-12-26 20:14:24,237 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:16:28, time: 0.393, data_time: 0.171, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6174, loss: 0.6174 2023-12-26 20:14:46,332 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:16:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.5782, loss: 0.5782 2023-12-26 20:15:08,398 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:15:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6007, loss: 0.6007 2023-12-26 20:15:30,425 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:15:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.6564, loss: 0.6564 2023-12-26 20:15:52,452 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:14:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6477, loss: 0.6477 2023-12-26 20:16:14,483 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:14:28, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6175, loss: 0.6175 2023-12-26 20:16:36,542 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:14:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.5878, loss: 0.5878 2023-12-26 20:16:58,638 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:13:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.6235, loss: 0.6235 2023-12-26 20:17:20,730 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:13:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5440, loss: 0.5440 2023-12-26 20:17:42,821 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:12:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.6288, loss: 0.6288 2023-12-26 20:18:04,888 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:12:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6308, loss: 0.6308 2023-12-26 20:18:26,940 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:12:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6532, loss: 0.6532 2023-12-26 20:18:48,963 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:11:41, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6322, loss: 0.6322 2023-12-26 20:19:11,014 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:11:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 0.5923, loss: 0.5923 2023-12-26 20:19:33,042 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:10:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.6433, loss: 0.6433 2023-12-26 20:19:55,070 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:10:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6220, loss: 0.6220 2023-12-26 20:20:17,136 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:10:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.6582, loss: 0.6582 2023-12-26 20:20:39,194 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:09:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6400, loss: 0.6400 2023-12-26 20:21:01,229 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:09:18, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.6882, loss: 0.6882 2023-12-26 20:21:23,234 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:08:54, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.6227, loss: 0.6227 2023-12-26 20:21:45,314 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:08:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.6303, loss: 0.6303 2023-12-26 20:22:07,404 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:08:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9775, loss_cls: 0.6393, loss: 0.6393 2023-12-26 20:22:29,503 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:07:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.7074, loss: 0.7074 2023-12-26 20:22:51,568 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:07:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9894, loss_cls: 0.6486, loss: 0.6486 2023-12-26 20:23:13,681 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:06:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7248, loss: 0.7248 2023-12-26 20:23:15,516 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-26 20:24:32,945 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:24:33,015 - pyskl - INFO - top1_acc 0.8263 top5_acc 0.9737 2023-12-26 20:24:33,019 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8263, top5_acc: 0.9737 2023-12-26 20:25:12,326 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:06:53, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.5890, loss: 0.5890 2023-12-26 20:25:34,351 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:06:29, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.5848, loss: 0.5848 2023-12-26 20:25:56,402 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:06:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.6711, loss: 0.6711 2023-12-26 20:26:18,498 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:05:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6278, loss: 0.6278 2023-12-26 20:26:40,670 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:05:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6276, loss: 0.6276 2023-12-26 20:27:02,799 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:04:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.6276, loss: 0.6276 2023-12-26 20:27:25,200 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:04:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6011, loss: 0.6011 2023-12-26 20:27:47,352 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:04:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 0.6180, loss: 0.6180 2023-12-26 20:28:09,478 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:03:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 0.6185, loss: 0.6185 2023-12-26 20:28:31,619 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:03:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.5987, loss: 0.5987 2023-12-26 20:28:53,780 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:02:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6052, loss: 0.6052 2023-12-26 20:29:15,946 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:02:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.6765, loss: 0.6765 2023-12-26 20:29:38,094 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:02:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.6048, loss: 0.6048 2023-12-26 20:30:00,244 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:01:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.6633, loss: 0.6633 2023-12-26 20:30:22,406 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:01:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.6866, loss: 0.6866 2023-12-26 20:30:44,563 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:00:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.6518, loss: 0.6518 2023-12-26 20:31:06,692 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:00:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 0.5758, loss: 0.5758 2023-12-26 20:31:28,823 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:00:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.6551, loss: 0.6551 2023-12-26 20:31:51,016 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 13:59:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6257, loss: 0.6257 2023-12-26 20:32:13,299 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 13:59:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.6035, loss: 0.6035 2023-12-26 20:32:35,426 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 13:58:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.6790, loss: 0.6790 2023-12-26 20:32:57,481 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 13:58:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.6971, loss: 0.6971 2023-12-26 20:33:19,534 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 13:58:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.6754, loss: 0.6754 2023-12-26 20:33:41,594 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 13:57:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.7206, loss: 0.7206 2023-12-26 20:34:03,650 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 13:57:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6143, loss: 0.6143 2023-12-26 20:34:05,401 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-26 20:35:22,758 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:35:22,827 - pyskl - INFO - top1_acc 0.8328 top5_acc 0.9751 2023-12-26 20:35:22,831 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_54.pth was removed 2023-12-26 20:35:22,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. 2023-12-26 20:35:22,964 - pyskl - INFO - Best top1_acc is 0.8328 at 62 epoch. 2023-12-26 20:35:22,968 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8328, top5_acc: 0.9751 2023-12-26 20:36:02,049 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 13:57:21, time: 0.391, data_time: 0.170, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5028, loss: 0.5028 2023-12-26 20:36:24,248 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 13:56:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6058, loss: 0.6058 2023-12-26 20:36:46,376 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 13:56:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5900, loss: 0.5900 2023-12-26 20:37:08,476 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 13:56:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.5284, loss: 0.5284 2023-12-26 20:37:30,517 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 13:55:46, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 0.5712, loss: 0.5712 2023-12-26 20:37:52,656 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 13:55:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.6921, loss: 0.6921 2023-12-26 20:38:14,718 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 13:54:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.6105, loss: 0.6105 2023-12-26 20:38:36,882 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 13:54:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 0.5928, loss: 0.5928 2023-12-26 20:38:59,138 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 13:54:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6353, loss: 0.6353 2023-12-26 20:39:21,272 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 13:53:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 0.6456, loss: 0.6456 2023-12-26 20:39:43,448 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 13:53:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6054, loss: 0.6054 2023-12-26 20:40:05,496 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 13:53:00, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6157, loss: 0.6157 2023-12-26 20:40:27,555 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 13:52:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6243, loss: 0.6243 2023-12-26 20:40:49,547 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 13:52:12, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.5998, loss: 0.5998 2023-12-26 20:41:11,553 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 13:51:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.6938, loss: 0.6938 2023-12-26 20:41:33,547 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 13:51:24, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 0.6345, loss: 0.6345 2023-12-26 20:41:55,650 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 13:51:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.6695, loss: 0.6695 2023-12-26 20:42:17,748 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 13:50:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.6758, loss: 0.6758 2023-12-26 20:42:39,788 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 13:50:13, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.5845, loss: 0.5845 2023-12-26 20:43:01,801 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 13:49:49, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.6683, loss: 0.6683 2023-12-26 20:43:23,813 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 13:49:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6265, loss: 0.6265 2023-12-26 20:43:45,894 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 13:49:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.6885, loss: 0.6885 2023-12-26 20:44:07,928 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 13:48:38, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 0.6677, loss: 0.6677 2023-12-26 20:44:29,969 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 13:48:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7081, loss: 0.7081 2023-12-26 20:44:52,036 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 13:47:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6280, loss: 0.6280 2023-12-26 20:44:53,776 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-26 20:46:10,593 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:46:10,664 - pyskl - INFO - top1_acc 0.8075 top5_acc 0.9719 2023-12-26 20:46:10,668 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8075, top5_acc: 0.9719 2023-12-26 20:46:49,702 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 13:47:46, time: 0.390, data_time: 0.170, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.6213, loss: 0.6213 2023-12-26 20:47:11,716 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 13:47:23, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5876, loss: 0.5876 2023-12-26 20:47:33,768 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 13:46:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.5704, loss: 0.5704 2023-12-26 20:47:55,879 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 13:46:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.6164, loss: 0.6164 2023-12-26 20:48:17,971 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 13:46:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.5832, loss: 0.5832 2023-12-26 20:48:40,060 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 13:45:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.6200, loss: 0.6200 2023-12-26 20:49:02,219 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 13:45:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.5813, loss: 0.5813 2023-12-26 20:49:24,321 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 13:45:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.5726, loss: 0.5726 2023-12-26 20:49:46,425 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 13:44:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.6007, loss: 0.6007 2023-12-26 20:50:08,515 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 13:44:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.5868, loss: 0.5868 2023-12-26 20:50:30,731 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 13:43:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.5972, loss: 0.5972 2023-12-26 20:50:53,036 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 13:43:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5961, loss: 0.5961 2023-12-26 20:51:15,236 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 13:43:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.6700, loss: 0.6700 2023-12-26 20:51:37,469 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 13:42:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5851, loss: 0.5851 2023-12-26 20:51:59,532 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 13:42:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6176, loss: 0.6176 2023-12-26 20:52:21,603 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 13:41:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 0.6237, loss: 0.6237 2023-12-26 20:52:43,670 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 13:41:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6474, loss: 0.6474 2023-12-26 20:53:05,723 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 13:41:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6097, loss: 0.6097 2023-12-26 20:53:27,802 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 13:40:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6148, loss: 0.6148 2023-12-26 20:53:49,876 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 13:40:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6335, loss: 0.6335 2023-12-26 20:54:11,963 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 13:39:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6076, loss: 0.6076 2023-12-26 20:54:34,113 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 13:39:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5874, loss: 0.5874 2023-12-26 20:54:56,265 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 13:39:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.5937, loss: 0.5937 2023-12-26 20:55:18,367 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 13:38:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5550, loss: 0.5550 2023-12-26 20:55:40,546 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 13:38:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.6196, loss: 0.6196 2023-12-26 20:55:42,342 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-26 20:56:59,193 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 20:56:59,263 - pyskl - INFO - top1_acc 0.8200 top5_acc 0.9694 2023-12-26 20:56:59,266 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8200, top5_acc: 0.9694 2023-12-26 20:57:38,577 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 13:38:14, time: 0.393, data_time: 0.171, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.5680, loss: 0.5680 2023-12-26 20:58:00,761 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 13:37:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5803, loss: 0.5803 2023-12-26 20:58:22,957 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 13:37:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6328, loss: 0.6328 2023-12-26 20:58:45,114 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 13:37:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.6036, loss: 0.6036 2023-12-26 20:59:07,350 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 13:36:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6027, loss: 0.6027 2023-12-26 20:59:29,506 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 13:36:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.5366, loss: 0.5366 2023-12-26 20:59:51,568 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 13:35:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.5987, loss: 0.5987 2023-12-26 21:00:13,723 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 13:35:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6145, loss: 0.6145 2023-12-26 21:00:35,835 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 13:35:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.5864, loss: 0.5864 2023-12-26 21:00:58,028 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 13:34:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 0.5908, loss: 0.5908 2023-12-26 21:01:20,269 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 13:34:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.7626, loss: 0.7626 2023-12-26 21:01:42,514 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 13:33:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.6058, loss: 0.6058 2023-12-26 21:02:04,634 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 13:33:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.5904, loss: 0.5904 2023-12-26 21:02:26,833 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 13:33:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6369, loss: 0.6369 2023-12-26 21:02:49,030 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 13:32:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6344, loss: 0.6344 2023-12-26 21:03:11,171 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 13:32:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6166, loss: 0.6166 2023-12-26 21:03:33,315 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 13:31:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.5737, loss: 0.5737 2023-12-26 21:03:55,467 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 13:31:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.5976, loss: 0.5976 2023-12-26 21:04:17,602 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 13:31:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.6605, loss: 0.6605 2023-12-26 21:04:39,772 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 13:30:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.6364, loss: 0.6364 2023-12-26 21:05:01,871 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 13:30:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6142, loss: 0.6142 2023-12-26 21:05:24,126 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 13:29:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6295, loss: 0.6295 2023-12-26 21:05:46,335 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:29:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.5839, loss: 0.5839 2023-12-26 21:06:08,505 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:29:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 0.6478, loss: 0.6478 2023-12-26 21:06:30,745 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:28:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.5728, loss: 0.5728 2023-12-26 21:06:32,560 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-26 21:07:49,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:07:49,926 - pyskl - INFO - top1_acc 0.8285 top5_acc 0.9734 2023-12-26 21:07:49,930 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8285, top5_acc: 0.9734 2023-12-26 21:08:29,594 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:28:44, time: 0.397, data_time: 0.176, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.5583, loss: 0.5583 2023-12-26 21:08:51,650 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:28:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.5922, loss: 0.5922 2023-12-26 21:09:13,713 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:27:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6128, loss: 0.6128 2023-12-26 21:09:35,819 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:27:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 0.5418, loss: 0.5418 2023-12-26 21:09:58,037 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:27:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.5984, loss: 0.5984 2023-12-26 21:10:20,199 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:26:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.5703, loss: 0.5703 2023-12-26 21:10:42,355 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:26:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.5723, loss: 0.5723 2023-12-26 21:11:04,461 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:25:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.5929, loss: 0.5929 2023-12-26 21:11:26,698 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:25:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.5713, loss: 0.5713 2023-12-26 21:11:48,828 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:25:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6232, loss: 0.6232 2023-12-26 21:12:10,916 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:24:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6031, loss: 0.6031 2023-12-26 21:12:32,993 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:24:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9775, loss_cls: 0.5868, loss: 0.5868 2023-12-26 21:12:55,251 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:24:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.6117, loss: 0.6117 2023-12-26 21:13:17,409 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:23:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5721, loss: 0.5721 2023-12-26 21:13:39,534 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:23:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.6406, loss: 0.6406 2023-12-26 21:14:01,635 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:22:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.5854, loss: 0.5854 2023-12-26 21:14:23,752 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:22:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.5736, loss: 0.5736 2023-12-26 21:14:45,906 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:22:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6351, loss: 0.6351 2023-12-26 21:15:08,033 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:21:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.5758, loss: 0.5758 2023-12-26 21:15:30,097 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:21:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.5685, loss: 0.5685 2023-12-26 21:15:52,072 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:20:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.6596, loss: 0.6596 2023-12-26 21:16:14,095 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:20:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6405, loss: 0.6405 2023-12-26 21:16:36,139 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:20:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.6973, loss: 0.6973 2023-12-26 21:16:58,192 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:19:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6185, loss: 0.6185 2023-12-26 21:17:20,207 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:19:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.6932, loss: 0.6932 2023-12-26 21:17:22,025 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-26 21:18:38,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:18:38,992 - pyskl - INFO - top1_acc 0.8103 top5_acc 0.9709 2023-12-26 21:18:38,995 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8103, top5_acc: 0.9709 2023-12-26 21:19:18,387 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:19:11, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6290, loss: 0.6290 2023-12-26 21:19:40,451 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:18:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6479, loss: 0.6479 2023-12-26 21:20:02,539 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:18:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.5416, loss: 0.5416 2023-12-26 21:20:24,673 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:18:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6330, loss: 0.6330 2023-12-26 21:20:46,800 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:17:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5392, loss: 0.5392 2023-12-26 21:21:08,913 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:17:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5509, loss: 0.5509 2023-12-26 21:21:31,068 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:16:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.5564, loss: 0.5564 2023-12-26 21:21:53,147 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:16:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6117, loss: 0.6117 2023-12-26 21:22:15,268 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:16:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5546, loss: 0.5546 2023-12-26 21:22:37,424 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:15:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.5733, loss: 0.5733 2023-12-26 21:22:59,626 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:15:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.6194, loss: 0.6194 2023-12-26 21:23:21,848 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:14:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 0.5812, loss: 0.5812 2023-12-26 21:23:43,973 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:14:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6101, loss: 0.6101 2023-12-26 21:24:06,140 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:14:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6104, loss: 0.6104 2023-12-26 21:24:28,200 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:13:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6163, loss: 0.6163 2023-12-26 21:24:50,268 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:13:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 0.6165, loss: 0.6165 2023-12-26 21:25:12,338 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:12:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 0.6313, loss: 0.6313 2023-12-26 21:25:34,381 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:12:29, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6488, loss: 0.6488 2023-12-26 21:25:56,429 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:12:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.5599, loss: 0.5599 2023-12-26 21:26:18,540 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:11:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 0.5981, loss: 0.5981 2023-12-26 21:26:40,642 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:11:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6009, loss: 0.6009 2023-12-26 21:27:02,754 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:10:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6295, loss: 0.6295 2023-12-26 21:27:24,935 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:10:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.5921, loss: 0.5921 2023-12-26 21:27:47,063 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:10:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.6166, loss: 0.6166 2023-12-26 21:28:09,206 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:09:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6586, loss: 0.6586 2023-12-26 21:28:11,030 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-26 21:29:27,764 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:29:27,836 - pyskl - INFO - top1_acc 0.8395 top5_acc 0.9757 2023-12-26 21:29:27,840 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_62.pth was removed 2023-12-26 21:29:27,980 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. 2023-12-26 21:29:27,980 - pyskl - INFO - Best top1_acc is 0.8395 at 67 epoch. 2023-12-26 21:29:27,985 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8395, top5_acc: 0.9757 2023-12-26 21:30:07,326 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:09:39, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5481, loss: 0.5481 2023-12-26 21:30:29,441 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:09:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5337, loss: 0.5337 2023-12-26 21:30:51,545 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:08:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.4900, loss: 0.4900 2023-12-26 21:31:13,767 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:08:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5075, loss: 0.5075 2023-12-26 21:31:35,891 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:08:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5810, loss: 0.5810 2023-12-26 21:31:58,003 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:07:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 0.5601, loss: 0.5601 2023-12-26 21:32:20,175 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:07:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.5807, loss: 0.5807 2023-12-26 21:32:42,357 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:06:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5887, loss: 0.5887 2023-12-26 21:33:04,568 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:06:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.5860, loss: 0.5860 2023-12-26 21:33:26,744 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:06:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5679, loss: 0.5679 2023-12-26 21:33:48,892 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:05:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5697, loss: 0.5697 2023-12-26 21:34:11,027 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:05:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.5836, loss: 0.5836 2023-12-26 21:34:33,132 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:04:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6114, loss: 0.6114 2023-12-26 21:34:55,221 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:04:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5885, loss: 0.5885 2023-12-26 21:35:17,364 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:04:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5729, loss: 0.5729 2023-12-26 21:35:39,407 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:03:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6353, loss: 0.6353 2023-12-26 21:36:01,461 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:03:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.6667, loss: 0.6667 2023-12-26 21:36:23,497 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:02:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6258, loss: 0.6258 2023-12-26 21:36:45,693 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:02:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6056, loss: 0.6056 2023-12-26 21:37:07,972 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:02:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6273, loss: 0.6273 2023-12-26 21:37:30,083 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:01:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6365, loss: 0.6365 2023-12-26 21:37:52,187 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:01:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.5948, loss: 0.5948 2023-12-26 21:38:14,367 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:01:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9881, loss_cls: 0.6157, loss: 0.6157 2023-12-26 21:38:36,482 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:00:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6309, loss: 0.6309 2023-12-26 21:38:58,567 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:00:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.5937, loss: 0.5937 2023-12-26 21:39:00,357 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-26 21:40:16,600 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:40:16,670 - pyskl - INFO - top1_acc 0.8420 top5_acc 0.9741 2023-12-26 21:40:16,675 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_67.pth was removed 2023-12-26 21:40:16,811 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2023-12-26 21:40:16,812 - pyskl - INFO - Best top1_acc is 0.8420 at 68 epoch. 2023-12-26 21:40:16,815 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8420, top5_acc: 0.9741 2023-12-26 21:40:55,554 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:00:06, time: 0.387, data_time: 0.167, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.4589, loss: 0.4589 2023-12-26 21:41:17,689 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 12:59:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4712, loss: 0.4712 2023-12-26 21:41:39,770 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 12:59:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 0.5461, loss: 0.5461 2023-12-26 21:42:01,865 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 12:58:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.5684, loss: 0.5684 2023-12-26 21:42:23,958 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 12:58:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.5637, loss: 0.5637 2023-12-26 21:42:46,167 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 12:58:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 0.5334, loss: 0.5334 2023-12-26 21:43:08,206 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 12:57:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.5693, loss: 0.5693 2023-12-26 21:43:30,274 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 12:57:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5402, loss: 0.5402 2023-12-26 21:43:52,352 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 12:56:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6183, loss: 0.6183 2023-12-26 21:44:14,410 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 12:56:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6055, loss: 0.6055 2023-12-26 21:44:36,483 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 12:56:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5234, loss: 0.5234 2023-12-26 21:44:58,563 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 12:55:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6357, loss: 0.6357 2023-12-26 21:45:20,686 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 12:55:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6056, loss: 0.6056 2023-12-26 21:45:42,806 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 12:54:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5769, loss: 0.5769 2023-12-26 21:46:04,887 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 12:54:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 0.6071, loss: 0.6071 2023-12-26 21:46:27,098 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 12:54:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.5564, loss: 0.5564 2023-12-26 21:46:49,238 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 12:53:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5808, loss: 0.5808 2023-12-26 21:47:11,308 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 12:53:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.5985, loss: 0.5985 2023-12-26 21:47:33,357 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 12:53:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.6334, loss: 0.6334 2023-12-26 21:47:55,469 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 12:52:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.5886, loss: 0.5886 2023-12-26 21:48:17,539 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 12:52:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 0.5413, loss: 0.5413 2023-12-26 21:48:39,635 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 12:51:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.5828, loss: 0.5828 2023-12-26 21:49:01,718 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 12:51:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9919, loss_cls: 0.5322, loss: 0.5322 2023-12-26 21:49:23,947 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 12:51:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5934, loss: 0.5934 2023-12-26 21:49:46,083 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 12:50:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.5961, loss: 0.5961 2023-12-26 21:49:47,858 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-26 21:51:04,655 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 21:51:04,727 - pyskl - INFO - top1_acc 0.8385 top5_acc 0.9759 2023-12-26 21:51:04,730 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8385, top5_acc: 0.9759 2023-12-26 21:51:43,826 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 12:50:33, time: 0.391, data_time: 0.170, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 0.5546, loss: 0.5546 2023-12-26 21:52:05,865 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 12:50:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9919, loss_cls: 0.5575, loss: 0.5575 2023-12-26 21:52:28,020 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 12:49:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.5576, loss: 0.5576 2023-12-26 21:52:50,177 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 12:49:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5639, loss: 0.5639 2023-12-26 21:53:12,364 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 12:48:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.5952, loss: 0.5952 2023-12-26 21:53:34,606 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 12:48:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5425, loss: 0.5425 2023-12-26 21:53:56,855 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 12:48:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5533, loss: 0.5533 2023-12-26 21:54:19,063 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 12:47:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 0.5533, loss: 0.5533 2023-12-26 21:54:41,233 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 12:47:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5309, loss: 0.5309 2023-12-26 21:55:03,330 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 12:47:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.5730, loss: 0.5730 2023-12-26 21:55:25,397 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 12:46:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5087, loss: 0.5087 2023-12-26 21:55:47,481 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 12:46:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5601, loss: 0.5601 2023-12-26 21:56:09,660 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 12:45:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.5658, loss: 0.5658 2023-12-26 21:56:32,039 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 12:45:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.6168, loss: 0.6168 2023-12-26 21:56:54,249 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 12:45:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6077, loss: 0.6077 2023-12-26 21:57:16,372 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 12:44:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5637, loss: 0.5637 2023-12-26 21:57:38,635 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 12:44:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 0.5731, loss: 0.5731 2023-12-26 21:58:00,830 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 12:43:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5375, loss: 0.5375 2023-12-26 21:58:23,008 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 12:43:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5454, loss: 0.5454 2023-12-26 21:58:45,089 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 12:43:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6088, loss: 0.6088 2023-12-26 21:59:07,159 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 12:42:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.5673, loss: 0.5673 2023-12-26 21:59:29,208 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 12:42:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5701, loss: 0.5701 2023-12-26 21:59:51,280 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 12:41:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5431, loss: 0.5431 2023-12-26 22:00:13,358 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 12:41:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.5377, loss: 0.5377 2023-12-26 22:00:35,456 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 12:41:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 0.6617, loss: 0.6617 2023-12-26 22:00:37,198 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-26 22:01:53,678 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:01:53,748 - pyskl - INFO - top1_acc 0.8452 top5_acc 0.9742 2023-12-26 22:01:53,753 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_68.pth was removed 2023-12-26 22:01:53,891 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. 2023-12-26 22:01:53,891 - pyskl - INFO - Best top1_acc is 0.8452 at 70 epoch. 2023-12-26 22:01:53,895 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8452, top5_acc: 0.9742 2023-12-26 22:02:33,168 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 12:41:02, time: 0.393, data_time: 0.171, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.5467, loss: 0.5467 2023-12-26 22:02:55,322 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 12:40:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5149, loss: 0.5149 2023-12-26 22:03:17,409 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 12:40:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6026, loss: 0.6026 2023-12-26 22:03:39,601 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 12:39:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.5145, loss: 0.5145 2023-12-26 22:04:01,775 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 12:39:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.5375, loss: 0.5375 2023-12-26 22:04:24,072 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 12:39:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.6307, loss: 0.6307 2023-12-26 22:04:46,308 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 12:38:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.5494, loss: 0.5494 2023-12-26 22:05:08,544 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 12:38:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.5985, loss: 0.5985 2023-12-26 22:05:30,718 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 12:37:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.5762, loss: 0.5762 2023-12-26 22:05:52,852 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 12:37:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5195, loss: 0.5195 2023-12-26 22:06:15,104 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 12:37:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.5689, loss: 0.5689 2023-12-26 22:06:37,341 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 12:36:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.5592, loss: 0.5592 2023-12-26 22:06:59,585 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 12:36:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.6360, loss: 0.6360 2023-12-26 22:07:21,808 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 12:35:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.5696, loss: 0.5696 2023-12-26 22:07:43,958 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 12:35:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5370, loss: 0.5370 2023-12-26 22:08:06,057 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 12:35:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.5520, loss: 0.5520 2023-12-26 22:08:28,159 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 12:34:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.5250, loss: 0.5250 2023-12-26 22:08:50,271 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 12:34:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5457, loss: 0.5457 2023-12-26 22:09:12,389 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 12:34:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6392, loss: 0.6392 2023-12-26 22:09:34,517 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 12:33:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 0.5718, loss: 0.5718 2023-12-26 22:09:56,600 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 12:33:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.5850, loss: 0.5850 2023-12-26 22:10:18,718 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 12:32:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.5176, loss: 0.5176 2023-12-26 22:10:40,851 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 12:32:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5728, loss: 0.5728 2023-12-26 22:11:03,016 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 12:32:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 0.6146, loss: 0.6146 2023-12-26 22:11:25,118 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 12:31:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.4990, loss: 0.4990 2023-12-26 22:11:26,817 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-26 22:12:43,392 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:12:43,462 - pyskl - INFO - top1_acc 0.8023 top5_acc 0.9673 2023-12-26 22:12:43,466 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8023, top5_acc: 0.9673 2023-12-26 22:13:22,388 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 12:31:31, time: 0.389, data_time: 0.168, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5040, loss: 0.5040 2023-12-26 22:13:44,408 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:31:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5144, loss: 0.5144 2023-12-26 22:14:06,479 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:30:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5329, loss: 0.5329 2023-12-26 22:14:28,605 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:30:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.5420, loss: 0.5420 2023-12-26 22:14:50,635 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:29:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.5171, loss: 0.5171 2023-12-26 22:15:12,707 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:29:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.5488, loss: 0.5488 2023-12-26 22:15:34,808 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:29:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5448, loss: 0.5448 2023-12-26 22:15:56,992 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:28:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.4815, loss: 0.4815 2023-12-26 22:16:19,117 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:28:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5546, loss: 0.5546 2023-12-26 22:16:41,185 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:27:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.5604, loss: 0.5604 2023-12-26 22:17:03,241 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:27:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5568, loss: 0.5568 2023-12-26 22:17:25,279 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:27:12, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6015, loss: 0.6015 2023-12-26 22:17:47,287 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:26:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5642, loss: 0.5642 2023-12-26 22:18:09,295 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:26:24, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.5438, loss: 0.5438 2023-12-26 22:18:31,330 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:26:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.5862, loss: 0.5862 2023-12-26 22:18:53,544 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:25:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6132, loss: 0.6132 2023-12-26 22:19:15,758 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:25:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.5972, loss: 0.5972 2023-12-26 22:19:38,032 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:24:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.5779, loss: 0.5779 2023-12-26 22:20:00,293 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:24:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.5721, loss: 0.5721 2023-12-26 22:20:22,516 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:24:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5568, loss: 0.5568 2023-12-26 22:20:44,693 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:23:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4965, loss: 0.4965 2023-12-26 22:21:06,851 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:23:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5943, loss: 0.5943 2023-12-26 22:21:29,028 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:22:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5324, loss: 0.5324 2023-12-26 22:21:51,163 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:22:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5023, loss: 0.5023 2023-12-26 22:22:13,234 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:22:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5810, loss: 0.5810 2023-12-26 22:22:15,024 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-26 22:23:31,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:23:31,968 - pyskl - INFO - top1_acc 0.8290 top5_acc 0.9720 2023-12-26 22:23:31,971 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8290, top5_acc: 0.9720 2023-12-26 22:24:10,856 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:21:58, time: 0.389, data_time: 0.167, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 0.4815, loss: 0.4815 2023-12-26 22:24:33,014 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:21:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 0.5063, loss: 0.5063 2023-12-26 22:24:55,235 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:21:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.5319, loss: 0.5319 2023-12-26 22:25:17,340 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:20:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.5337, loss: 0.5337 2023-12-26 22:25:39,492 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:20:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 0.4901, loss: 0.4901 2023-12-26 22:26:01,661 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:20:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.4893, loss: 0.4893 2023-12-26 22:26:23,803 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:19:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.5757, loss: 0.5757 2023-12-26 22:26:45,929 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:19:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.5150, loss: 0.5150 2023-12-26 22:27:08,158 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:18:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4814, loss: 0.4814 2023-12-26 22:27:30,258 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:18:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.5728, loss: 0.5728 2023-12-26 22:27:52,356 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:18:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.5991, loss: 0.5991 2023-12-26 22:28:14,433 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:17:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 0.5891, loss: 0.5891 2023-12-26 22:28:36,606 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:17:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 0.5340, loss: 0.5340 2023-12-26 22:28:58,813 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:16:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5600, loss: 0.5600 2023-12-26 22:29:21,041 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:16:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.5338, loss: 0.5338 2023-12-26 22:29:43,224 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:16:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5168, loss: 0.5168 2023-12-26 22:30:05,576 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:15:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4749, loss: 0.4749 2023-12-26 22:30:27,906 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:15:20, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 0.5977, loss: 0.5977 2023-12-26 22:30:50,164 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:14:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5816, loss: 0.5816 2023-12-26 22:31:12,384 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:14:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.5769, loss: 0.5769 2023-12-26 22:31:34,751 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:14:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.5561, loss: 0.5561 2023-12-26 22:31:56,958 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:13:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.5465, loss: 0.5465 2023-12-26 22:32:19,079 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:13:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 0.5690, loss: 0.5690 2023-12-26 22:32:41,195 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:13:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6094, loss: 0.6094 2023-12-26 22:33:03,340 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:12:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 0.5653, loss: 0.5653 2023-12-26 22:33:05,130 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-26 22:34:21,849 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:34:21,919 - pyskl - INFO - top1_acc 0.7940 top5_acc 0.9597 2023-12-26 22:34:21,923 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.7940, top5_acc: 0.9597 2023-12-26 22:35:00,661 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:12:27, time: 0.387, data_time: 0.167, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.4851, loss: 0.4851 2023-12-26 22:35:22,687 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:12:04, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.5925, loss: 0.5925 2023-12-26 22:35:44,826 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:11:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.5663, loss: 0.5663 2023-12-26 22:36:07,005 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:11:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.5240, loss: 0.5240 2023-12-26 22:36:29,063 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:10:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.4748, loss: 0.4748 2023-12-26 22:36:51,097 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:10:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 0.4967, loss: 0.4967 2023-12-26 22:37:13,217 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:10:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5218, loss: 0.5218 2023-12-26 22:37:35,301 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:09:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.5691, loss: 0.5691 2023-12-26 22:37:57,480 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:09:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.5376, loss: 0.5376 2023-12-26 22:38:19,704 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:08:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4782, loss: 0.4782 2023-12-26 22:38:41,859 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:08:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5225, loss: 0.5225 2023-12-26 22:39:03,932 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:08:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.4909, loss: 0.4909 2023-12-26 22:39:25,986 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:07:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 0.5945, loss: 0.5945 2023-12-26 22:39:48,047 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:07:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.5515, loss: 0.5515 2023-12-26 22:40:10,130 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:06:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9925, loss_cls: 0.5464, loss: 0.5464 2023-12-26 22:40:32,212 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:06:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5403, loss: 0.5403 2023-12-26 22:40:54,328 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:06:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5804, loss: 0.5804 2023-12-26 22:41:16,443 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:05:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.5920, loss: 0.5920 2023-12-26 22:41:38,589 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:05:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5262, loss: 0.5262 2023-12-26 22:42:00,707 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:05:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5636, loss: 0.5636 2023-12-26 22:42:22,773 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:04:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5900, loss: 0.5900 2023-12-26 22:42:44,965 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:04:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 0.5644, loss: 0.5644 2023-12-26 22:43:07,059 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:03:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5176, loss: 0.5176 2023-12-26 22:43:29,115 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:03:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.5480, loss: 0.5480 2023-12-26 22:43:51,179 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:03:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5181, loss: 0.5181 2023-12-26 22:43:53,001 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-26 22:45:09,696 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:45:09,764 - pyskl - INFO - top1_acc 0.8195 top5_acc 0.9732 2023-12-26 22:45:09,768 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8195, top5_acc: 0.9732 2023-12-26 22:45:48,926 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:02:55, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4287, loss: 0.4287 2023-12-26 22:46:10,997 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:02:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.4879, loss: 0.4879 2023-12-26 22:46:33,069 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:02:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4540, loss: 0.4540 2023-12-26 22:46:55,132 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:01:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.5224, loss: 0.5224 2023-12-26 22:47:17,157 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:01:21, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.5257, loss: 0.5257 2023-12-26 22:47:39,218 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:00:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 0.5582, loss: 0.5582 2023-12-26 22:48:01,304 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:00:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.4877, loss: 0.4877 2023-12-26 22:48:23,391 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:00:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 0.5660, loss: 0.5660 2023-12-26 22:48:45,503 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 11:59:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 0.5708, loss: 0.5708 2023-12-26 22:49:07,789 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 11:59:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5431, loss: 0.5431 2023-12-26 22:49:29,999 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 11:59:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4888, loss: 0.4888 2023-12-26 22:49:52,141 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 11:58:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.5678, loss: 0.5678 2023-12-26 22:50:14,153 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 11:58:13, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5321, loss: 0.5321 2023-12-26 22:50:36,152 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 11:57:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6070, loss: 0.6070 2023-12-26 22:50:58,287 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 11:57:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5481, loss: 0.5481 2023-12-26 22:51:20,421 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 11:57:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.4976, loss: 0.4976 2023-12-26 22:51:42,539 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 11:56:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 0.5744, loss: 0.5744 2023-12-26 22:52:04,773 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 11:56:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9950, loss_cls: 0.5026, loss: 0.5026 2023-12-26 22:52:26,932 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 11:55:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5012, loss: 0.5012 2023-12-26 22:52:49,078 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 11:55:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.5754, loss: 0.5754 2023-12-26 22:53:11,191 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 11:55:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 0.5242, loss: 0.5242 2023-12-26 22:53:33,326 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 11:54:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.5668, loss: 0.5668 2023-12-26 22:53:55,454 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 11:54:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5300, loss: 0.5300 2023-12-26 22:54:17,560 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 11:53:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5642, loss: 0.5642 2023-12-26 22:54:39,694 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 11:53:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.5454, loss: 0.5454 2023-12-26 22:54:41,467 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-26 22:55:58,246 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 22:55:58,315 - pyskl - INFO - top1_acc 0.8250 top5_acc 0.9709 2023-12-26 22:55:58,319 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8250, top5_acc: 0.9709 2023-12-26 22:56:37,259 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 11:53:23, time: 0.389, data_time: 0.168, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4586, loss: 0.4586 2023-12-26 22:56:59,347 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 11:52:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4460, loss: 0.4460 2023-12-26 22:57:21,456 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 11:52:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 0.4386, loss: 0.4386 2023-12-26 22:57:43,537 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 11:52:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.5343, loss: 0.5343 2023-12-26 22:58:05,662 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 11:51:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.4968, loss: 0.4968 2023-12-26 22:58:27,743 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 11:51:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.4964, loss: 0.4964 2023-12-26 22:58:50,033 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 11:51:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5211, loss: 0.5211 2023-12-26 22:59:12,184 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 11:50:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5591, loss: 0.5591 2023-12-26 22:59:34,327 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 11:50:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5383, loss: 0.5383 2023-12-26 22:59:56,453 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 11:49:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5098, loss: 0.5098 2023-12-26 23:00:18,539 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 11:49:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9919, loss_cls: 0.5411, loss: 0.5411 2023-12-26 23:00:40,624 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 11:49:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9819, loss_cls: 0.5283, loss: 0.5283 2023-12-26 23:01:02,738 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 11:48:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.5551, loss: 0.5551 2023-12-26 23:01:24,846 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 11:48:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.5513, loss: 0.5513 2023-12-26 23:01:46,945 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 11:47:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5306, loss: 0.5306 2023-12-26 23:02:09,010 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 11:47:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4934, loss: 0.4934 2023-12-26 23:02:31,061 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 11:47:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 0.4993, loss: 0.4993 2023-12-26 23:02:53,178 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 11:46:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6023, loss: 0.6023 2023-12-26 23:03:15,325 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 11:46:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.5866, loss: 0.5866 2023-12-26 23:03:37,462 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 11:45:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5471, loss: 0.5471 2023-12-26 23:03:59,596 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 11:45:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5522, loss: 0.5522 2023-12-26 23:04:21,721 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 11:45:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5309, loss: 0.5309 2023-12-26 23:04:43,920 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 11:44:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.6119, loss: 0.6119 2023-12-26 23:05:06,113 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 11:44:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5431, loss: 0.5431 2023-12-26 23:05:28,257 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 11:44:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 0.5073, loss: 0.5073 2023-12-26 23:05:30,059 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-26 23:06:46,653 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:06:46,724 - pyskl - INFO - top1_acc 0.8386 top5_acc 0.9758 2023-12-26 23:06:46,728 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8386, top5_acc: 0.9758 2023-12-26 23:07:25,783 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 11:43:51, time: 0.391, data_time: 0.170, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4547, loss: 0.4547 2023-12-26 23:07:47,812 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 11:43:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4858, loss: 0.4858 2023-12-26 23:08:09,873 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 11:43:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4293, loss: 0.4293 2023-12-26 23:08:31,897 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 11:42:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.4995, loss: 0.4995 2023-12-26 23:08:53,926 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 11:42:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5065, loss: 0.5065 2023-12-26 23:09:16,028 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 11:41:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5343, loss: 0.5343 2023-12-26 23:09:38,199 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 11:41:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5161, loss: 0.5161 2023-12-26 23:10:00,339 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 11:41:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.4878, loss: 0.4878 2023-12-26 23:10:22,562 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 11:40:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.4969, loss: 0.4969 2023-12-26 23:10:44,995 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 11:40:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.4765, loss: 0.4765 2023-12-26 23:11:07,095 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 11:39:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 0.4926, loss: 0.4926 2023-12-26 23:11:29,154 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 11:39:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9944, loss_cls: 0.4794, loss: 0.4794 2023-12-26 23:11:51,271 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 11:39:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5003, loss: 0.5003 2023-12-26 23:12:13,340 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 11:38:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5102, loss: 0.5102 2023-12-26 23:12:35,430 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 11:38:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.5486, loss: 0.5486 2023-12-26 23:12:57,582 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 11:37:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.4765, loss: 0.4765 2023-12-26 23:13:19,776 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 11:37:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5376, loss: 0.5376 2023-12-26 23:13:41,933 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 11:37:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 0.5703, loss: 0.5703 2023-12-26 23:14:04,010 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 11:36:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4825, loss: 0.4825 2023-12-26 23:14:26,079 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 11:36:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5173, loss: 0.5173 2023-12-26 23:14:48,186 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 11:36:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.4917, loss: 0.4917 2023-12-26 23:15:10,355 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 11:35:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5159, loss: 0.5159 2023-12-26 23:15:32,558 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 11:35:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5494, loss: 0.5494 2023-12-26 23:15:54,765 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 11:34:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.5401, loss: 0.5401 2023-12-26 23:16:17,043 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 11:34:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.4967, loss: 0.4967 2023-12-26 23:16:18,809 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-26 23:17:35,682 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:17:35,751 - pyskl - INFO - top1_acc 0.8485 top5_acc 0.9766 2023-12-26 23:17:35,754 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_70.pth was removed 2023-12-26 23:17:35,883 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. 2023-12-26 23:17:35,883 - pyskl - INFO - Best top1_acc is 0.8485 at 77 epoch. 2023-12-26 23:17:35,887 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8485, top5_acc: 0.9766 2023-12-26 23:18:15,315 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 11:34:19, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4715, loss: 0.4715 2023-12-26 23:18:37,393 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 11:33:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4599, loss: 0.4599 2023-12-26 23:18:59,478 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 11:33:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.5660, loss: 0.5660 2023-12-26 23:19:21,503 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 11:33:09, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4981, loss: 0.4981 2023-12-26 23:19:43,529 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:32:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.4835, loss: 0.4835 2023-12-26 23:20:05,543 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:32:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.5190, loss: 0.5190 2023-12-26 23:20:27,600 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:31:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4626, loss: 0.4626 2023-12-26 23:20:49,698 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:31:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5146, loss: 0.5146 2023-12-26 23:21:11,855 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:31:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5386, loss: 0.5386 2023-12-26 23:21:33,998 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:30:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4610, loss: 0.4610 2023-12-26 23:21:56,177 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:30:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.4931, loss: 0.4931 2023-12-26 23:22:18,360 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:30:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.5366, loss: 0.5366 2023-12-26 23:22:40,519 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:29:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 0.4871, loss: 0.4871 2023-12-26 23:23:02,689 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:29:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.5072, loss: 0.5072 2023-12-26 23:23:24,861 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:28:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 0.5089, loss: 0.5089 2023-12-26 23:23:46,964 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:28:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5143, loss: 0.5143 2023-12-26 23:24:09,053 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:28:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.5377, loss: 0.5377 2023-12-26 23:24:31,194 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:27:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.5630, loss: 0.5630 2023-12-26 23:24:53,277 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:27:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4623, loss: 0.4623 2023-12-26 23:25:15,481 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:26:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.4761, loss: 0.4761 2023-12-26 23:25:37,756 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:26:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.4620, loss: 0.4620 2023-12-26 23:25:59,900 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:26:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.5547, loss: 0.5547 2023-12-26 23:26:21,985 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:25:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5223, loss: 0.5223 2023-12-26 23:26:44,040 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:25:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 0.5218, loss: 0.5218 2023-12-26 23:27:06,179 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:24:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 0.5269, loss: 0.5269 2023-12-26 23:27:07,954 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-26 23:28:24,654 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:28:24,723 - pyskl - INFO - top1_acc 0.8367 top5_acc 0.9717 2023-12-26 23:28:24,727 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8367, top5_acc: 0.9717 2023-12-26 23:29:03,934 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:24:47, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.4501, loss: 0.4501 2023-12-26 23:29:26,142 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:24:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 0.4274, loss: 0.4274 2023-12-26 23:29:48,255 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:24:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4652, loss: 0.4652 2023-12-26 23:30:10,421 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:23:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4714, loss: 0.4714 2023-12-26 23:30:32,455 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:23:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 0.5018, loss: 0.5018 2023-12-26 23:30:54,519 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:22:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.4622, loss: 0.4622 2023-12-26 23:31:16,614 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:22:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.4963, loss: 0.4963 2023-12-26 23:31:38,716 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:22:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9931, loss_cls: 0.5113, loss: 0.5113 2023-12-26 23:32:00,814 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:21:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5087, loss: 0.5087 2023-12-26 23:32:22,927 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:21:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5110, loss: 0.5110 2023-12-26 23:32:45,243 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:20:54, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.4847, loss: 0.4847 2023-12-26 23:33:07,322 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:20:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5127, loss: 0.5127 2023-12-26 23:33:29,628 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:20:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 0.4974, loss: 0.4974 2023-12-26 23:33:52,000 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:19:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 0.5303, loss: 0.5303 2023-12-26 23:34:14,205 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:19:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.4946, loss: 0.4946 2023-12-26 23:34:36,445 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:18:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.5489, loss: 0.5489 2023-12-26 23:34:58,555 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:18:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4856, loss: 0.4856 2023-12-26 23:35:20,644 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:18:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 0.5825, loss: 0.5825 2023-12-26 23:35:42,775 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:17:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5234, loss: 0.5234 2023-12-26 23:36:04,899 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:17:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.4745, loss: 0.4745 2023-12-26 23:36:26,998 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:17:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4728, loss: 0.4728 2023-12-26 23:36:49,022 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:16:37, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5564, loss: 0.5564 2023-12-26 23:37:11,069 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:16:13, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5266, loss: 0.5266 2023-12-26 23:37:33,163 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:15:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4495, loss: 0.4495 2023-12-26 23:37:55,217 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:15:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4353, loss: 0.4353 2023-12-26 23:37:56,923 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-26 23:39:13,909 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:39:13,980 - pyskl - INFO - top1_acc 0.8507 top5_acc 0.9776 2023-12-26 23:39:13,984 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_77.pth was removed 2023-12-26 23:39:14,116 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. 2023-12-26 23:39:14,116 - pyskl - INFO - Best top1_acc is 0.8507 at 79 epoch. 2023-12-26 23:39:14,120 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8507, top5_acc: 0.9776 2023-12-26 23:39:53,653 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:15:16, time: 0.395, data_time: 0.173, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4916, loss: 0.4916 2023-12-26 23:40:15,813 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:14:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.4479, loss: 0.4479 2023-12-26 23:40:37,937 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:14:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4648, loss: 0.4648 2023-12-26 23:41:00,015 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:14:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4578, loss: 0.4578 2023-12-26 23:41:22,097 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:13:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.4821, loss: 0.4821 2023-12-26 23:41:44,160 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:13:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.4805, loss: 0.4805 2023-12-26 23:42:06,234 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:12:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.4721, loss: 0.4721 2023-12-26 23:42:28,347 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:12:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.4894, loss: 0.4894 2023-12-26 23:42:50,434 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:12:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.4977, loss: 0.4977 2023-12-26 23:43:12,584 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:11:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4775, loss: 0.4775 2023-12-26 23:43:34,780 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:11:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4747, loss: 0.4747 2023-12-26 23:43:56,907 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:10:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.4470, loss: 0.4470 2023-12-26 23:44:19,020 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:10:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.5533, loss: 0.5533 2023-12-26 23:44:41,172 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:10:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5218, loss: 0.5218 2023-12-26 23:45:03,337 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:09:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4480, loss: 0.4480 2023-12-26 23:45:25,442 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:09:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 0.5000, loss: 0.5000 2023-12-26 23:45:47,561 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:09:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5128, loss: 0.5128 2023-12-26 23:46:09,691 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:08:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.4998, loss: 0.4998 2023-12-26 23:46:31,838 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:08:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.5170, loss: 0.5170 2023-12-26 23:46:54,051 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:07:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.5092, loss: 0.5092 2023-12-26 23:47:16,203 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:07:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5075, loss: 0.5075 2023-12-26 23:47:38,399 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:07:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.4971, loss: 0.4971 2023-12-26 23:48:00,563 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:06:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4566, loss: 0.4566 2023-12-26 23:48:22,671 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:06:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4817, loss: 0.4817 2023-12-26 23:48:44,880 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:05:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5075, loss: 0.5075 2023-12-26 23:48:46,677 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-26 23:50:03,277 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-26 23:50:03,358 - pyskl - INFO - top1_acc 0.8657 top5_acc 0.9777 2023-12-26 23:50:03,365 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_79.pth was removed 2023-12-26 23:50:03,591 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. 2023-12-26 23:50:03,591 - pyskl - INFO - Best top1_acc is 0.8657 at 80 epoch. 2023-12-26 23:50:03,596 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8657, top5_acc: 0.9777 2023-12-26 23:50:43,101 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:05:45, time: 0.395, data_time: 0.174, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4359, loss: 0.4359 2023-12-26 23:51:05,203 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:05:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4522, loss: 0.4522 2023-12-26 23:51:27,277 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:04:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9944, loss_cls: 0.4690, loss: 0.4690 2023-12-26 23:51:49,323 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:04:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.4567, loss: 0.4567 2023-12-26 23:52:11,431 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:04:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5167, loss: 0.5167 2023-12-26 23:52:33,639 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:03:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.5302, loss: 0.5302 2023-12-26 23:52:55,763 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:03:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4331, loss: 0.4331 2023-12-26 23:53:17,843 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:03:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5190, loss: 0.5190 2023-12-26 23:53:40,147 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:02:38, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4450, loss: 0.4450 2023-12-26 23:54:02,391 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:02:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5049, loss: 0.5049 2023-12-26 23:54:24,538 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:01:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5273, loss: 0.5273 2023-12-26 23:54:46,700 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:01:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 0.5122, loss: 0.5122 2023-12-26 23:55:08,846 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:01:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4615, loss: 0.4615 2023-12-26 23:55:31,006 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:00:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.4584, loss: 0.4584 2023-12-26 23:55:53,132 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:00:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.4971, loss: 0.4971 2023-12-26 23:56:15,241 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 10:59:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4445, loss: 0.4445 2023-12-26 23:56:37,326 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 10:59:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4749, loss: 0.4749 2023-12-26 23:56:59,593 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 10:59:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5191, loss: 0.5191 2023-12-26 23:57:21,711 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 10:58:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.4730, loss: 0.4730 2023-12-26 23:57:43,786 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 10:58:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.5026, loss: 0.5026 2023-12-26 23:58:05,870 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 10:57:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4539, loss: 0.4539 2023-12-26 23:58:27,933 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 10:57:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5456, loss: 0.5456 2023-12-26 23:58:50,018 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 10:57:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.5390, loss: 0.5390 2023-12-26 23:59:12,082 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 10:56:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 0.4591, loss: 0.4591 2023-12-26 23:59:34,147 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 10:56:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.4973, loss: 0.4973 2023-12-26 23:59:35,946 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-27 00:00:53,005 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:00:53,078 - pyskl - INFO - top1_acc 0.8356 top5_acc 0.9756 2023-12-27 00:00:53,082 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8356, top5_acc: 0.9756 2023-12-27 00:01:33,079 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 10:56:14, time: 0.400, data_time: 0.178, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4381, loss: 0.4381 2023-12-27 00:01:55,128 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 10:55:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4355, loss: 0.4355 2023-12-27 00:02:17,156 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 10:55:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4267, loss: 0.4267 2023-12-27 00:02:39,247 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 10:55:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4368, loss: 0.4368 2023-12-27 00:03:01,316 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 10:54:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 0.4831, loss: 0.4831 2023-12-27 00:03:23,391 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 10:54:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4848, loss: 0.4848 2023-12-27 00:03:45,596 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 10:53:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.4738, loss: 0.4738 2023-12-27 00:04:07,865 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 10:53:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.4637, loss: 0.4637 2023-12-27 00:04:30,129 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 10:53:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4566, loss: 0.4566 2023-12-27 00:04:52,327 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 10:52:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4432, loss: 0.4432 2023-12-27 00:05:14,495 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 10:52:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4217, loss: 0.4217 2023-12-27 00:05:36,637 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 10:51:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.4757, loss: 0.4757 2023-12-27 00:05:58,780 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 10:51:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4467, loss: 0.4467 2023-12-27 00:06:20,887 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 10:51:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.4618, loss: 0.4618 2023-12-27 00:06:43,046 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 10:50:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4602, loss: 0.4602 2023-12-27 00:07:05,183 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 10:50:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.4817, loss: 0.4817 2023-12-27 00:07:27,257 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 10:50:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4721, loss: 0.4721 2023-12-27 00:07:49,317 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 10:49:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5057, loss: 0.5057 2023-12-27 00:08:11,365 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 10:49:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.5563, loss: 0.5563 2023-12-27 00:08:33,435 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 10:48:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4449, loss: 0.4449 2023-12-27 00:08:55,490 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 10:48:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.4996, loss: 0.4996 2023-12-27 00:09:17,513 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 10:48:04, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5006, loss: 0.5006 2023-12-27 00:09:39,562 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 10:47:41, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.4768, loss: 0.4768 2023-12-27 00:10:01,563 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 10:47:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5130, loss: 0.5130 2023-12-27 00:10:23,608 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 10:46:54, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.5515, loss: 0.5515 2023-12-27 00:10:25,286 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-27 00:11:41,664 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:11:41,735 - pyskl - INFO - top1_acc 0.8444 top5_acc 0.9743 2023-12-27 00:11:41,739 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8444, top5_acc: 0.9743 2023-12-27 00:12:20,988 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 10:46:42, time: 0.392, data_time: 0.172, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3714, loss: 0.3714 2023-12-27 00:12:43,064 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 10:46:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4512, loss: 0.4512 2023-12-27 00:13:05,184 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 10:45:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 0.4281, loss: 0.4281 2023-12-27 00:13:27,266 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 10:45:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.4663, loss: 0.4663 2023-12-27 00:13:49,358 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 10:45:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.4305, loss: 0.4305 2023-12-27 00:14:11,709 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 10:44:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.4526, loss: 0.4526 2023-12-27 00:14:33,928 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 10:44:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.4773, loss: 0.4773 2023-12-27 00:14:56,114 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 10:43:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4548, loss: 0.4548 2023-12-27 00:15:18,284 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 10:43:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4158, loss: 0.4158 2023-12-27 00:15:40,448 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 10:43:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5083, loss: 0.5083 2023-12-27 00:16:02,607 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 10:42:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 0.4630, loss: 0.4630 2023-12-27 00:16:24,716 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 10:42:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5304, loss: 0.5304 2023-12-27 00:16:46,866 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 10:42:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4896, loss: 0.4896 2023-12-27 00:17:08,920 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 10:41:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4417, loss: 0.4417 2023-12-27 00:17:30,926 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 10:41:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9950, loss_cls: 0.4143, loss: 0.4143 2023-12-27 00:17:52,971 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 10:40:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4565, loss: 0.4565 2023-12-27 00:18:14,997 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 10:40:29, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5086, loss: 0.5086 2023-12-27 00:18:37,123 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 10:40:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5290, loss: 0.5290 2023-12-27 00:18:59,218 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 10:39:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.4823, loss: 0.4823 2023-12-27 00:19:21,327 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 10:39:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.4855, loss: 0.4855 2023-12-27 00:19:43,461 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 10:38:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5367, loss: 0.5367 2023-12-27 00:20:05,706 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 10:38:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.4826, loss: 0.4826 2023-12-27 00:20:27,847 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 10:38:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.4468, loss: 0.4468 2023-12-27 00:20:50,045 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 10:37:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 0.5066, loss: 0.5066 2023-12-27 00:21:12,186 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 10:37:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.5090, loss: 0.5090 2023-12-27 00:21:13,968 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-27 00:22:30,422 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:22:30,493 - pyskl - INFO - top1_acc 0.8641 top5_acc 0.9803 2023-12-27 00:22:30,497 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8641, top5_acc: 0.9803 2023-12-27 00:23:09,300 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 10:37:10, time: 0.388, data_time: 0.167, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4495, loss: 0.4495 2023-12-27 00:23:31,389 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 10:36:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4568, loss: 0.4568 2023-12-27 00:23:53,607 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 10:36:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.3905, loss: 0.3905 2023-12-27 00:24:15,746 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 10:36:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.4337, loss: 0.4337 2023-12-27 00:24:37,843 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:35:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4463, loss: 0.4463 2023-12-27 00:24:59,924 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:35:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.4519, loss: 0.4519 2023-12-27 00:25:22,066 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:34:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4191, loss: 0.4191 2023-12-27 00:25:44,146 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:34:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.4601, loss: 0.4601 2023-12-27 00:26:06,235 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:34:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4315, loss: 0.4315 2023-12-27 00:26:28,319 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:33:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4477, loss: 0.4477 2023-12-27 00:26:50,348 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:33:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 0.4479, loss: 0.4479 2023-12-27 00:27:12,391 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:32:54, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4238, loss: 0.4238 2023-12-27 00:27:34,470 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:32:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.5123, loss: 0.5123 2023-12-27 00:27:56,573 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:32:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4260, loss: 0.4260 2023-12-27 00:28:18,686 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:31:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4457, loss: 0.4457 2023-12-27 00:28:40,749 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:31:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4761, loss: 0.4761 2023-12-27 00:29:02,787 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:30:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4404, loss: 0.4404 2023-12-27 00:29:24,831 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:30:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.4901, loss: 0.4901 2023-12-27 00:29:46,944 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:30:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4143, loss: 0.4143 2023-12-27 00:30:09,257 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:29:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4407, loss: 0.4407 2023-12-27 00:30:31,385 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:29:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9831, loss_cls: 0.4696, loss: 0.4696 2023-12-27 00:30:53,547 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:29:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5177, loss: 0.5177 2023-12-27 00:31:15,657 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:28:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5004, loss: 0.5004 2023-12-27 00:31:37,751 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:28:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5011, loss: 0.5011 2023-12-27 00:31:59,803 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:27:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.4842, loss: 0.4842 2023-12-27 00:32:01,518 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-27 00:33:18,232 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:33:18,302 - pyskl - INFO - top1_acc 0.8600 top5_acc 0.9767 2023-12-27 00:33:18,306 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8600, top5_acc: 0.9767 2023-12-27 00:33:57,738 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:27:39, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3638, loss: 0.3638 2023-12-27 00:34:19,877 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:27:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3803, loss: 0.3803 2023-12-27 00:34:42,225 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:26:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3526, loss: 0.3526 2023-12-27 00:35:04,416 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:26:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.4310, loss: 0.4310 2023-12-27 00:35:26,462 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:26:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.4632, loss: 0.4632 2023-12-27 00:35:48,489 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:25:42, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4545, loss: 0.4545 2023-12-27 00:36:10,525 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:25:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4877, loss: 0.4877 2023-12-27 00:36:32,621 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:24:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4510, loss: 0.4510 2023-12-27 00:36:54,705 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:24:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4477, loss: 0.4477 2023-12-27 00:37:16,729 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:24:09, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4146, loss: 0.4146 2023-12-27 00:37:38,825 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:23:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3912, loss: 0.3912 2023-12-27 00:38:00,859 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:23:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4787, loss: 0.4787 2023-12-27 00:38:22,945 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:22:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4802, loss: 0.4802 2023-12-27 00:38:45,125 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:22:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 0.4497, loss: 0.4497 2023-12-27 00:39:07,186 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:22:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4543, loss: 0.4543 2023-12-27 00:39:29,264 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:21:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4660, loss: 0.4660 2023-12-27 00:39:51,309 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:21:26, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4005, loss: 0.4005 2023-12-27 00:40:13,429 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:21:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4278, loss: 0.4278 2023-12-27 00:40:35,494 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:20:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 0.4584, loss: 0.4584 2023-12-27 00:40:57,598 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:20:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4977, loss: 0.4977 2023-12-27 00:41:19,701 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:19:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 0.4710, loss: 0.4710 2023-12-27 00:41:41,765 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:19:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4251, loss: 0.4251 2023-12-27 00:42:03,844 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:19:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4493, loss: 0.4493 2023-12-27 00:42:25,868 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:18:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9869, loss_cls: 0.4439, loss: 0.4439 2023-12-27 00:42:47,880 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:18:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 0.4967, loss: 0.4967 2023-12-27 00:42:49,637 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-27 00:44:05,953 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:44:06,021 - pyskl - INFO - top1_acc 0.8532 top5_acc 0.9774 2023-12-27 00:44:06,024 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8532, top5_acc: 0.9774 2023-12-27 00:44:45,045 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:18:06, time: 0.390, data_time: 0.169, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4303, loss: 0.4303 2023-12-27 00:45:07,103 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:17:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4043, loss: 0.4043 2023-12-27 00:45:29,194 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:17:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 0.4152, loss: 0.4152 2023-12-27 00:45:51,354 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:16:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.3905, loss: 0.3905 2023-12-27 00:46:13,460 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:16:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3725, loss: 0.3725 2023-12-27 00:46:35,474 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:16:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.4606, loss: 0.4606 2023-12-27 00:46:57,522 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:15:46, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4020, loss: 0.4020 2023-12-27 00:47:19,579 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:15:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.3914, loss: 0.3914 2023-12-27 00:47:41,682 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:15:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4521, loss: 0.4521 2023-12-27 00:48:03,778 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:14:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.4638, loss: 0.4638 2023-12-27 00:48:25,871 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:14:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.4469, loss: 0.4469 2023-12-27 00:48:48,075 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:13:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4256, loss: 0.4256 2023-12-27 00:49:10,304 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:13:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4272, loss: 0.4272 2023-12-27 00:49:32,582 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:13:04, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4475, loss: 0.4475 2023-12-27 00:49:54,794 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:12:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4301, loss: 0.4301 2023-12-27 00:50:16,996 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:12:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 0.4809, loss: 0.4809 2023-12-27 00:50:39,074 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:11:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 0.4515, loss: 0.4515 2023-12-27 00:51:01,139 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:11:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4501, loss: 0.4501 2023-12-27 00:51:23,223 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:11:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.4594, loss: 0.4594 2023-12-27 00:51:45,290 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:10:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4402, loss: 0.4402 2023-12-27 00:52:07,392 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:10:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5022, loss: 0.5022 2023-12-27 00:52:29,448 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:09:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.4973, loss: 0.4973 2023-12-27 00:52:51,495 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:09:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.4966, loss: 0.4966 2023-12-27 00:53:13,542 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:09:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4293, loss: 0.4293 2023-12-27 00:53:35,616 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:08:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4438, loss: 0.4438 2023-12-27 00:53:37,338 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-27 00:54:53,645 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 00:54:53,715 - pyskl - INFO - top1_acc 0.8514 top5_acc 0.9763 2023-12-27 00:54:53,718 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8514, top5_acc: 0.9763 2023-12-27 00:55:32,862 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:08:35, time: 0.391, data_time: 0.171, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3672, loss: 0.3672 2023-12-27 00:55:54,928 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:08:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3970, loss: 0.3970 2023-12-27 00:56:17,069 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:07:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4213, loss: 0.4213 2023-12-27 00:56:39,257 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:07:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4196, loss: 0.4196 2023-12-27 00:57:01,345 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:07:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4070, loss: 0.4070 2023-12-27 00:57:23,429 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:06:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4204, loss: 0.4204 2023-12-27 00:57:45,512 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:06:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4182, loss: 0.4182 2023-12-27 00:58:07,649 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:05:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.4023, loss: 0.4023 2023-12-27 00:58:29,776 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:05:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4257, loss: 0.4257 2023-12-27 00:58:51,952 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:05:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.3944, loss: 0.3944 2023-12-27 00:59:14,082 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:04:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.4556, loss: 0.4556 2023-12-27 00:59:36,229 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:04:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4305, loss: 0.4305 2023-12-27 00:59:58,340 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:03:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4596, loss: 0.4596 2023-12-27 01:00:20,463 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:03:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4405, loss: 0.4405 2023-12-27 01:00:42,590 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:03:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4395, loss: 0.4395 2023-12-27 01:01:04,721 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:02:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4439, loss: 0.4439 2023-12-27 01:01:26,813 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:02:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4108, loss: 0.4108 2023-12-27 01:01:48,874 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:01:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4345, loss: 0.4345 2023-12-27 01:02:10,936 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:01:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4564, loss: 0.4564 2023-12-27 01:02:33,020 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:01:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 0.4059, loss: 0.4059 2023-12-27 01:02:55,099 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:00:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4531, loss: 0.4531 2023-12-27 01:03:17,183 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:00:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4959, loss: 0.4959 2023-12-27 01:03:39,298 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:00:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.4834, loss: 0.4834 2023-12-27 01:04:01,381 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 9:59:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4249, loss: 0.4249 2023-12-27 01:04:23,470 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 9:59:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.4946, loss: 0.4946 2023-12-27 01:04:25,197 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-27 01:05:41,696 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:05:41,765 - pyskl - INFO - top1_acc 0.8522 top5_acc 0.9769 2023-12-27 01:05:41,769 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8522, top5_acc: 0.9769 2023-12-27 01:06:21,284 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 9:59:03, time: 0.395, data_time: 0.172, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4012, loss: 0.4012 2023-12-27 01:06:43,493 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 9:58:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3914, loss: 0.3914 2023-12-27 01:07:05,674 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 9:58:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9906, loss_cls: 0.3479, loss: 0.3479 2023-12-27 01:07:28,026 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 9:57:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3604, loss: 0.3604 2023-12-27 01:07:50,334 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 9:57:30, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3869, loss: 0.3869 2023-12-27 01:08:12,704 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 9:57:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4252, loss: 0.4252 2023-12-27 01:08:35,004 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 9:56:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.3865, loss: 0.3865 2023-12-27 01:08:57,101 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 9:56:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3830, loss: 0.3830 2023-12-27 01:09:19,265 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 9:55:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4578, loss: 0.4578 2023-12-27 01:09:41,319 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 9:55:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4714, loss: 0.4714 2023-12-27 01:10:03,344 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 9:55:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4483, loss: 0.4483 2023-12-27 01:10:25,378 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 9:54:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4320, loss: 0.4320 2023-12-27 01:10:47,725 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 9:54:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3910, loss: 0.3910 2023-12-27 01:11:09,906 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 9:54:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.4817, loss: 0.4817 2023-12-27 01:11:31,992 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 9:53:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.4229, loss: 0.4229 2023-12-27 01:11:54,150 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 9:53:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3973, loss: 0.3973 2023-12-27 01:12:16,349 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 9:52:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.4477, loss: 0.4477 2023-12-27 01:12:38,535 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 9:52:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3699, loss: 0.3699 2023-12-27 01:13:00,608 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 9:52:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4112, loss: 0.4112 2023-12-27 01:13:22,678 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 9:51:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.4807, loss: 0.4807 2023-12-27 01:13:44,808 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 9:51:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.5036, loss: 0.5036 2023-12-27 01:14:06,921 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 9:50:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4471, loss: 0.4471 2023-12-27 01:14:29,081 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 9:50:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4324, loss: 0.4324 2023-12-27 01:14:51,231 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 9:50:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4468, loss: 0.4468 2023-12-27 01:15:13,341 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 9:49:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4227, loss: 0.4227 2023-12-27 01:15:15,107 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-27 01:16:31,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:16:31,368 - pyskl - INFO - top1_acc 0.8526 top5_acc 0.9773 2023-12-27 01:16:31,371 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8526, top5_acc: 0.9773 2023-12-27 01:17:10,281 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 9:49:32, time: 0.389, data_time: 0.168, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3874, loss: 0.3874 2023-12-27 01:17:32,400 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 9:49:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3556, loss: 0.3556 2023-12-27 01:17:54,540 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 9:48:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.3680, loss: 0.3680 2023-12-27 01:18:16,819 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 9:48:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4265, loss: 0.4265 2023-12-27 01:18:39,153 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 9:48:00, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 0.4265, loss: 0.4265 2023-12-27 01:19:01,323 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 9:47:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3547, loss: 0.3547 2023-12-27 01:19:23,396 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 9:47:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4013, loss: 0.4013 2023-12-27 01:19:45,545 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 9:46:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.3907, loss: 0.3907 2023-12-27 01:20:07,608 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 9:46:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3670, loss: 0.3670 2023-12-27 01:20:29,643 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 9:46:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4210, loss: 0.4210 2023-12-27 01:20:51,694 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 9:45:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 0.3970, loss: 0.3970 2023-12-27 01:21:13,810 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 9:45:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.3902, loss: 0.3902 2023-12-27 01:21:35,934 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 9:44:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.3834, loss: 0.3834 2023-12-27 01:21:58,077 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 9:44:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.3905, loss: 0.3905 2023-12-27 01:22:20,196 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 9:44:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4077, loss: 0.4077 2023-12-27 01:22:42,428 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 9:43:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4276, loss: 0.4276 2023-12-27 01:23:04,485 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 9:43:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4317, loss: 0.4317 2023-12-27 01:23:26,537 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 9:42:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4892, loss: 0.4892 2023-12-27 01:23:48,626 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 9:42:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.4249, loss: 0.4249 2023-12-27 01:24:10,720 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 9:42:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4429, loss: 0.4429 2023-12-27 01:24:32,887 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 9:41:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.4886, loss: 0.4886 2023-12-27 01:24:54,958 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 9:41:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3515, loss: 0.3515 2023-12-27 01:25:16,995 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 9:41:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.3784, loss: 0.3784 2023-12-27 01:25:39,096 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 9:40:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.4624, loss: 0.4624 2023-12-27 01:26:01,196 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 9:40:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4610, loss: 0.4610 2023-12-27 01:26:03,010 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-27 01:27:19,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:27:19,629 - pyskl - INFO - top1_acc 0.8585 top5_acc 0.9760 2023-12-27 01:27:19,633 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8585, top5_acc: 0.9760 2023-12-27 01:27:58,888 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 9:40:01, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.3304, loss: 0.3304 2023-12-27 01:28:21,039 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 9:39:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3570, loss: 0.3570 2023-12-27 01:28:43,132 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 9:39:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.3469, loss: 0.3469 2023-12-27 01:29:05,219 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 9:38:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.3632, loss: 0.3632 2023-12-27 01:29:27,308 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 9:38:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4461, loss: 0.4461 2023-12-27 01:29:49,440 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:38:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4152, loss: 0.4152 2023-12-27 01:30:11,575 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:37:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.3493, loss: 0.3493 2023-12-27 01:30:33,754 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:37:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3856, loss: 0.3856 2023-12-27 01:30:55,903 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:36:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4203, loss: 0.4203 2023-12-27 01:31:18,076 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:36:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4631, loss: 0.4631 2023-12-27 01:31:40,177 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:36:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9956, loss_cls: 0.4502, loss: 0.4502 2023-12-27 01:32:02,242 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:35:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4056, loss: 0.4056 2023-12-27 01:32:24,256 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:35:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3996, loss: 0.3996 2023-12-27 01:32:46,383 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:34:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4016, loss: 0.4016 2023-12-27 01:33:08,490 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:34:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4046, loss: 0.4046 2023-12-27 01:33:30,581 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:34:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4525, loss: 0.4525 2023-12-27 01:33:52,732 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:33:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4158, loss: 0.4158 2023-12-27 01:34:14,874 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:33:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.4523, loss: 0.4523 2023-12-27 01:34:37,015 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:33:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4220, loss: 0.4220 2023-12-27 01:34:59,097 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:32:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.4444, loss: 0.4444 2023-12-27 01:35:21,197 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:32:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.4084, loss: 0.4084 2023-12-27 01:35:43,350 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:31:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4223, loss: 0.4223 2023-12-27 01:36:05,447 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:31:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4061, loss: 0.4061 2023-12-27 01:36:27,546 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:31:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.4212, loss: 0.4212 2023-12-27 01:36:49,683 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:30:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4261, loss: 0.4261 2023-12-27 01:36:51,576 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-27 01:38:08,244 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:38:08,312 - pyskl - INFO - top1_acc 0.8509 top5_acc 0.9786 2023-12-27 01:38:08,316 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8509, top5_acc: 0.9786 2023-12-27 01:38:47,525 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:30:29, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3569, loss: 0.3569 2023-12-27 01:39:09,716 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:30:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3774, loss: 0.3774 2023-12-27 01:39:31,843 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:29:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 0.3500, loss: 0.3500 2023-12-27 01:39:53,949 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:29:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3987, loss: 0.3987 2023-12-27 01:40:16,038 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:28:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.3624, loss: 0.3624 2023-12-27 01:40:38,189 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:28:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 0.3543, loss: 0.3543 2023-12-27 01:41:00,372 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:28:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.3495, loss: 0.3495 2023-12-27 01:41:22,459 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:27:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3662, loss: 0.3662 2023-12-27 01:41:44,580 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:27:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3889, loss: 0.3889 2023-12-27 01:42:06,711 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:27:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.4477, loss: 0.4477 2023-12-27 01:42:28,811 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:26:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4082, loss: 0.4082 2023-12-27 01:42:50,903 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:26:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9950, loss_cls: 0.4392, loss: 0.4392 2023-12-27 01:43:13,007 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:25:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3811, loss: 0.3811 2023-12-27 01:43:35,146 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:25:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4224, loss: 0.4224 2023-12-27 01:43:57,258 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:25:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4286, loss: 0.4286 2023-12-27 01:44:19,309 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:24:41, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4098, loss: 0.4098 2023-12-27 01:44:41,429 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:24:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4283, loss: 0.4283 2023-12-27 01:45:03,532 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:23:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4285, loss: 0.4285 2023-12-27 01:45:25,593 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:23:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4218, loss: 0.4218 2023-12-27 01:45:47,667 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:23:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4167, loss: 0.4167 2023-12-27 01:46:09,735 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:22:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4390, loss: 0.4390 2023-12-27 01:46:31,806 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:22:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3808, loss: 0.3808 2023-12-27 01:46:53,851 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:21:59, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3762, loss: 0.3762 2023-12-27 01:47:15,930 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:21:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 0.4268, loss: 0.4268 2023-12-27 01:47:38,013 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:21:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4408, loss: 0.4408 2023-12-27 01:47:39,791 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-27 01:48:56,258 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:48:56,328 - pyskl - INFO - top1_acc 0.8402 top5_acc 0.9761 2023-12-27 01:48:56,332 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8402, top5_acc: 0.9761 2023-12-27 01:49:35,236 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:20:57, time: 0.389, data_time: 0.168, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3791, loss: 0.3791 2023-12-27 01:49:57,339 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:20:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3717, loss: 0.3717 2023-12-27 01:50:19,454 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:20:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.3739, loss: 0.3739 2023-12-27 01:50:41,503 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:19:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4226, loss: 0.4226 2023-12-27 01:51:03,553 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:19:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.3723, loss: 0.3723 2023-12-27 01:51:25,606 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:19:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3790, loss: 0.3790 2023-12-27 01:51:47,693 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:18:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3311, loss: 0.3311 2023-12-27 01:52:09,847 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:18:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.3913, loss: 0.3913 2023-12-27 01:52:32,105 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:17:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3539, loss: 0.3539 2023-12-27 01:52:54,234 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:17:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3411, loss: 0.3411 2023-12-27 01:53:16,352 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:17:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.3792, loss: 0.3792 2023-12-27 01:53:38,542 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:16:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3745, loss: 0.3745 2023-12-27 01:54:00,552 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:16:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3828, loss: 0.3828 2023-12-27 01:54:22,573 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:15:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4016, loss: 0.4016 2023-12-27 01:54:44,625 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:15:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3603, loss: 0.3603 2023-12-27 01:55:06,661 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:15:09, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.3789, loss: 0.3789 2023-12-27 01:55:28,821 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:14:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.3833, loss: 0.3833 2023-12-27 01:55:50,964 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:14:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.4267, loss: 0.4267 2023-12-27 01:56:13,121 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:14:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4037, loss: 0.4037 2023-12-27 01:56:35,274 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:13:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 0.4405, loss: 0.4405 2023-12-27 01:56:57,437 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:13:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4451, loss: 0.4451 2023-12-27 01:57:19,596 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:12:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.3780, loss: 0.3780 2023-12-27 01:57:41,726 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:12:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3868, loss: 0.3868 2023-12-27 01:58:03,823 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:12:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4244, loss: 0.4244 2023-12-27 01:58:25,895 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:11:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3774, loss: 0.3774 2023-12-27 01:58:27,623 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-27 01:59:44,066 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 01:59:44,138 - pyskl - INFO - top1_acc 0.8623 top5_acc 0.9772 2023-12-27 01:59:44,141 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8623, top5_acc: 0.9772 2023-12-27 02:00:23,403 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:11:26, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3478, loss: 0.3478 2023-12-27 02:00:45,448 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:11:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.3709, loss: 0.3709 2023-12-27 02:01:07,532 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:10:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3500, loss: 0.3500 2023-12-27 02:01:29,635 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:10:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3821, loss: 0.3821 2023-12-27 02:01:51,748 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:09:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 0.3095, loss: 0.3095 2023-12-27 02:02:13,859 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:09:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3274, loss: 0.3274 2023-12-27 02:02:35,966 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:09:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3627, loss: 0.3627 2023-12-27 02:02:58,003 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:08:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3510, loss: 0.3510 2023-12-27 02:03:20,065 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:08:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3398, loss: 0.3398 2023-12-27 02:03:42,178 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:07:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3891, loss: 0.3891 2023-12-27 02:04:04,355 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:07:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3677, loss: 0.3677 2023-12-27 02:04:26,461 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:07:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3456, loss: 0.3456 2023-12-27 02:04:48,501 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:06:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3741, loss: 0.3741 2023-12-27 02:05:10,528 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:06:24, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4071, loss: 0.4071 2023-12-27 02:05:32,657 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:06:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.3929, loss: 0.3929 2023-12-27 02:05:54,745 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:05:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4141, loss: 0.4141 2023-12-27 02:06:16,844 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:05:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4109, loss: 0.4109 2023-12-27 02:06:38,958 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:04:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.4446, loss: 0.4446 2023-12-27 02:07:01,125 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:04:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4248, loss: 0.4248 2023-12-27 02:07:23,401 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:04:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3958, loss: 0.3958 2023-12-27 02:07:45,587 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:03:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.3938, loss: 0.3938 2023-12-27 02:08:07,789 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:03:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3778, loss: 0.3778 2023-12-27 02:08:29,946 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:02:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3842, loss: 0.3842 2023-12-27 02:08:52,091 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:02:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3356, loss: 0.3356 2023-12-27 02:09:14,145 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:02:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4040, loss: 0.4040 2023-12-27 02:09:15,902 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-27 02:10:32,467 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:10:32,537 - pyskl - INFO - top1_acc 0.8595 top5_acc 0.9786 2023-12-27 02:10:32,541 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8595, top5_acc: 0.9786 2023-12-27 02:11:11,553 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:01:54, time: 0.390, data_time: 0.169, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3843, loss: 0.3843 2023-12-27 02:11:33,557 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:01:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.3583, loss: 0.3583 2023-12-27 02:11:55,649 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:01:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 0.3572, loss: 0.3572 2023-12-27 02:12:17,697 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:00:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3468, loss: 0.3468 2023-12-27 02:12:39,824 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:00:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3755, loss: 0.3755 2023-12-27 02:13:01,951 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 8:59:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.3593, loss: 0.3593 2023-12-27 02:13:24,047 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 8:59:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3463, loss: 0.3463 2023-12-27 02:13:46,139 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 8:59:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.3893, loss: 0.3893 2023-12-27 02:14:08,291 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 8:58:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 0.3305, loss: 0.3305 2023-12-27 02:14:30,486 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 8:58:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4239, loss: 0.4239 2023-12-27 02:14:52,814 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 8:58:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.3852, loss: 0.3852 2023-12-27 02:15:15,054 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 8:57:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3272, loss: 0.3272 2023-12-27 02:15:37,326 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 8:57:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9900, loss_cls: 0.3436, loss: 0.3436 2023-12-27 02:15:59,605 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 8:56:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3296, loss: 0.3296 2023-12-27 02:16:21,823 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 8:56:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3519, loss: 0.3519 2023-12-27 02:16:43,962 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 8:56:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3735, loss: 0.3735 2023-12-27 02:17:06,028 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 8:55:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3780, loss: 0.3780 2023-12-27 02:17:28,105 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 8:55:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.3810, loss: 0.3810 2023-12-27 02:17:50,258 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 8:54:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.3842, loss: 0.3842 2023-12-27 02:18:12,386 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 8:54:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.3996, loss: 0.3996 2023-12-27 02:18:34,602 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 8:54:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3651, loss: 0.3651 2023-12-27 02:18:56,834 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 8:53:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4088, loss: 0.4088 2023-12-27 02:19:19,023 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 8:53:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4011, loss: 0.4011 2023-12-27 02:19:41,151 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 8:53:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3885, loss: 0.3885 2023-12-27 02:20:03,207 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 8:52:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3357, loss: 0.3357 2023-12-27 02:20:04,923 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-27 02:21:21,456 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:21:21,525 - pyskl - INFO - top1_acc 0.8555 top5_acc 0.9784 2023-12-27 02:21:21,529 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8555, top5_acc: 0.9784 2023-12-27 02:22:01,384 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 8:52:24, time: 0.399, data_time: 0.178, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2892, loss: 0.2892 2023-12-27 02:22:23,405 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 8:52:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3446, loss: 0.3446 2023-12-27 02:22:45,549 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 8:51:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.3244, loss: 0.3244 2023-12-27 02:23:07,734 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 8:51:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2901, loss: 0.2901 2023-12-27 02:23:29,895 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 8:50:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3229, loss: 0.3229 2023-12-27 02:23:52,121 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 8:50:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.3718, loss: 0.3718 2023-12-27 02:24:14,261 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 8:50:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3461, loss: 0.3461 2023-12-27 02:24:36,348 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 8:49:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3730, loss: 0.3730 2023-12-27 02:24:58,405 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 8:49:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.3719, loss: 0.3719 2023-12-27 02:25:20,449 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 8:48:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3346, loss: 0.3346 2023-12-27 02:25:42,479 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 8:48:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.3742, loss: 0.3742 2023-12-27 02:26:04,648 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 8:48:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.4160, loss: 0.4160 2023-12-27 02:26:26,888 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 8:47:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.3621, loss: 0.3621 2023-12-27 02:26:49,002 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 8:47:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3972, loss: 0.3972 2023-12-27 02:27:11,030 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 8:47:00, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3636, loss: 0.3636 2023-12-27 02:27:33,303 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 8:46:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3647, loss: 0.3647 2023-12-27 02:27:55,411 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 8:46:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3353, loss: 0.3353 2023-12-27 02:28:17,479 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 8:45:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3815, loss: 0.3815 2023-12-27 02:28:39,612 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 8:45:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3323, loss: 0.3323 2023-12-27 02:29:01,706 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 8:45:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.3669, loss: 0.3669 2023-12-27 02:29:23,764 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 8:44:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3616, loss: 0.3616 2023-12-27 02:29:45,839 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 8:44:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3776, loss: 0.3776 2023-12-27 02:30:07,892 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 8:43:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9894, loss_cls: 0.3859, loss: 0.3859 2023-12-27 02:30:29,964 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 8:43:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3868, loss: 0.3868 2023-12-27 02:30:52,036 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 8:43:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.3814, loss: 0.3814 2023-12-27 02:30:53,740 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-27 02:32:10,543 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:32:10,613 - pyskl - INFO - top1_acc 0.8627 top5_acc 0.9797 2023-12-27 02:32:10,617 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8627, top5_acc: 0.9797 2023-12-27 02:32:50,151 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 8:42:53, time: 0.395, data_time: 0.173, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3075, loss: 0.3075 2023-12-27 02:33:12,225 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 8:42:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9981, loss_cls: 0.3382, loss: 0.3382 2023-12-27 02:33:34,305 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 8:42:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3452, loss: 0.3452 2023-12-27 02:33:56,538 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 8:41:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 0.3620, loss: 0.3620 2023-12-27 02:34:18,702 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 8:41:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.2967, loss: 0.2967 2023-12-27 02:34:41,000 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 8:40:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3369, loss: 0.3369 2023-12-27 02:35:03,194 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 8:40:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4125, loss: 0.4125 2023-12-27 02:35:25,448 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 8:40:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3435, loss: 0.3435 2023-12-27 02:35:47,747 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 8:39:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3004, loss: 0.3004 2023-12-27 02:36:09,972 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 8:39:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3269, loss: 0.3269 2023-12-27 02:36:32,324 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 8:39:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.3761, loss: 0.3761 2023-12-27 02:36:54,524 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:38:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3595, loss: 0.3595 2023-12-27 02:37:16,745 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:38:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.3654, loss: 0.3654 2023-12-27 02:37:38,908 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:37:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3198, loss: 0.3198 2023-12-27 02:38:01,011 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:37:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3409, loss: 0.3409 2023-12-27 02:38:23,105 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:37:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3581, loss: 0.3581 2023-12-27 02:38:45,224 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:36:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.3702, loss: 0.3702 2023-12-27 02:39:07,263 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:36:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3287, loss: 0.3287 2023-12-27 02:39:29,299 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:35:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3662, loss: 0.3662 2023-12-27 02:39:51,331 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:35:33, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 0.3495, loss: 0.3495 2023-12-27 02:40:13,391 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:35:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3750, loss: 0.3750 2023-12-27 02:40:35,498 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:34:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.4087, loss: 0.4087 2023-12-27 02:40:57,580 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:34:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4053, loss: 0.4053 2023-12-27 02:41:19,616 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:34:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3643, loss: 0.3643 2023-12-27 02:41:41,741 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:33:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.3447, loss: 0.3447 2023-12-27 02:41:43,506 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-27 02:43:00,229 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:43:00,300 - pyskl - INFO - top1_acc 0.8633 top5_acc 0.9798 2023-12-27 02:43:00,304 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8633, top5_acc: 0.9798 2023-12-27 02:43:39,716 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:33:22, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3096, loss: 0.3096 2023-12-27 02:44:01,779 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:32:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3149, loss: 0.3149 2023-12-27 02:44:23,841 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:32:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3365, loss: 0.3365 2023-12-27 02:44:45,956 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:32:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3297, loss: 0.3297 2023-12-27 02:45:08,033 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:31:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2796, loss: 0.2796 2023-12-27 02:45:30,198 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:31:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 0.2890, loss: 0.2890 2023-12-27 02:45:52,359 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:31:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.2860, loss: 0.2860 2023-12-27 02:46:14,605 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:30:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3478, loss: 0.3478 2023-12-27 02:46:36,872 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:30:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3057, loss: 0.3057 2023-12-27 02:46:59,083 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:29:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3097, loss: 0.3097 2023-12-27 02:47:21,166 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:29:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.3383, loss: 0.3383 2023-12-27 02:47:43,273 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:29:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 0.3673, loss: 0.3673 2023-12-27 02:48:05,357 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:28:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.3846, loss: 0.3846 2023-12-27 02:48:27,483 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:28:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9900, loss_cls: 0.3445, loss: 0.3445 2023-12-27 02:48:49,828 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:27:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3462, loss: 0.3462 2023-12-27 02:49:11,987 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:27:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3244, loss: 0.3244 2023-12-27 02:49:34,115 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:27:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3431, loss: 0.3431 2023-12-27 02:49:56,259 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:26:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2808, loss: 0.2808 2023-12-27 02:50:18,350 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:26:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3390, loss: 0.3390 2023-12-27 02:50:40,433 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:26:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3228, loss: 0.3228 2023-12-27 02:51:02,550 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:25:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3115, loss: 0.3115 2023-12-27 02:51:24,809 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:25:16, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.3705, loss: 0.3705 2023-12-27 02:51:47,072 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:24:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3746, loss: 0.3746 2023-12-27 02:52:09,281 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:24:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3490, loss: 0.3490 2023-12-27 02:52:31,416 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:24:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3239, loss: 0.3239 2023-12-27 02:52:33,181 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-27 02:53:50,169 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 02:53:50,239 - pyskl - INFO - top1_acc 0.8555 top5_acc 0.9768 2023-12-27 02:53:50,242 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8555, top5_acc: 0.9768 2023-12-27 02:54:29,817 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:23:51, time: 0.396, data_time: 0.174, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.3233, loss: 0.3233 2023-12-27 02:54:51,905 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:23:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.3166, loss: 0.3166 2023-12-27 02:55:14,047 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:23:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3153, loss: 0.3153 2023-12-27 02:55:36,447 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:22:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3447, loss: 0.3447 2023-12-27 02:55:58,665 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:22:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9975, loss_cls: 0.3742, loss: 0.3742 2023-12-27 02:56:20,800 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:21:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.3005, loss: 0.3005 2023-12-27 02:56:42,843 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:21:33, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3293, loss: 0.3293 2023-12-27 02:57:04,877 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:21:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2785, loss: 0.2785 2023-12-27 02:57:26,954 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:20:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3426, loss: 0.3426 2023-12-27 02:57:49,198 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:20:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3227, loss: 0.3227 2023-12-27 02:58:11,417 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:20:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3453, loss: 0.3453 2023-12-27 02:58:33,516 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:19:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3205, loss: 0.3205 2023-12-27 02:58:55,626 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:19:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.2992, loss: 0.2992 2023-12-27 02:59:17,729 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:18:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3556, loss: 0.3556 2023-12-27 02:59:39,824 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:18:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3478, loss: 0.3478 2023-12-27 03:00:01,944 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:18:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.3431, loss: 0.3431 2023-12-27 03:00:24,012 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:17:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3797, loss: 0.3797 2023-12-27 03:00:46,076 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:17:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3678, loss: 0.3678 2023-12-27 03:01:08,200 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:16:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3396, loss: 0.3396 2023-12-27 03:01:30,441 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:16:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3134, loss: 0.3134 2023-12-27 03:01:52,568 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:16:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3091, loss: 0.3091 2023-12-27 03:02:14,690 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:15:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.3370, loss: 0.3370 2023-12-27 03:02:36,860 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:15:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3737, loss: 0.3737 2023-12-27 03:02:58,968 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:15:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3251, loss: 0.3251 2023-12-27 03:03:21,076 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:14:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3437, loss: 0.3437 2023-12-27 03:03:22,870 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-27 03:04:40,283 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:04:40,353 - pyskl - INFO - top1_acc 0.8567 top5_acc 0.9768 2023-12-27 03:04:40,356 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8567, top5_acc: 0.9768 2023-12-27 03:05:19,478 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:14:20, time: 0.391, data_time: 0.171, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2671, loss: 0.2671 2023-12-27 03:05:41,479 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:13:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2421, loss: 0.2421 2023-12-27 03:06:03,486 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:13:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2914, loss: 0.2914 2023-12-27 03:06:25,507 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:13:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.3604, loss: 0.3604 2023-12-27 03:06:47,679 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:12:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.2915, loss: 0.2915 2023-12-27 03:07:09,796 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:12:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 0.3236, loss: 0.3236 2023-12-27 03:07:31,898 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:12:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.3366, loss: 0.3366 2023-12-27 03:07:54,033 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:11:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.3378, loss: 0.3378 2023-12-27 03:08:16,256 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:11:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2983, loss: 0.2983 2023-12-27 03:08:38,414 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:10:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3282, loss: 0.3282 2023-12-27 03:09:00,611 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:10:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2744, loss: 0.2744 2023-12-27 03:09:22,863 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:10:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2973, loss: 0.2973 2023-12-27 03:09:45,139 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:09:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3217, loss: 0.3217 2023-12-27 03:10:07,335 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:09:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 0.3193, loss: 0.3193 2023-12-27 03:10:29,494 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:08:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3218, loss: 0.3218 2023-12-27 03:10:51,665 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:08:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3314, loss: 0.3314 2023-12-27 03:11:13,940 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:08:11, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3249, loss: 0.3249 2023-12-27 03:11:36,108 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:07:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3161, loss: 0.3161 2023-12-27 03:11:58,300 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:07:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3523, loss: 0.3523 2023-12-27 03:12:20,451 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:07:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3515, loss: 0.3515 2023-12-27 03:12:42,623 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:06:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3614, loss: 0.3614 2023-12-27 03:13:04,728 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:06:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3649, loss: 0.3649 2023-12-27 03:13:26,794 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:05:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3517, loss: 0.3517 2023-12-27 03:13:49,020 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:05:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3068, loss: 0.3068 2023-12-27 03:14:11,258 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:05:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3683, loss: 0.3683 2023-12-27 03:14:12,981 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-27 03:15:29,349 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:15:29,419 - pyskl - INFO - top1_acc 0.8531 top5_acc 0.9763 2023-12-27 03:15:29,422 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8531, top5_acc: 0.9763 2023-12-27 03:16:09,300 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:04:50, time: 0.399, data_time: 0.176, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2760, loss: 0.2760 2023-12-27 03:16:31,389 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:04:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.3067, loss: 0.3067 2023-12-27 03:16:53,607 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:04:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2403, loss: 0.2403 2023-12-27 03:17:15,747 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:03:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3081, loss: 0.3081 2023-12-27 03:17:37,975 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:03:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3129, loss: 0.3129 2023-12-27 03:18:00,095 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:02:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2825, loss: 0.2825 2023-12-27 03:18:22,193 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:02:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3083, loss: 0.3083 2023-12-27 03:18:44,288 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:02:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.3131, loss: 0.3131 2023-12-27 03:19:06,574 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:01:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3396, loss: 0.3396 2023-12-27 03:19:28,756 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:01:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3135, loss: 0.3135 2023-12-27 03:19:50,808 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:00:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.2891, loss: 0.2891 2023-12-27 03:20:12,916 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:00:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3438, loss: 0.3438 2023-12-27 03:20:34,978 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:00:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3187, loss: 0.3187 2023-12-27 03:20:57,088 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 7:59:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3214, loss: 0.3214 2023-12-27 03:21:19,207 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 7:59:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.2972, loss: 0.2972 2023-12-27 03:21:41,330 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 7:59:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3252, loss: 0.3252 2023-12-27 03:22:03,372 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 7:58:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3053, loss: 0.3053 2023-12-27 03:22:25,533 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 7:58:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.3104, loss: 0.3104 2023-12-27 03:22:47,686 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 7:57:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.3357, loss: 0.3357 2023-12-27 03:23:09,904 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 7:57:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3098, loss: 0.3098 2023-12-27 03:23:32,066 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 7:57:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2996, loss: 0.2996 2023-12-27 03:23:54,184 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 7:56:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3482, loss: 0.3482 2023-12-27 03:24:16,272 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 7:56:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3299, loss: 0.3299 2023-12-27 03:24:38,433 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 7:55:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2891, loss: 0.2891 2023-12-27 03:25:00,592 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 7:55:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3528, loss: 0.3528 2023-12-27 03:25:02,314 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-27 03:26:19,120 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:26:19,190 - pyskl - INFO - top1_acc 0.8395 top5_acc 0.9749 2023-12-27 03:26:19,194 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8395, top5_acc: 0.9749 2023-12-27 03:26:59,020 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 7:55:19, time: 0.398, data_time: 0.177, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2996, loss: 0.2996 2023-12-27 03:27:21,068 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 7:54:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2706, loss: 0.2706 2023-12-27 03:27:43,193 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 7:54:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2554, loss: 0.2554 2023-12-27 03:28:05,292 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 7:54:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3203, loss: 0.3203 2023-12-27 03:28:27,393 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 7:53:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.2988, loss: 0.2988 2023-12-27 03:28:49,574 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 7:53:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9925, loss_cls: 0.2837, loss: 0.2837 2023-12-27 03:29:11,685 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 7:53:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 0.3375, loss: 0.3375 2023-12-27 03:29:33,807 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 7:52:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2930, loss: 0.2930 2023-12-27 03:29:55,939 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 7:52:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.2967, loss: 0.2967 2023-12-27 03:30:17,982 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 7:51:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2942, loss: 0.2942 2023-12-27 03:30:40,024 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 7:51:28, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3424, loss: 0.3424 2023-12-27 03:31:02,058 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 7:51:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2828, loss: 0.2828 2023-12-27 03:31:24,116 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 7:50:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.2956, loss: 0.2956 2023-12-27 03:31:46,158 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 7:50:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.2990, loss: 0.2990 2023-12-27 03:32:08,213 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 7:49:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2814, loss: 0.2814 2023-12-27 03:32:30,285 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 7:49:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3476, loss: 0.3476 2023-12-27 03:32:52,310 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 7:49:09, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2739, loss: 0.2739 2023-12-27 03:33:14,432 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 7:48:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.3026, loss: 0.3026 2023-12-27 03:33:36,590 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 7:48:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3250, loss: 0.3250 2023-12-27 03:33:58,728 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 7:48:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3321, loss: 0.3321 2023-12-27 03:34:20,832 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 7:47:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2825, loss: 0.2825 2023-12-27 03:34:43,046 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 7:47:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2969, loss: 0.2969 2023-12-27 03:35:05,220 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 7:46:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3151, loss: 0.3151 2023-12-27 03:35:27,242 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 7:46:28, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9994, loss_cls: 0.3205, loss: 0.3205 2023-12-27 03:35:49,297 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 7:46:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3459, loss: 0.3459 2023-12-27 03:35:51,014 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-27 03:37:07,898 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:37:07,969 - pyskl - INFO - top1_acc 0.8629 top5_acc 0.9798 2023-12-27 03:37:07,973 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8629, top5_acc: 0.9798 2023-12-27 03:37:47,227 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 7:45:48, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2253, loss: 0.2253 2023-12-27 03:38:09,392 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 7:45:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2375, loss: 0.2375 2023-12-27 03:38:31,494 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 7:45:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3022, loss: 0.3022 2023-12-27 03:38:53,492 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 7:44:38, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2414, loss: 0.2414 2023-12-27 03:39:15,505 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 7:44:15, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2483, loss: 0.2483 2023-12-27 03:39:37,659 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 7:43:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2452, loss: 0.2452 2023-12-27 03:39:59,742 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 7:43:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2735, loss: 0.2735 2023-12-27 03:40:21,963 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 7:43:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2974, loss: 0.2974 2023-12-27 03:40:44,110 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 7:42:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.2888, loss: 0.2888 2023-12-27 03:41:06,182 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 7:42:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.2997, loss: 0.2997 2023-12-27 03:41:28,287 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 7:41:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.2887, loss: 0.2887 2023-12-27 03:41:50,468 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 7:41:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2654, loss: 0.2654 2023-12-27 03:42:12,601 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 7:41:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3040, loss: 0.3040 2023-12-27 03:42:34,652 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:40:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2861, loss: 0.2861 2023-12-27 03:42:56,746 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:40:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.2810, loss: 0.2810 2023-12-27 03:43:18,819 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:40:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3033, loss: 0.3033 2023-12-27 03:43:40,881 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:39:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2545, loss: 0.2545 2023-12-27 03:44:02,964 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:39:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3212, loss: 0.3212 2023-12-27 03:44:25,045 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:38:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3231, loss: 0.3231 2023-12-27 03:44:47,148 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:38:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2557, loss: 0.2557 2023-12-27 03:45:09,235 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:38:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2956, loss: 0.2956 2023-12-27 03:45:31,312 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:37:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3137, loss: 0.3137 2023-12-27 03:45:53,378 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:37:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3062, loss: 0.3062 2023-12-27 03:46:15,576 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:36:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3291, loss: 0.3291 2023-12-27 03:46:37,689 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:36:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3319, loss: 0.3319 2023-12-27 03:46:39,456 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-27 03:47:56,337 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:47:56,407 - pyskl - INFO - top1_acc 0.8613 top5_acc 0.9791 2023-12-27 03:47:56,410 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8613, top5_acc: 0.9791 2023-12-27 03:48:35,920 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:36:16, time: 0.395, data_time: 0.175, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2506, loss: 0.2506 2023-12-27 03:48:57,917 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:35:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 0.2782, loss: 0.2782 2023-12-27 03:49:19,940 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:35:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2513, loss: 0.2513 2023-12-27 03:49:41,894 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:35:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2528, loss: 0.2528 2023-12-27 03:50:03,935 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:34:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2744, loss: 0.2744 2023-12-27 03:50:25,948 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:34:21, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2595, loss: 0.2595 2023-12-27 03:50:48,009 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:33:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2740, loss: 0.2740 2023-12-27 03:51:10,029 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:33:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3140, loss: 0.3140 2023-12-27 03:51:32,083 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:33:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2681, loss: 0.2681 2023-12-27 03:51:54,173 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:32:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2736, loss: 0.2736 2023-12-27 03:52:16,290 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:32:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2501, loss: 0.2501 2023-12-27 03:52:38,367 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:32:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2533, loss: 0.2533 2023-12-27 03:53:00,443 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:31:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2696, loss: 0.2696 2023-12-27 03:53:22,538 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:31:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2906, loss: 0.2906 2023-12-27 03:53:44,555 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:30:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 0.2861, loss: 0.2861 2023-12-27 03:54:06,596 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:30:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.2980, loss: 0.2980 2023-12-27 03:54:28,621 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:30:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 0.3181, loss: 0.3181 2023-12-27 03:54:50,635 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:29:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2882, loss: 0.2882 2023-12-27 03:55:12,640 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:29:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2962, loss: 0.2962 2023-12-27 03:55:34,669 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:28:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9912, loss_cls: 0.2925, loss: 0.2925 2023-12-27 03:55:56,743 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:28:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2593, loss: 0.2593 2023-12-27 03:56:18,819 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:28:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3116, loss: 0.3116 2023-12-27 03:56:40,854 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:27:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2570, loss: 0.2570 2023-12-27 03:57:02,940 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:27:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.2561, loss: 0.2561 2023-12-27 03:57:25,190 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:27:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2958, loss: 0.2958 2023-12-27 03:57:27,001 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-27 03:58:43,353 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 03:58:43,423 - pyskl - INFO - top1_acc 0.8583 top5_acc 0.9788 2023-12-27 03:58:43,427 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8583, top5_acc: 0.9788 2023-12-27 03:59:22,502 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:26:44, time: 0.391, data_time: 0.170, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2061, loss: 0.2061 2023-12-27 03:59:44,472 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:26:21, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2213, loss: 0.2213 2023-12-27 04:00:06,435 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:25:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2563, loss: 0.2563 2023-12-27 04:00:28,544 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:25:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.2044, loss: 0.2044 2023-12-27 04:00:50,810 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:25:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2199, loss: 0.2199 2023-12-27 04:01:13,018 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:24:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3080, loss: 0.3080 2023-12-27 04:01:35,158 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:24:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2790, loss: 0.2790 2023-12-27 04:01:57,301 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:24:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2264, loss: 0.2264 2023-12-27 04:02:19,376 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:23:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 0.2328, loss: 0.2328 2023-12-27 04:02:41,480 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:23:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3141, loss: 0.3141 2023-12-27 04:03:03,585 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:22:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2687, loss: 0.2687 2023-12-27 04:03:25,732 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:22:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.2801, loss: 0.2801 2023-12-27 04:03:47,837 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:22:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2406, loss: 0.2406 2023-12-27 04:04:09,883 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:21:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.2775, loss: 0.2775 2023-12-27 04:04:32,014 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:21:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2809, loss: 0.2809 2023-12-27 04:04:54,045 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:20:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2934, loss: 0.2934 2023-12-27 04:05:16,039 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:20:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2455, loss: 0.2455 2023-12-27 04:05:38,146 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:20:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.2742, loss: 0.2742 2023-12-27 04:06:00,268 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:19:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2752, loss: 0.2752 2023-12-27 04:06:22,378 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:19:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2403, loss: 0.2403 2023-12-27 04:06:44,419 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:19:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2689, loss: 0.2689 2023-12-27 04:07:06,460 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:18:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2776, loss: 0.2776 2023-12-27 04:07:28,544 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:18:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.2923, loss: 0.2923 2023-12-27 04:07:50,610 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:17:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2936, loss: 0.2936 2023-12-27 04:08:12,634 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:17:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2677, loss: 0.2677 2023-12-27 04:08:14,469 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-27 04:09:31,120 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:09:31,192 - pyskl - INFO - top1_acc 0.8726 top5_acc 0.9818 2023-12-27 04:09:31,197 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_80.pth was removed 2023-12-27 04:09:31,335 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. 2023-12-27 04:09:31,335 - pyskl - INFO - Best top1_acc is 0.8726 at 104 epoch. 2023-12-27 04:09:31,339 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8726, top5_acc: 0.9818 2023-12-27 04:10:10,965 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:17:13, time: 0.396, data_time: 0.175, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2268, loss: 0.2268 2023-12-27 04:10:33,032 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:16:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2228, loss: 0.2228 2023-12-27 04:10:55,176 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:16:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2007, loss: 0.2007 2023-12-27 04:11:17,236 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:16:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2131, loss: 0.2131 2023-12-27 04:11:39,327 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:15:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2153, loss: 0.2153 2023-12-27 04:12:01,412 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:15:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2614, loss: 0.2614 2023-12-27 04:12:23,511 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:14:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2284, loss: 0.2284 2023-12-27 04:12:45,627 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:14:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.2268, loss: 0.2268 2023-12-27 04:13:07,764 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:14:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2864, loss: 0.2864 2023-12-27 04:13:29,894 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:13:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2419, loss: 0.2419 2023-12-27 04:13:51,993 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:13:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2533, loss: 0.2533 2023-12-27 04:14:14,217 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:12:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2427, loss: 0.2427 2023-12-27 04:14:36,414 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:12:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2124, loss: 0.2124 2023-12-27 04:14:58,597 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:12:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2314, loss: 0.2314 2023-12-27 04:15:20,682 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:11:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2666, loss: 0.2666 2023-12-27 04:15:42,754 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:11:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.2983, loss: 0.2983 2023-12-27 04:16:04,850 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:11:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 0.2677, loss: 0.2677 2023-12-27 04:16:26,912 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:10:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2321, loss: 0.2321 2023-12-27 04:16:48,990 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:10:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2105, loss: 0.2105 2023-12-27 04:17:11,071 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:09:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2479, loss: 0.2479 2023-12-27 04:17:33,166 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:09:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2433, loss: 0.2433 2023-12-27 04:17:55,259 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:09:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2467, loss: 0.2467 2023-12-27 04:18:17,363 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:08:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3015, loss: 0.3015 2023-12-27 04:18:39,470 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:08:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 0.2958, loss: 0.2958 2023-12-27 04:19:01,557 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:08:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2400, loss: 0.2400 2023-12-27 04:19:03,297 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-27 04:20:20,103 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:20:20,175 - pyskl - INFO - top1_acc 0.8716 top5_acc 0.9800 2023-12-27 04:20:20,179 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8716, top5_acc: 0.9800 2023-12-27 04:20:59,583 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:07:42, time: 0.394, data_time: 0.172, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2357, loss: 0.2357 2023-12-27 04:21:21,692 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:07:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2028, loss: 0.2028 2023-12-27 04:21:43,765 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:06:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2088, loss: 0.2088 2023-12-27 04:22:05,881 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:06:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2110, loss: 0.2110 2023-12-27 04:22:27,969 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:06:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2286, loss: 0.2286 2023-12-27 04:22:50,005 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:05:47, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.2546, loss: 0.2546 2023-12-27 04:23:12,147 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:05:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2287, loss: 0.2287 2023-12-27 04:23:34,314 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:05:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2597, loss: 0.2597 2023-12-27 04:23:56,393 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:04:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.2510, loss: 0.2510 2023-12-27 04:24:18,426 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:04:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2345, loss: 0.2345 2023-12-27 04:24:40,534 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:03:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 0.2526, loss: 0.2526 2023-12-27 04:25:02,728 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:03:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.2879, loss: 0.2879 2023-12-27 04:25:24,854 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:03:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2269, loss: 0.2269 2023-12-27 04:25:46,952 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:02:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2657, loss: 0.2657 2023-12-27 04:26:09,057 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:02:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.2285, loss: 0.2285 2023-12-27 04:26:31,250 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:01:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.2207, loss: 0.2207 2023-12-27 04:26:53,330 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:01:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2819, loss: 0.2819 2023-12-27 04:27:15,447 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:01:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 0.2461, loss: 0.2461 2023-12-27 04:27:37,576 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:00:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2395, loss: 0.2395 2023-12-27 04:27:59,728 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:00:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2403, loss: 0.2403 2023-12-27 04:28:21,915 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:00:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.2765, loss: 0.2765 2023-12-27 04:28:44,085 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 6:59:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2502, loss: 0.2502 2023-12-27 04:29:06,245 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 6:59:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2546, loss: 0.2546 2023-12-27 04:29:28,458 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 6:58:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2555, loss: 0.2555 2023-12-27 04:29:50,693 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 6:58:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2932, loss: 0.2932 2023-12-27 04:29:52,407 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-27 04:31:09,404 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:31:09,476 - pyskl - INFO - top1_acc 0.8587 top5_acc 0.9793 2023-12-27 04:31:09,480 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8587, top5_acc: 0.9793 2023-12-27 04:31:49,233 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 6:58:11, time: 0.397, data_time: 0.176, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2372, loss: 0.2372 2023-12-27 04:32:11,292 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 6:57:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1968, loss: 0.1968 2023-12-27 04:32:33,334 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 6:57:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1870, loss: 0.1870 2023-12-27 04:32:55,405 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 6:57:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2021, loss: 0.2021 2023-12-27 04:33:17,486 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 6:56:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.2713, loss: 0.2713 2023-12-27 04:33:39,558 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 6:56:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2203, loss: 0.2203 2023-12-27 04:34:01,584 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 6:55:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2170, loss: 0.2170 2023-12-27 04:34:23,694 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 6:55:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2064, loss: 0.2064 2023-12-27 04:34:45,802 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 6:55:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2009, loss: 0.2009 2023-12-27 04:35:07,823 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 6:54:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2851, loss: 0.2851 2023-12-27 04:35:29,852 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 6:54:21, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2607, loss: 0.2607 2023-12-27 04:35:51,903 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 6:53:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2207, loss: 0.2207 2023-12-27 04:36:14,034 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 6:53:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2518, loss: 0.2518 2023-12-27 04:36:36,177 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 6:53:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.2693, loss: 0.2693 2023-12-27 04:36:58,273 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 6:52:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2322, loss: 0.2322 2023-12-27 04:37:20,390 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 6:52:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2331, loss: 0.2331 2023-12-27 04:37:42,580 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 6:52:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2461, loss: 0.2461 2023-12-27 04:38:04,731 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 6:51:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.3018, loss: 0.3018 2023-12-27 04:38:26,838 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 6:51:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2434, loss: 0.2434 2023-12-27 04:38:48,943 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 6:50:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2410, loss: 0.2410 2023-12-27 04:39:11,076 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 6:50:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2222, loss: 0.2222 2023-12-27 04:39:33,160 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 6:50:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2396, loss: 0.2396 2023-12-27 04:39:55,284 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 6:49:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2687, loss: 0.2687 2023-12-27 04:40:17,417 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 6:49:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2289, loss: 0.2289 2023-12-27 04:40:39,550 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 6:48:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2807, loss: 0.2807 2023-12-27 04:40:41,255 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-27 04:41:57,956 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:41:58,026 - pyskl - INFO - top1_acc 0.8676 top5_acc 0.9802 2023-12-27 04:41:58,030 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8676, top5_acc: 0.9802 2023-12-27 04:42:37,292 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 6:48:40, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1896, loss: 0.1896 2023-12-27 04:42:59,338 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 6:48:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2168, loss: 0.2168 2023-12-27 04:43:21,582 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 6:47:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1813, loss: 0.1813 2023-12-27 04:43:43,669 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 6:47:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1931, loss: 0.1931 2023-12-27 04:44:05,768 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 6:47:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2151, loss: 0.2151 2023-12-27 04:44:27,835 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 6:46:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1975, loss: 0.1975 2023-12-27 04:44:49,892 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 6:46:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2103, loss: 0.2103 2023-12-27 04:45:12,138 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 6:45:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2320, loss: 0.2320 2023-12-27 04:45:34,337 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 6:45:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2421, loss: 0.2421 2023-12-27 04:45:56,472 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 6:45:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2383, loss: 0.2383 2023-12-27 04:46:18,616 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 6:44:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2176, loss: 0.2176 2023-12-27 04:46:40,837 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 6:44:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2267, loss: 0.2267 2023-12-27 04:47:03,052 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 6:44:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2127, loss: 0.2127 2023-12-27 04:47:25,230 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 6:43:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2228, loss: 0.2228 2023-12-27 04:47:47,341 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:43:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2391, loss: 0.2391 2023-12-27 04:48:09,436 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:42:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2259, loss: 0.2259 2023-12-27 04:48:31,540 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:42:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2313, loss: 0.2313 2023-12-27 04:48:53,680 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:42:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2381, loss: 0.2381 2023-12-27 04:49:15,786 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:41:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2419, loss: 0.2419 2023-12-27 04:49:37,896 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:41:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2327, loss: 0.2327 2023-12-27 04:50:00,021 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:41:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2385, loss: 0.2385 2023-12-27 04:50:22,203 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:40:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 0.2201, loss: 0.2201 2023-12-27 04:50:44,257 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:40:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 0.2751, loss: 0.2751 2023-12-27 04:51:06,272 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:39:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2241, loss: 0.2241 2023-12-27 04:51:28,305 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:39:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2357, loss: 0.2357 2023-12-27 04:51:30,033 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-27 04:52:46,490 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 04:52:46,560 - pyskl - INFO - top1_acc 0.8769 top5_acc 0.9810 2023-12-27 04:52:46,564 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_104.pth was removed 2023-12-27 04:52:46,698 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. 2023-12-27 04:52:46,699 - pyskl - INFO - Best top1_acc is 0.8769 at 108 epoch. 2023-12-27 04:52:46,703 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8769, top5_acc: 0.9810 2023-12-27 04:53:26,788 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:39:09, time: 0.401, data_time: 0.178, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1874, loss: 0.1874 2023-12-27 04:53:49,161 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:38:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1723, loss: 0.1723 2023-12-27 04:54:11,395 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:38:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2144, loss: 0.2144 2023-12-27 04:54:33,462 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:38:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2104, loss: 0.2104 2023-12-27 04:54:55,509 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:37:37, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2135, loss: 0.2135 2023-12-27 04:55:17,594 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:37:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1595, loss: 0.1595 2023-12-27 04:55:39,835 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:36:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2351, loss: 0.2351 2023-12-27 04:56:02,100 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:36:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1743, loss: 0.1743 2023-12-27 04:56:24,219 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:36:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1744, loss: 0.1744 2023-12-27 04:56:46,410 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:35:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1916, loss: 0.1916 2023-12-27 04:57:08,482 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:35:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2085, loss: 0.2085 2023-12-27 04:57:30,567 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:34:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2288, loss: 0.2288 2023-12-27 04:57:52,844 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:34:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2457, loss: 0.2457 2023-12-27 04:58:15,147 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:34:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1912, loss: 0.1912 2023-12-27 04:58:37,446 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:33:47, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2272, loss: 0.2272 2023-12-27 04:58:59,702 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:33:24, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2577, loss: 0.2577 2023-12-27 04:59:21,829 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:33:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1902, loss: 0.1902 2023-12-27 04:59:43,941 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:32:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2602, loss: 0.2602 2023-12-27 05:00:06,062 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:32:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2717, loss: 0.2717 2023-12-27 05:00:28,231 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:31:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2332, loss: 0.2332 2023-12-27 05:00:50,402 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:31:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2340, loss: 0.2340 2023-12-27 05:01:12,524 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:31:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2213, loss: 0.2213 2023-12-27 05:01:34,611 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:30:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2285, loss: 0.2285 2023-12-27 05:01:56,683 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:30:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2577, loss: 0.2577 2023-12-27 05:02:18,732 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:29:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2418, loss: 0.2418 2023-12-27 05:02:20,562 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-27 05:03:37,398 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:03:37,469 - pyskl - INFO - top1_acc 0.8757 top5_acc 0.9800 2023-12-27 05:03:37,472 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8757, top5_acc: 0.9800 2023-12-27 05:04:17,341 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:29:39, time: 0.399, data_time: 0.178, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1738, loss: 0.1738 2023-12-27 05:04:39,454 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:29:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2050, loss: 0.2050 2023-12-27 05:05:01,737 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:28:53, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 0.1900, loss: 0.1900 2023-12-27 05:05:23,949 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:28:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 0.1851, loss: 0.1851 2023-12-27 05:05:46,040 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:28:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1903, loss: 0.1903 2023-12-27 05:06:08,142 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:27:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2111, loss: 0.2111 2023-12-27 05:06:30,218 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:27:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1918, loss: 0.1918 2023-12-27 05:06:52,255 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:26:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2075, loss: 0.2075 2023-12-27 05:07:14,401 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:26:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1909, loss: 0.1909 2023-12-27 05:07:36,522 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:26:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.1945, loss: 0.1945 2023-12-27 05:07:58,638 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:25:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.1993, loss: 0.1993 2023-12-27 05:08:20,752 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:25:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2291, loss: 0.2291 2023-12-27 05:08:42,958 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:25:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 0.2218, loss: 0.2218 2023-12-27 05:09:05,089 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:24:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.1986, loss: 0.1986 2023-12-27 05:09:27,212 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:24:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2081, loss: 0.2081 2023-12-27 05:09:49,332 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:23:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2188, loss: 0.2188 2023-12-27 05:10:11,386 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:23:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2136, loss: 0.2136 2023-12-27 05:10:33,496 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:23:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2406, loss: 0.2406 2023-12-27 05:10:55,583 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:22:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2123, loss: 0.2123 2023-12-27 05:11:17,666 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:22:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1875, loss: 0.1875 2023-12-27 05:11:39,751 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:21:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2205, loss: 0.2205 2023-12-27 05:12:01,813 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:21:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2545, loss: 0.2545 2023-12-27 05:12:23,882 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:21:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2387, loss: 0.2387 2023-12-27 05:12:45,923 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:20:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2040, loss: 0.2040 2023-12-27 05:13:07,958 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:20:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2220, loss: 0.2220 2023-12-27 05:13:09,665 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-27 05:14:26,610 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:14:26,680 - pyskl - INFO - top1_acc 0.8780 top5_acc 0.9811 2023-12-27 05:14:26,684 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_108.pth was removed 2023-12-27 05:14:26,819 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. 2023-12-27 05:14:26,820 - pyskl - INFO - Best top1_acc is 0.8780 at 110 epoch. 2023-12-27 05:14:26,824 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8780, top5_acc: 0.9811 2023-12-27 05:15:06,077 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:20:08, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1785, loss: 0.1785 2023-12-27 05:15:28,220 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:19:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2176, loss: 0.2176 2023-12-27 05:15:50,353 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:19:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1867, loss: 0.1867 2023-12-27 05:16:12,659 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:18:59, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1593, loss: 0.1593 2023-12-27 05:16:34,837 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:18:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.1917, loss: 0.1917 2023-12-27 05:16:56,947 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:18:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1789, loss: 0.1789 2023-12-27 05:17:19,040 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:17:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1924, loss: 0.1924 2023-12-27 05:17:41,155 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:17:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1890, loss: 0.1890 2023-12-27 05:18:03,318 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:17:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1541, loss: 0.1541 2023-12-27 05:18:25,485 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:16:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1954, loss: 0.1954 2023-12-27 05:18:47,618 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:16:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.1827, loss: 0.1827 2023-12-27 05:19:09,725 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:15:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1940, loss: 0.1940 2023-12-27 05:19:31,877 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:15:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1830, loss: 0.1830 2023-12-27 05:19:54,045 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:15:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1892, loss: 0.1892 2023-12-27 05:20:16,198 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:14:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2005, loss: 0.2005 2023-12-27 05:20:38,295 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:14:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.1865, loss: 0.1865 2023-12-27 05:21:00,407 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:14:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 0.2120, loss: 0.2120 2023-12-27 05:21:22,548 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:13:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2302, loss: 0.2302 2023-12-27 05:21:44,642 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:13:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1994, loss: 0.1994 2023-12-27 05:22:06,756 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:12:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.1900, loss: 0.1900 2023-12-27 05:22:28,863 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:12:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2180, loss: 0.2180 2023-12-27 05:22:50,950 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:12:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2145, loss: 0.2145 2023-12-27 05:23:13,051 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:11:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2238, loss: 0.2238 2023-12-27 05:23:35,150 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:11:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2108, loss: 0.2108 2023-12-27 05:23:57,222 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:10:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2319, loss: 0.2319 2023-12-27 05:23:58,975 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-27 05:25:15,532 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:25:15,604 - pyskl - INFO - top1_acc 0.8738 top5_acc 0.9796 2023-12-27 05:25:15,607 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8738, top5_acc: 0.9796 2023-12-27 05:25:55,316 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:10:37, time: 0.397, data_time: 0.175, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1554, loss: 0.1554 2023-12-27 05:26:17,429 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:10:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1467, loss: 0.1467 2023-12-27 05:26:39,583 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:09:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1705, loss: 0.1705 2023-12-27 05:27:01,774 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:09:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1550, loss: 0.1550 2023-12-27 05:27:23,896 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:09:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.1697, loss: 0.1697 2023-12-27 05:27:46,057 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:08:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1845, loss: 0.1845 2023-12-27 05:28:08,136 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:08:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.1788, loss: 0.1788 2023-12-27 05:28:30,224 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:07:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2203, loss: 0.2203 2023-12-27 05:28:52,343 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:07:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2104, loss: 0.2104 2023-12-27 05:29:14,502 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:07:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1480, loss: 0.1480 2023-12-27 05:29:36,630 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:06:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1765, loss: 0.1765 2023-12-27 05:29:58,710 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:06:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1626, loss: 0.1626 2023-12-27 05:30:20,801 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:06:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1732, loss: 0.1732 2023-12-27 05:30:42,956 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:05:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1582, loss: 0.1582 2023-12-27 05:31:05,102 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:05:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1728, loss: 0.1728 2023-12-27 05:31:27,187 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:04:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1823, loss: 0.1823 2023-12-27 05:31:49,229 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:04:29, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1991, loss: 0.1991 2023-12-27 05:32:11,240 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:04:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2015, loss: 0.2015 2023-12-27 05:32:33,286 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:03:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1817, loss: 0.1817 2023-12-27 05:32:55,326 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:03:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2000, loss: 0.2000 2023-12-27 05:33:17,376 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:02:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1914, loss: 0.1914 2023-12-27 05:33:39,452 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:02:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2170, loss: 0.2170 2023-12-27 05:34:01,549 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:02:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.1910, loss: 0.1910 2023-12-27 05:34:23,655 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:01:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2120, loss: 0.2120 2023-12-27 05:34:45,735 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:01:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 0.1997, loss: 0.1997 2023-12-27 05:34:47,464 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-27 05:36:04,095 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:36:04,166 - pyskl - INFO - top1_acc 0.8766 top5_acc 0.9800 2023-12-27 05:36:04,171 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8766, top5_acc: 0.9800 2023-12-27 05:36:43,785 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:01:06, time: 0.396, data_time: 0.175, memory: 6525, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1553, loss: 0.1553 2023-12-27 05:37:05,896 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:00:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1282, loss: 0.1282 2023-12-27 05:37:28,002 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:00:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1432, loss: 0.1432 2023-12-27 05:37:50,163 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 5:59:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1532, loss: 0.1532 2023-12-27 05:38:12,267 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 5:59:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1607, loss: 0.1607 2023-12-27 05:38:34,356 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 5:59:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1647, loss: 0.1647 2023-12-27 05:38:56,393 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 5:58:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1737, loss: 0.1737 2023-12-27 05:39:18,398 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 5:58:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1635, loss: 0.1635 2023-12-27 05:39:40,415 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 5:58:02, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1607, loss: 0.1607 2023-12-27 05:40:02,572 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 5:57:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1641, loss: 0.1641 2023-12-27 05:40:24,626 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 5:57:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1855, loss: 0.1855 2023-12-27 05:40:46,686 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 5:56:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1668, loss: 0.1668 2023-12-27 05:41:08,726 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 5:56:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1651, loss: 0.1651 2023-12-27 05:41:30,988 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 5:56:07, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1840, loss: 0.1840 2023-12-27 05:41:53,208 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 5:55:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1650, loss: 0.1650 2023-12-27 05:42:15,377 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 5:55:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1658, loss: 0.1658 2023-12-27 05:42:37,450 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 5:54:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1683, loss: 0.1683 2023-12-27 05:42:59,737 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 5:54:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1603, loss: 0.1603 2023-12-27 05:43:21,797 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 5:54:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1829, loss: 0.1829 2023-12-27 05:43:43,902 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 5:53:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1557, loss: 0.1557 2023-12-27 05:44:05,968 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 5:53:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1556, loss: 0.1556 2023-12-27 05:44:28,053 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 5:53:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1659, loss: 0.1659 2023-12-27 05:44:50,126 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 5:52:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2002, loss: 0.2002 2023-12-27 05:45:12,258 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 5:52:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2082, loss: 0.2082 2023-12-27 05:45:34,395 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 5:51:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1805, loss: 0.1805 2023-12-27 05:45:36,147 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-27 05:46:53,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:46:53,071 - pyskl - INFO - top1_acc 0.8776 top5_acc 0.9827 2023-12-27 05:46:53,075 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8776, top5_acc: 0.9827 2023-12-27 05:47:32,804 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 5:51:35, time: 0.397, data_time: 0.175, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1255, loss: 0.1255 2023-12-27 05:47:55,044 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 5:51:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1420, loss: 0.1420 2023-12-27 05:48:17,150 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 5:50:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1674, loss: 0.1674 2023-12-27 05:48:39,217 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 5:50:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1335, loss: 0.1335 2023-12-27 05:49:01,342 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 5:50:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1415, loss: 0.1415 2023-12-27 05:49:23,389 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 5:49:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1483, loss: 0.1483 2023-12-27 05:49:45,429 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 5:49:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1179, loss: 0.1179 2023-12-27 05:50:07,535 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 5:48:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1509, loss: 0.1509 2023-12-27 05:50:29,646 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 5:48:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1809, loss: 0.1809 2023-12-27 05:50:51,829 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 5:48:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1739, loss: 0.1739 2023-12-27 05:51:14,113 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 5:47:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1648, loss: 0.1648 2023-12-27 05:51:36,295 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 5:47:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1696, loss: 0.1696 2023-12-27 05:51:58,483 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 5:46:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1540, loss: 0.1540 2023-12-27 05:52:20,683 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 5:46:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1636, loss: 0.1636 2023-12-27 05:52:42,896 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 5:46:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1579, loss: 0.1579 2023-12-27 05:53:05,063 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 5:45:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1289, loss: 0.1289 2023-12-27 05:53:27,184 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:45:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1594, loss: 0.1594 2023-12-27 05:53:49,236 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:45:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1684, loss: 0.1684 2023-12-27 05:54:11,282 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:44:42, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1656, loss: 0.1656 2023-12-27 05:54:33,277 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:44:18, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1819, loss: 0.1819 2023-12-27 05:54:55,321 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:43:55, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1784, loss: 0.1784 2023-12-27 05:55:17,353 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:43:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1765, loss: 0.1765 2023-12-27 05:55:39,393 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:43:09, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2086, loss: 0.2086 2023-12-27 05:56:01,538 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:42:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.1985, loss: 0.1985 2023-12-27 05:56:23,662 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:42:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1983, loss: 0.1983 2023-12-27 05:56:25,437 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-27 05:57:42,602 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 05:57:42,672 - pyskl - INFO - top1_acc 0.8747 top5_acc 0.9797 2023-12-27 05:57:42,675 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8747, top5_acc: 0.9797 2023-12-27 05:58:22,611 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:42:04, time: 0.399, data_time: 0.178, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1610, loss: 0.1610 2023-12-27 05:58:44,677 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:41:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1372, loss: 0.1372 2023-12-27 05:59:06,759 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:41:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1324, loss: 0.1324 2023-12-27 05:59:28,844 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:40:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1330, loss: 0.1330 2023-12-27 05:59:51,017 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:40:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1574, loss: 0.1574 2023-12-27 06:00:13,201 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:40:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1479, loss: 0.1479 2023-12-27 06:00:35,343 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:39:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1283, loss: 0.1283 2023-12-27 06:00:57,459 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:39:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1362, loss: 0.1362 2023-12-27 06:01:19,574 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:39:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1404, loss: 0.1404 2023-12-27 06:01:41,630 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:38:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1396, loss: 0.1396 2023-12-27 06:02:03,746 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:38:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1447, loss: 0.1447 2023-12-27 06:02:25,845 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:37:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1442, loss: 0.1442 2023-12-27 06:02:48,156 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:37:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1529, loss: 0.1529 2023-12-27 06:03:10,289 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:37:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1453, loss: 0.1453 2023-12-27 06:03:32,426 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:36:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1274, loss: 0.1274 2023-12-27 06:03:54,565 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:36:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1426, loss: 0.1426 2023-12-27 06:04:16,705 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:35:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1598, loss: 0.1598 2023-12-27 06:04:38,820 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:35:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1590, loss: 0.1590 2023-12-27 06:05:00,917 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:35:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1533, loss: 0.1533 2023-12-27 06:05:23,025 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:34:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1856, loss: 0.1856 2023-12-27 06:05:45,102 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:34:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1543, loss: 0.1543 2023-12-27 06:06:07,151 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:34:02, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1500, loss: 0.1500 2023-12-27 06:06:29,166 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:33:39, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1750, loss: 0.1750 2023-12-27 06:06:51,203 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:33:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1637, loss: 0.1637 2023-12-27 06:07:13,300 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:32:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1470, loss: 0.1470 2023-12-27 06:07:15,089 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-27 06:08:32,315 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:08:32,385 - pyskl - INFO - top1_acc 0.8766 top5_acc 0.9812 2023-12-27 06:08:32,388 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8766, top5_acc: 0.9812 2023-12-27 06:09:12,124 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:32:34, time: 0.397, data_time: 0.176, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1601, loss: 0.1601 2023-12-27 06:09:34,172 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:32:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1311, loss: 0.1311 2023-12-27 06:09:56,307 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:31:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1269, loss: 0.1269 2023-12-27 06:10:18,525 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:31:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1499, loss: 0.1499 2023-12-27 06:10:40,766 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:31:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1323, loss: 0.1323 2023-12-27 06:11:02,948 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:30:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1513, loss: 0.1513 2023-12-27 06:11:25,070 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:30:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1399, loss: 0.1399 2023-12-27 06:11:47,204 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:29:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1297, loss: 0.1297 2023-12-27 06:12:09,411 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:29:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1492, loss: 0.1492 2023-12-27 06:12:31,547 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:29:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1331, loss: 0.1331 2023-12-27 06:12:53,756 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:28:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1384, loss: 0.1384 2023-12-27 06:13:15,852 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:28:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1408, loss: 0.1408 2023-12-27 06:13:37,943 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:27:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1275, loss: 0.1275 2023-12-27 06:14:00,079 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:27:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1322, loss: 0.1322 2023-12-27 06:14:22,289 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:27:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1286, loss: 0.1286 2023-12-27 06:14:44,382 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:26:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1555, loss: 0.1555 2023-12-27 06:15:06,565 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:26:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1502, loss: 0.1502 2023-12-27 06:15:28,744 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:26:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1525, loss: 0.1525 2023-12-27 06:15:50,831 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:25:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1564, loss: 0.1564 2023-12-27 06:16:12,921 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:25:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1835, loss: 0.1835 2023-12-27 06:16:34,965 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:24:54, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1383, loss: 0.1383 2023-12-27 06:16:56,980 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:24:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1404, loss: 0.1404 2023-12-27 06:17:18,988 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:24:08, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1604, loss: 0.1604 2023-12-27 06:17:40,996 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:23:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2065, loss: 0.2065 2023-12-27 06:18:03,134 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:23:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1623, loss: 0.1623 2023-12-27 06:18:04,885 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-27 06:19:22,473 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:19:22,544 - pyskl - INFO - top1_acc 0.8734 top5_acc 0.9783 2023-12-27 06:19:22,548 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8734, top5_acc: 0.9783 2023-12-27 06:20:02,566 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:23:03, time: 0.400, data_time: 0.179, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1077, loss: 0.1077 2023-12-27 06:20:24,681 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:22:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 2023-12-27 06:20:46,816 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:22:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1251, loss: 0.1251 2023-12-27 06:21:08,921 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:21:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1074, loss: 0.1074 2023-12-27 06:21:30,955 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:21:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 2023-12-27 06:21:53,085 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:21:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1244, loss: 0.1244 2023-12-27 06:22:15,338 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:20:45, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1215, loss: 0.1215 2023-12-27 06:22:37,400 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:20:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1151, loss: 0.1151 2023-12-27 06:22:59,540 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:19:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1394, loss: 0.1394 2023-12-27 06:23:21,751 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:19:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1334, loss: 0.1334 2023-12-27 06:23:44,011 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:19:13, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1331, loss: 0.1331 2023-12-27 06:24:06,279 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:18:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 2023-12-27 06:24:28,507 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:18:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1215, loss: 0.1215 2023-12-27 06:24:50,708 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:18:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1141, loss: 0.1141 2023-12-27 06:25:12,915 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:17:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1363, loss: 0.1363 2023-12-27 06:25:35,031 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:17:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1365, loss: 0.1365 2023-12-27 06:25:57,145 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:16:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1652, loss: 0.1652 2023-12-27 06:26:19,207 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:16:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1390, loss: 0.1390 2023-12-27 06:26:41,414 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:16:10, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1632, loss: 0.1632 2023-12-27 06:27:03,637 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:15:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1713, loss: 0.1713 2023-12-27 06:27:25,696 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:15:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1552, loss: 0.1552 2023-12-27 06:27:47,815 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:15:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1655, loss: 0.1655 2023-12-27 06:28:09,895 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:14:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1618, loss: 0.1618 2023-12-27 06:28:31,934 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:14:15, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1492, loss: 0.1492 2023-12-27 06:28:53,947 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:13:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1750, loss: 0.1750 2023-12-27 06:28:55,756 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-27 06:30:13,232 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:30:13,303 - pyskl - INFO - top1_acc 0.8835 top5_acc 0.9813 2023-12-27 06:30:13,307 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_110.pth was removed 2023-12-27 06:30:13,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2023-12-27 06:30:13,451 - pyskl - INFO - Best top1_acc is 0.8835 at 117 epoch. 2023-12-27 06:30:13,455 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8835, top5_acc: 0.9813 2023-12-27 06:30:53,368 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:13:32, time: 0.399, data_time: 0.177, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1301, loss: 0.1301 2023-12-27 06:31:15,572 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:13:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1182, loss: 0.1182 2023-12-27 06:31:37,694 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:12:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.1262, loss: 0.1262 2023-12-27 06:31:59,977 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:12:23, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0940, loss: 0.0940 2023-12-27 06:32:22,181 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:12:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1201, loss: 0.1201 2023-12-27 06:32:44,313 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:11:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0993, loss: 0.0993 2023-12-27 06:33:06,497 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:11:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1343, loss: 0.1343 2023-12-27 06:33:28,698 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:10:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1315, loss: 0.1315 2023-12-27 06:33:50,754 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:10:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1333, loss: 0.1333 2023-12-27 06:34:12,840 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:10:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1280, loss: 0.1280 2023-12-27 06:34:35,058 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:09:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1436, loss: 0.1436 2023-12-27 06:34:57,120 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:09:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1362, loss: 0.1362 2023-12-27 06:35:19,293 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:08:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1380, loss: 0.1380 2023-12-27 06:35:41,405 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:08:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1328, loss: 0.1328 2023-12-27 06:36:03,548 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:08:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1201, loss: 0.1201 2023-12-27 06:36:25,760 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:07:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1425, loss: 0.1425 2023-12-27 06:36:47,862 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:07:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0952, loss: 0.0952 2023-12-27 06:37:09,942 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:07:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0987, loss: 0.0987 2023-12-27 06:37:32,007 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:06:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1058, loss: 0.1058 2023-12-27 06:37:54,087 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:06:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1239, loss: 0.1239 2023-12-27 06:38:16,214 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:05:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1553, loss: 0.1553 2023-12-27 06:38:38,310 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:05:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1252, loss: 0.1252 2023-12-27 06:39:00,418 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:05:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1187, loss: 0.1187 2023-12-27 06:39:22,518 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:04:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1258, loss: 0.1258 2023-12-27 06:39:44,585 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:04:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1356, loss: 0.1356 2023-12-27 06:39:46,481 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-27 06:41:04,199 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:41:04,269 - pyskl - INFO - top1_acc 0.8839 top5_acc 0.9817 2023-12-27 06:41:04,274 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_117.pth was removed 2023-12-27 06:41:04,412 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-27 06:41:04,413 - pyskl - INFO - Best top1_acc is 0.8839 at 118 epoch. 2023-12-27 06:41:04,417 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8839, top5_acc: 0.9817 2023-12-27 06:41:44,957 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:04:02, time: 0.405, data_time: 0.183, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1129, loss: 0.1129 2023-12-27 06:42:07,120 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:03:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 2023-12-27 06:42:29,196 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:03:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1084, loss: 0.1084 2023-12-27 06:42:51,364 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:02:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1154, loss: 0.1154 2023-12-27 06:43:13,448 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:02:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 2023-12-27 06:43:35,528 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:02:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1114, loss: 0.1114 2023-12-27 06:43:57,585 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:01:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1126, loss: 0.1126 2023-12-27 06:44:19,736 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:01:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 2023-12-27 06:44:41,879 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:00:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1181, loss: 0.1181 2023-12-27 06:45:04,039 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:00:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1357, loss: 0.1357 2023-12-27 06:45:26,240 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:00:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248 2023-12-27 06:45:48,414 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 4:59:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1193, loss: 0.1193 2023-12-27 06:46:10,499 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 4:59:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1159, loss: 0.1159 2023-12-27 06:46:32,556 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 4:59:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1223, loss: 0.1223 2023-12-27 06:46:54,758 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 4:58:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1129, loss: 0.1129 2023-12-27 06:47:16,831 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 4:58:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 2023-12-27 06:47:38,915 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 4:57:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1023, loss: 0.1023 2023-12-27 06:48:01,124 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 4:57:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1102, loss: 0.1102 2023-12-27 06:48:23,300 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 4:57:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1158, loss: 0.1158 2023-12-27 06:48:45,415 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 4:56:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 2023-12-27 06:49:07,463 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 4:56:23, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1028, loss: 0.1028 2023-12-27 06:49:29,572 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 4:56:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1118, loss: 0.1118 2023-12-27 06:49:51,721 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 4:55:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1190, loss: 0.1190 2023-12-27 06:50:13,808 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 4:55:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1207, loss: 0.1207 2023-12-27 06:50:35,889 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 4:54:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1283, loss: 0.1283 2023-12-27 06:50:37,645 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-27 06:51:54,821 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 06:51:54,892 - pyskl - INFO - top1_acc 0.8919 top5_acc 0.9827 2023-12-27 06:51:54,896 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_118.pth was removed 2023-12-27 06:51:55,027 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-27 06:51:55,028 - pyskl - INFO - Best top1_acc is 0.8919 at 119 epoch. 2023-12-27 06:51:55,031 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8919, top5_acc: 0.9827 2023-12-27 06:52:35,237 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 4:54:31, time: 0.402, data_time: 0.181, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739 2023-12-27 06:52:57,268 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 4:54:08, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 2023-12-27 06:53:19,287 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 4:53:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0888, loss: 0.0888 2023-12-27 06:53:41,336 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 4:53:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0832, loss: 0.0832 2023-12-27 06:54:03,402 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 4:52:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 2023-12-27 06:54:25,475 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 4:52:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0762, loss: 0.0762 2023-12-27 06:54:47,527 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 4:52:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0919, loss: 0.0919 2023-12-27 06:55:09,604 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 4:51:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-27 06:55:31,663 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 4:51:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0972, loss: 0.0972 2023-12-27 06:55:53,785 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 4:51:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 2023-12-27 06:56:15,966 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 4:50:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 2023-12-27 06:56:38,154 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 4:50:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0757, loss: 0.0757 2023-12-27 06:57:00,329 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 4:49:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1238, loss: 0.1238 2023-12-27 06:57:22,650 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 4:49:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0891, loss: 0.0891 2023-12-27 06:57:44,936 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 4:49:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0931, loss: 0.0931 2023-12-27 06:58:07,174 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 4:48:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.1108, loss: 0.1108 2023-12-27 06:58:29,364 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 4:48:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0942, loss: 0.0942 2023-12-27 06:58:51,468 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 4:48:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 2023-12-27 06:59:13,654 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:47:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1060, loss: 0.1060 2023-12-27 06:59:35,743 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:47:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1117, loss: 0.1117 2023-12-27 06:59:57,820 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:46:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1065, loss: 0.1065 2023-12-27 07:00:19,952 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:46:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0952, loss: 0.0952 2023-12-27 07:00:42,033 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:46:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1161, loss: 0.1161 2023-12-27 07:01:04,265 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:45:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 2023-12-27 07:01:26,388 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:45:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 2023-12-27 07:01:28,222 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-27 07:02:45,634 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:02:45,704 - pyskl - INFO - top1_acc 0.8775 top5_acc 0.9814 2023-12-27 07:02:45,708 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8775, top5_acc: 0.9814 2023-12-27 07:03:25,574 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:45:00, time: 0.399, data_time: 0.177, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 2023-12-27 07:03:47,592 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:44:37, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0766, loss: 0.0766 2023-12-27 07:04:09,614 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:44:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0815, loss: 0.0815 2023-12-27 07:04:31,635 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:43:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0689, loss: 0.0689 2023-12-27 07:04:53,639 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:43:28, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 2023-12-27 07:05:15,775 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:43:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0866, loss: 0.0866 2023-12-27 07:05:38,057 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:42:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 2023-12-27 07:06:00,250 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:42:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0996, loss: 0.0996 2023-12-27 07:06:22,477 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:41:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 2023-12-27 07:06:44,648 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:41:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1030, loss: 0.1030 2023-12-27 07:07:06,865 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:41:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.0988, loss: 0.0988 2023-12-27 07:07:29,137 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:40:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 2023-12-27 07:07:51,318 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:40:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 2023-12-27 07:08:13,555 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:40:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1035, loss: 0.1035 2023-12-27 07:08:35,642 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:39:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1023, loss: 0.1023 2023-12-27 07:08:57,714 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:39:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0730, loss: 0.0730 2023-12-27 07:09:19,890 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:38:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0888, loss: 0.0888 2023-12-27 07:09:42,013 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:38:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0944, loss: 0.0944 2023-12-27 07:10:04,131 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:38:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008 2023-12-27 07:10:26,239 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:37:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000 2023-12-27 07:10:48,331 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:37:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 2023-12-27 07:11:10,527 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:36:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1098, loss: 0.1098 2023-12-27 07:11:32,786 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:36:36, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0929, loss: 0.0929 2023-12-27 07:11:54,888 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:36:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0906, loss: 0.0906 2023-12-27 07:12:16,934 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:35:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 2023-12-27 07:12:18,705 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-27 07:13:36,233 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:13:36,305 - pyskl - INFO - top1_acc 0.8784 top5_acc 0.9803 2023-12-27 07:13:36,309 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8784, top5_acc: 0.9803 2023-12-27 07:14:16,784 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:35:30, time: 0.405, data_time: 0.184, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-27 07:14:38,964 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:35:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1080, loss: 0.1080 2023-12-27 07:15:01,268 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:34:44, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1050, loss: 0.1050 2023-12-27 07:15:23,425 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:34:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 2023-12-27 07:15:45,704 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:33:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0957, loss: 0.0957 2023-12-27 07:16:07,988 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:33:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 2023-12-27 07:16:30,226 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:33:12, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 2023-12-27 07:16:52,452 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:32:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 2023-12-27 07:17:14,660 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:32:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 2023-12-27 07:17:36,780 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:32:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0962, loss: 0.0962 2023-12-27 07:17:59,089 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:31:41, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 2023-12-27 07:18:21,615 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:31:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 2023-12-27 07:18:43,813 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:30:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 2023-12-27 07:19:06,112 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:30:32, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1023, loss: 0.1023 2023-12-27 07:19:28,370 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:30:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0880, loss: 0.0880 2023-12-27 07:19:50,608 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:29:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 2023-12-27 07:20:12,696 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:29:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-27 07:20:34,776 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:29:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 2023-12-27 07:20:56,818 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:28:37, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 2023-12-27 07:21:18,918 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:28:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0782, loss: 0.0782 2023-12-27 07:21:41,040 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:27:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 2023-12-27 07:22:03,125 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:27:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 2023-12-27 07:22:25,170 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:27:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1086, loss: 0.1086 2023-12-27 07:22:47,203 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:26:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 2023-12-27 07:23:09,236 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:26:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0891, loss: 0.0891 2023-12-27 07:23:11,070 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-27 07:24:28,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:24:28,764 - pyskl - INFO - top1_acc 0.8852 top5_acc 0.9831 2023-12-27 07:24:28,767 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8852, top5_acc: 0.9831 2023-12-27 07:25:09,076 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:25:59, time: 0.403, data_time: 0.182, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 2023-12-27 07:25:31,114 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:25:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 2023-12-27 07:25:53,175 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:25:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 2023-12-27 07:26:15,254 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:24:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 2023-12-27 07:26:37,314 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:24:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 2023-12-27 07:26:59,409 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:24:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 2023-12-27 07:27:21,482 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:23:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0732, loss: 0.0732 2023-12-27 07:27:43,569 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:23:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 2023-12-27 07:28:05,773 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:22:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0747, loss: 0.0747 2023-12-27 07:28:27,921 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:22:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 2023-12-27 07:28:50,027 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:22:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 2023-12-27 07:29:12,187 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:21:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 2023-12-27 07:29:34,389 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:21:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 2023-12-27 07:29:56,578 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:21:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 2023-12-27 07:30:18,744 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:20:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 2023-12-27 07:30:40,974 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:20:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 2023-12-27 07:31:03,164 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:19:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 2023-12-27 07:31:25,236 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:19:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 2023-12-27 07:31:47,287 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:19:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0816, loss: 0.0816 2023-12-27 07:32:09,455 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:18:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 2023-12-27 07:32:31,526 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:18:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 2023-12-27 07:32:53,555 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:17:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 2023-12-27 07:33:15,604 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:17:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702 2023-12-27 07:33:37,659 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:17:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0740, loss: 0.0740 2023-12-27 07:33:59,862 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:16:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0703, loss: 0.0703 2023-12-27 07:34:01,707 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-27 07:35:19,171 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:35:19,244 - pyskl - INFO - top1_acc 0.8935 top5_acc 0.9834 2023-12-27 07:35:19,248 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_119.pth was removed 2023-12-27 07:35:19,394 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2023-12-27 07:35:19,394 - pyskl - INFO - Best top1_acc is 0.8935 at 123 epoch. 2023-12-27 07:35:19,401 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8935, top5_acc: 0.9834 2023-12-27 07:35:59,268 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:16:29, time: 0.399, data_time: 0.177, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 2023-12-27 07:36:21,564 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:16:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 2023-12-27 07:36:43,822 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:15:43, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 2023-12-27 07:37:06,040 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:15:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 2023-12-27 07:37:28,210 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:14:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 2023-12-27 07:37:50,315 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:14:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 2023-12-27 07:38:12,488 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:14:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 2023-12-27 07:38:34,668 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:13:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 2023-12-27 07:38:56,842 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:13:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 2023-12-27 07:39:18,925 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:13:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 2023-12-27 07:39:40,964 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:12:39, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 2023-12-27 07:40:03,063 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:12:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 2023-12-27 07:40:25,207 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:11:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-27 07:40:47,359 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:11:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 2023-12-27 07:41:09,385 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:11:08, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-27 07:41:31,513 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:10:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 2023-12-27 07:41:53,613 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:10:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 2023-12-27 07:42:15,683 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:09:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 2023-12-27 07:42:37,718 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:09:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 2023-12-27 07:42:59,830 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:09:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 2023-12-27 07:43:21,948 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:08:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0684, loss: 0.0684 2023-12-27 07:43:44,215 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:08:27, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 2023-12-27 07:44:06,394 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:08:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0658, loss: 0.0658 2023-12-27 07:44:28,511 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:07:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 2023-12-27 07:44:50,727 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:07:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 2023-12-27 07:44:52,524 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-27 07:46:09,900 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:46:09,971 - pyskl - INFO - top1_acc 0.8942 top5_acc 0.9819 2023-12-27 07:46:09,976 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_123.pth was removed 2023-12-27 07:46:10,115 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-27 07:46:10,116 - pyskl - INFO - Best top1_acc is 0.8942 at 124 epoch. 2023-12-27 07:46:10,120 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8942, top5_acc: 0.9819 2023-12-27 07:46:50,329 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:06:58, time: 0.402, data_time: 0.180, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 2023-12-27 07:47:12,432 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:06:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0567, loss: 0.0567 2023-12-27 07:47:34,508 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:06:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 2023-12-27 07:47:56,700 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:05:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531 2023-12-27 07:48:18,846 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:05:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 2023-12-27 07:48:40,863 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:05:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 2023-12-27 07:49:03,016 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:04:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 2023-12-27 07:49:25,055 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:04:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 2023-12-27 07:49:47,103 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:03:55, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 2023-12-27 07:50:09,123 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:03:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 2023-12-27 07:50:31,207 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:03:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 2023-12-27 07:50:53,293 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:02:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 2023-12-27 07:51:15,409 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:02:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 2023-12-27 07:51:37,449 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:02:00, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 2023-12-27 07:51:59,610 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:01:37, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0672, loss: 0.0672 2023-12-27 07:52:21,757 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:01:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 2023-12-27 07:52:43,887 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:00:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 2023-12-27 07:53:06,007 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:00:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 2023-12-27 07:53:28,095 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:00:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 2023-12-27 07:53:50,180 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 3:59:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0542, loss: 0.0542 2023-12-27 07:54:12,263 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 3:59:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-27 07:54:34,341 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 3:58:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 2023-12-27 07:54:56,451 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 3:58:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0589, loss: 0.0589 2023-12-27 07:55:18,543 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 3:58:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 2023-12-27 07:55:40,616 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 3:57:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 2023-12-27 07:55:42,464 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-27 07:56:59,562 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 07:56:59,634 - pyskl - INFO - top1_acc 0.8951 top5_acc 0.9834 2023-12-27 07:56:59,638 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_124.pth was removed 2023-12-27 07:56:59,776 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. 2023-12-27 07:56:59,776 - pyskl - INFO - Best top1_acc is 0.8951 at 125 epoch. 2023-12-27 07:56:59,781 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8951, top5_acc: 0.9834 2023-12-27 07:57:39,529 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 3:57:27, time: 0.397, data_time: 0.176, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 2023-12-27 07:58:01,596 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 3:57:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 2023-12-27 07:58:23,631 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 3:56:41, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 2023-12-27 07:58:45,643 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 3:56:18, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 2023-12-27 07:59:07,657 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 3:55:55, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 2023-12-27 07:59:29,682 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 3:55:32, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 2023-12-27 07:59:51,685 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 3:55:09, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 2023-12-27 08:00:13,718 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 3:54:46, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 2023-12-27 08:00:35,704 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 3:54:24, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 2023-12-27 08:00:57,698 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 3:54:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 2023-12-27 08:01:19,762 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 3:53:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 2023-12-27 08:01:41,897 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 3:53:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 2023-12-27 08:02:04,045 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 3:52:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0461, loss: 0.0461 2023-12-27 08:02:26,175 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 3:52:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 2023-12-27 08:02:48,263 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 3:52:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 2023-12-27 08:03:10,473 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 3:51:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-27 08:03:32,672 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 3:51:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 2023-12-27 08:03:54,823 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 3:50:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0583, loss: 0.0583 2023-12-27 08:04:16,974 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 3:50:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 2023-12-27 08:04:39,093 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:50:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 2023-12-27 08:05:01,155 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:49:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 2023-12-27 08:05:23,205 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:49:26, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 2023-12-27 08:05:45,274 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:49:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 2023-12-27 08:06:07,306 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:48:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 2023-12-27 08:06:29,366 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:48:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 2023-12-27 08:06:31,222 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-27 08:07:48,606 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:07:48,680 - pyskl - INFO - top1_acc 0.8949 top5_acc 0.9823 2023-12-27 08:07:48,684 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8949, top5_acc: 0.9823 2023-12-27 08:08:28,767 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:47:56, time: 0.401, data_time: 0.180, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 2023-12-27 08:08:50,814 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:47:33, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 2023-12-27 08:09:12,880 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:47:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 2023-12-27 08:09:34,964 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:46:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 2023-12-27 08:09:57,138 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:46:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 2023-12-27 08:10:19,277 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:46:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 2023-12-27 08:10:41,497 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:45:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 2023-12-27 08:11:03,652 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:45:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 2023-12-27 08:11:25,782 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:44:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-27 08:11:47,775 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:44:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 2023-12-27 08:12:09,786 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:44:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0460, loss: 0.0460 2023-12-27 08:12:31,835 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:43:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 2023-12-27 08:12:53,889 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:43:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2023-12-27 08:13:16,193 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:42:58, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0488, loss: 0.0488 2023-12-27 08:13:38,368 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:42:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 2023-12-27 08:14:00,485 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:42:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 2023-12-27 08:14:22,786 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:41:50, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 2023-12-27 08:14:45,033 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:41:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 2023-12-27 08:15:07,164 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:41:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 2023-12-27 08:15:29,278 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:40:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 2023-12-27 08:15:51,556 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:40:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 2023-12-27 08:16:13,715 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:39:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 2023-12-27 08:16:35,836 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:39:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 2023-12-27 08:16:57,932 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:39:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 2023-12-27 08:17:19,997 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:38:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 2023-12-27 08:17:21,775 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-27 08:18:39,572 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:18:39,642 - pyskl - INFO - top1_acc 0.9004 top5_acc 0.9830 2023-12-27 08:18:39,646 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_125.pth was removed 2023-12-27 08:18:39,789 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-27 08:18:39,789 - pyskl - INFO - Best top1_acc is 0.9004 at 127 epoch. 2023-12-27 08:18:39,793 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9004, top5_acc: 0.9830 2023-12-27 08:19:19,850 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:38:25, time: 0.401, data_time: 0.179, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 2023-12-27 08:19:41,935 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:38:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2023-12-27 08:20:04,030 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:37:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 2023-12-27 08:20:26,182 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:37:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-27 08:20:48,357 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:36:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 2023-12-27 08:21:10,617 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:36:31, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-27 08:21:32,928 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:36:08, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 2023-12-27 08:21:55,139 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:35:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 2023-12-27 08:22:17,426 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:35:22, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 2023-12-27 08:22:39,505 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:34:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 2023-12-27 08:23:01,619 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:34:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 2023-12-27 08:23:23,792 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:34:14, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 2023-12-27 08:23:46,051 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:33:51, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 2023-12-27 08:24:08,425 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:33:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2023-12-27 08:24:30,688 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:33:05, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 2023-12-27 08:24:52,855 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:32:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 2023-12-27 08:25:15,023 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:32:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-27 08:25:37,240 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:31:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-27 08:25:59,291 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:31:33, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 2023-12-27 08:26:21,309 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:31:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 2023-12-27 08:26:43,311 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:30:48, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-27 08:27:05,451 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:30:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 2023-12-27 08:27:27,536 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:30:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 2023-12-27 08:27:49,609 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:29:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 2023-12-27 08:28:11,664 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:29:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0475, loss: 0.0475 2023-12-27 08:28:13,434 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-27 08:29:30,667 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:29:30,739 - pyskl - INFO - top1_acc 0.8986 top5_acc 0.9818 2023-12-27 08:29:30,742 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8986, top5_acc: 0.9818 2023-12-27 08:30:11,220 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:28:55, time: 0.405, data_time: 0.182, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 2023-12-27 08:30:33,417 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:28:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-27 08:30:55,585 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:28:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0403, loss: 0.0403 2023-12-27 08:31:17,699 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:27:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-27 08:31:39,806 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:27:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2023-12-27 08:32:01,889 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:27:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2023-12-27 08:32:23,987 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:26:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-27 08:32:46,103 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:26:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-27 08:33:08,274 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:25:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-27 08:33:30,435 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:25:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 2023-12-27 08:33:52,517 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:25:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 2023-12-27 08:34:14,573 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:24:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 2023-12-27 08:34:36,637 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:24:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 2023-12-27 08:34:58,953 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:23:57, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 2023-12-27 08:35:21,175 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:23:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 2023-12-27 08:35:43,355 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:23:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 2023-12-27 08:36:05,512 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:22:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2023-12-27 08:36:27,626 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:22:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 2023-12-27 08:36:49,750 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:22:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-27 08:37:11,806 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:21:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 2023-12-27 08:37:33,843 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:21:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-27 08:37:55,927 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:20:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-27 08:38:18,006 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:20:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-27 08:38:40,078 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:20:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 2023-12-27 08:39:02,106 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:19:45, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 2023-12-27 08:39:03,894 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-27 08:40:21,171 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:40:21,242 - pyskl - INFO - top1_acc 0.9002 top5_acc 0.9830 2023-12-27 08:40:21,245 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9002, top5_acc: 0.9830 2023-12-27 08:41:01,265 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:19:24, time: 0.400, data_time: 0.179, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 2023-12-27 08:41:23,359 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:19:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-27 08:41:45,455 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:18:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 2023-12-27 08:42:07,536 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:18:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 2023-12-27 08:42:29,642 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:17:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 2023-12-27 08:42:51,724 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:17:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 2023-12-27 08:43:13,807 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:17:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-27 08:43:35,885 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:16:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-27 08:43:58,009 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:16:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2023-12-27 08:44:20,166 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:15:58, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 2023-12-27 08:44:42,247 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:15:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-27 08:45:04,360 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:15:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 2023-12-27 08:45:26,514 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:14:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-27 08:45:48,799 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:14:26, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-27 08:46:11,009 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:14:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-27 08:46:33,119 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:13:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-27 08:46:55,354 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:13:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-27 08:47:17,541 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:12:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-27 08:47:39,696 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:12:32, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-27 08:48:01,967 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:12:09, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2023-12-27 08:48:24,106 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:11:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-27 08:48:46,277 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:11:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 2023-12-27 08:49:08,352 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:11:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-27 08:49:30,557 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:10:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-27 08:49:52,802 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:10:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-27 08:49:54,577 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-27 08:51:11,919 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 08:51:11,991 - pyskl - INFO - top1_acc 0.9051 top5_acc 0.9844 2023-12-27 08:51:11,996 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_127.pth was removed 2023-12-27 08:51:12,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. 2023-12-27 08:51:12,138 - pyskl - INFO - Best top1_acc is 0.9051 at 130 epoch. 2023-12-27 08:51:12,142 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9051, top5_acc: 0.9844 2023-12-27 08:51:52,384 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:09:53, time: 0.402, data_time: 0.181, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 2023-12-27 08:52:14,386 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:09:30, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 2023-12-27 08:52:36,422 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:09:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-27 08:52:58,638 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:08:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-27 08:53:20,852 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:08:22, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 2023-12-27 08:53:43,037 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:07:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-27 08:54:05,205 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:07:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-27 08:54:27,412 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:07:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-27 08:54:49,556 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:06:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-27 08:55:11,677 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:06:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 2023-12-27 08:55:33,770 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:06:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-27 08:55:55,879 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:05:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-27 08:56:18,054 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:05:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-27 08:56:40,266 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:04:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-27 08:57:02,568 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:04:33, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-27 08:57:24,835 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:04:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-27 08:57:47,047 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:03:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-27 08:58:09,185 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:03:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-27 08:58:31,242 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:03:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-27 08:58:53,283 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:02:39, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2023-12-27 08:59:15,469 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:02:16, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-27 08:59:37,586 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:01:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-27 08:59:59,714 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:01:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-27 09:00:21,853 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:01:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-27 09:00:43,985 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:00:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-27 09:00:45,789 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-27 09:02:03,346 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:02:03,417 - pyskl - INFO - top1_acc 0.9026 top5_acc 0.9838 2023-12-27 09:02:03,421 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9026, top5_acc: 0.9838 2023-12-27 09:02:43,519 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:00:23, time: 0.401, data_time: 0.181, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-27 09:03:05,526 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:00:00, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-27 09:03:27,543 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 2:59:37, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-27 09:03:49,570 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 2:59:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-27 09:04:11,605 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 2:58:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-27 09:04:33,743 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 2:58:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-27 09:04:55,887 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 2:58:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-27 09:05:17,963 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 2:57:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-27 09:05:39,988 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 2:57:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-27 09:06:02,117 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 2:56:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 2023-12-27 09:06:24,273 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 2:56:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-27 09:06:46,366 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 2:56:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-27 09:07:08,484 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 2:55:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-27 09:07:30,778 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 2:55:25, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-27 09:07:52,906 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 2:55:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-27 09:08:14,962 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 2:54:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-27 09:08:37,018 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 2:54:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-27 09:08:59,094 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 2:53:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-27 09:09:21,197 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 2:53:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-27 09:09:43,257 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 2:53:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2023-12-27 09:10:05,324 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 2:52:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-27 09:10:27,415 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:52:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 2023-12-27 09:10:49,562 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:51:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 2023-12-27 09:11:11,638 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:51:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 2023-12-27 09:11:33,695 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:51:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 2023-12-27 09:11:35,448 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-27 09:12:53,072 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:12:53,142 - pyskl - INFO - top1_acc 0.9050 top5_acc 0.9837 2023-12-27 09:12:53,146 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9050, top5_acc: 0.9837 2023-12-27 09:13:32,693 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:50:52, time: 0.395, data_time: 0.175, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-27 09:13:54,709 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:50:29, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-27 09:14:16,724 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:50:06, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-27 09:14:38,743 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:49:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-27 09:15:00,778 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:49:20, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-27 09:15:22,841 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:48:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-27 09:15:44,945 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:48:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-27 09:16:07,029 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:48:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-27 09:16:29,158 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:47:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-27 09:16:51,249 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:47:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-27 09:17:13,281 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:47:03, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-27 09:17:35,303 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:46:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 2023-12-27 09:17:57,366 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:46:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 2023-12-27 09:18:19,534 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:45:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-27 09:18:41,718 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:45:31, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-27 09:19:03,841 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:45:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-27 09:19:26,000 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:44:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 2023-12-27 09:19:48,103 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:44:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-27 09:20:10,171 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:44:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-27 09:20:32,234 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:43:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-27 09:20:54,344 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:43:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-27 09:21:16,436 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:42:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 2023-12-27 09:21:38,648 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:42:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-27 09:22:00,837 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:42:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-27 09:22:22,987 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:41:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-27 09:22:24,706 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-27 09:23:41,607 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:23:41,678 - pyskl - INFO - top1_acc 0.9057 top5_acc 0.9834 2023-12-27 09:23:41,682 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_130.pth was removed 2023-12-27 09:23:41,817 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-27 09:23:41,817 - pyskl - INFO - Best top1_acc is 0.9057 at 133 epoch. 2023-12-27 09:23:41,821 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9057, top5_acc: 0.9834 2023-12-27 09:24:21,238 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:41:21, time: 0.394, data_time: 0.174, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-27 09:24:43,217 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:40:58, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-27 09:25:05,249 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:40:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-27 09:25:27,268 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:40:12, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 09:25:49,267 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:39:49, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 09:26:11,513 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:39:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-27 09:26:33,628 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:39:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 2023-12-27 09:26:55,672 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:38:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-27 09:27:17,755 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:38:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-27 09:27:39,822 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:37:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 09:28:01,889 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:37:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-27 09:28:23,946 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:37:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 2023-12-27 09:28:46,055 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:36:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 2023-12-27 09:29:08,160 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:36:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-27 09:29:30,409 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:36:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-27 09:29:52,582 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:35:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-27 09:30:14,992 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:35:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-27 09:30:37,245 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:34:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-27 09:30:59,515 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:34:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-27 09:31:21,638 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:34:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 2023-12-27 09:31:43,675 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:33:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-27 09:32:05,715 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:33:21, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 2023-12-27 09:32:27,771 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:32:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-27 09:32:49,887 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:32:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-27 09:33:11,988 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:32:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-27 09:33:13,778 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-27 09:34:30,356 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:34:30,427 - pyskl - INFO - top1_acc 0.9045 top5_acc 0.9845 2023-12-27 09:34:30,430 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9045, top5_acc: 0.9845 2023-12-27 09:35:09,626 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:31:50, time: 0.392, data_time: 0.171, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-27 09:35:31,658 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:31:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 09:35:53,701 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:31:04, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-27 09:36:15,812 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:30:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 09:36:37,882 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:30:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 09:36:59,953 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:29:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 09:37:22,030 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:29:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 09:37:44,136 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:29:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 09:38:06,279 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:28:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 09:38:28,345 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:28:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-27 09:38:50,529 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:28:01, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 09:39:12,680 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:27:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-27 09:39:34,840 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:27:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-27 09:39:56,925 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:26:53, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 09:40:19,157 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:26:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 2023-12-27 09:40:41,386 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:26:07, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 09:41:03,619 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:25:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-27 09:41:25,805 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:25:21, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-27 09:41:47,953 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:24:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 09:42:10,126 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:24:35, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 09:42:32,292 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:24:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-27 09:42:54,420 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:23:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 09:43:16,517 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:23:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-27 09:43:38,710 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:23:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 09:44:00,818 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:22:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 09:44:02,593 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-27 09:45:19,935 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:45:20,005 - pyskl - INFO - top1_acc 0.9065 top5_acc 0.9831 2023-12-27 09:45:20,010 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_133.pth was removed 2023-12-27 09:45:20,153 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-27 09:45:20,154 - pyskl - INFO - Best top1_acc is 0.9065 at 135 epoch. 2023-12-27 09:45:20,158 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9065, top5_acc: 0.9831 2023-12-27 09:45:59,692 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:22:19, time: 0.395, data_time: 0.174, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 2023-12-27 09:46:21,755 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:21:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-27 09:46:43,843 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:21:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 2023-12-27 09:47:05,895 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:21:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 2023-12-27 09:47:27,946 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:20:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 09:47:49,988 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:20:25, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 09:48:12,071 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:20:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-27 09:48:34,127 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:19:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 09:48:56,252 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:19:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 09:49:18,299 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:18:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 09:49:40,355 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:18:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 09:50:02,352 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:18:07, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-27 09:50:24,525 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:17:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 09:50:46,600 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:17:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 09:51:08,761 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:16:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 09:51:30,875 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:16:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-27 09:51:53,020 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:16:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 09:52:15,117 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:15:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 09:52:37,235 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:15:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 09:52:59,280 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:15:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 09:53:21,333 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:14:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 09:53:43,380 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:14:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 2023-12-27 09:54:05,464 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:13:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 09:54:27,503 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:13:33, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-27 09:54:49,527 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:13:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 2023-12-27 09:54:51,283 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-27 09:56:08,357 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 09:56:08,428 - pyskl - INFO - top1_acc 0.9059 top5_acc 0.9837 2023-12-27 09:56:08,432 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9059, top5_acc: 0.9837 2023-12-27 09:56:48,268 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:12:48, time: 0.398, data_time: 0.175, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-27 09:57:10,645 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:12:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-27 09:57:32,950 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:12:02, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 09:57:55,664 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:11:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-27 09:58:17,916 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:11:17, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 09:58:40,091 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:10:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 2023-12-27 09:59:02,239 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:10:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 2023-12-27 09:59:24,385 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:10:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-27 09:59:46,473 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:09:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 10:00:08,591 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:09:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:00:30,685 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:09:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:00:52,814 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:08:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 10:01:14,926 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:08:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 10:01:37,093 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:07:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:01:59,378 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:07:28, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:02:21,588 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:07:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 10:02:43,758 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:06:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-27 10:03:05,874 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:06:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-27 10:03:27,970 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:05:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 10:03:50,075 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:05:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-27 10:04:12,192 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:05:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 10:04:34,355 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:04:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 10:04:56,495 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:04:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 2023-12-27 10:05:18,609 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:04:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-27 10:05:40,721 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:03:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-27 10:05:42,454 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-27 10:06:59,148 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:06:59,219 - pyskl - INFO - top1_acc 0.9068 top5_acc 0.9842 2023-12-27 10:06:59,224 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_135.pth was removed 2023-12-27 10:06:59,357 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. 2023-12-27 10:06:59,358 - pyskl - INFO - Best top1_acc is 0.9068 at 137 epoch. 2023-12-27 10:06:59,362 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9068, top5_acc: 0.9842 2023-12-27 10:07:38,912 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:03:17, time: 0.395, data_time: 0.173, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 10:08:01,026 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:02:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 2023-12-27 10:08:23,128 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:02:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 10:08:45,232 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:02:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 2023-12-27 10:09:07,301 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:01:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 2023-12-27 10:09:29,422 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:01:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 10:09:51,587 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:01:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 10:10:13,870 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:00:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 10:10:36,093 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:00:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 10:10:58,122 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 1:59:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 2023-12-27 10:11:20,230 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 1:59:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 2023-12-27 10:11:42,377 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 1:59:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 2023-12-27 10:12:04,568 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 1:58:43, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:12:26,756 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 1:58:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 2023-12-27 10:12:48,827 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 1:57:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:13:11,101 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 1:57:35, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-27 10:13:33,360 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 1:57:12, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 10:13:55,517 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 1:56:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 10:14:17,626 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 1:56:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 10:14:39,797 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 1:56:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-27 10:15:01,950 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 1:55:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 10:15:24,126 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 1:55:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:15:46,232 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:54:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:16:08,288 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:54:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:16:30,472 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:54:09, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-27 10:16:32,300 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-27 10:17:49,402 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:17:49,471 - pyskl - INFO - top1_acc 0.9084 top5_acc 0.9835 2023-12-27 10:17:49,476 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_137.pth was removed 2023-12-27 10:17:49,608 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. 2023-12-27 10:17:49,609 - pyskl - INFO - Best top1_acc is 0.9084 at 138 epoch. 2023-12-27 10:17:49,612 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9084, top5_acc: 0.9835 2023-12-27 10:18:30,289 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:53:47, time: 0.407, data_time: 0.184, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:18:52,495 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:53:24, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:19:14,630 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:53:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:19:36,772 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:52:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 10:19:58,935 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:52:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 10:20:21,047 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:51:52, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 10:20:43,189 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:51:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 10:21:05,339 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:51:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 10:21:27,407 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:50:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 10:21:49,459 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:50:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-27 10:22:11,551 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:49:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 10:22:33,655 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:49:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 10:22:55,724 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:49:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 10:23:17,839 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:48:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 10:23:39,976 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:48:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-27 10:24:02,091 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:48:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 10:24:24,143 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:47:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 10:24:46,352 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:47:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:25:08,532 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:46:56, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 10:25:30,721 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:46:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:25:52,864 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:46:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 10:26:15,041 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:45:47, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 10:26:37,162 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:45:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:26:59,253 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:45:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 10:27:21,335 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:44:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 10:27:23,178 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-27 10:28:39,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:28:40,001 - pyskl - INFO - top1_acc 0.9089 top5_acc 0.9847 2023-12-27 10:28:40,005 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_138.pth was removed 2023-12-27 10:28:40,140 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-27 10:28:40,141 - pyskl - INFO - Best top1_acc is 0.9089 at 139 epoch. 2023-12-27 10:28:40,144 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9089, top5_acc: 0.9847 2023-12-27 10:29:19,666 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:44:16, time: 0.395, data_time: 0.173, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 10:29:41,690 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:43:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 10:30:03,744 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:43:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 10:30:25,867 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:43:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:30:47,988 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:42:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 10:31:10,130 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:42:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:31:32,246 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:41:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 10:31:54,453 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:41:36, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 10:32:16,596 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:41:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 10:32:38,747 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:40:50, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:33:00,934 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:40:27, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:33:23,070 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:40:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:33:45,223 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:39:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 2023-12-27 10:34:07,298 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:39:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:34:29,383 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:38:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:34:51,548 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:38:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 10:35:13,694 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:38:10, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 10:35:35,855 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:37:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 10:35:58,020 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:37:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 10:36:20,137 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:37:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:36:42,152 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:36:39, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:37:04,147 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:36:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:37:26,159 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:35:54, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 10:37:48,180 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:35:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:38:10,266 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:35:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:38:12,050 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-27 10:39:28,492 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:39:28,564 - pyskl - INFO - top1_acc 0.9065 top5_acc 0.9838 2023-12-27 10:39:28,568 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9065, top5_acc: 0.9838 2023-12-27 10:40:07,747 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:34:45, time: 0.392, data_time: 0.170, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 10:40:29,875 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:34:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-27 10:40:51,949 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:33:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:41:13,989 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:33:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:41:36,091 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:33:13, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 10:41:58,272 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:32:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 10:42:20,405 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:32:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 10:42:42,448 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:32:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 2023-12-27 10:43:04,472 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:31:42, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:43:26,468 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:31:19, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:43:48,469 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:30:57, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 10:44:10,469 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:30:34, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 10:44:32,474 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:30:11, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 10:44:54,565 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:29:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:45:16,633 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:29:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 10:45:38,702 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:29:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:46:00,806 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:28:40, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:46:22,947 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:28:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 10:46:45,077 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:27:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:47:07,195 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:27:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 10:47:29,350 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:27:08, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 10:47:51,547 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:26:46, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 10:48:13,623 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:26:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 10:48:35,726 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:26:00, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 10:48:57,827 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:25:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 10:48:59,624 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-27 10:50:16,147 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 10:50:16,217 - pyskl - INFO - top1_acc 0.9082 top5_acc 0.9845 2023-12-27 10:50:16,220 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9082, top5_acc: 0.9845 2023-12-27 10:50:55,362 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:25:14, time: 0.391, data_time: 0.171, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 10:51:17,340 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:24:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:51:39,404 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:24:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 10:52:01,451 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:24:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 2023-12-27 10:52:23,490 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:23:43, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 10:52:45,543 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:23:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 10:53:07,720 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:22:57, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 10:53:29,855 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:22:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:53:51,984 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:22:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 10:54:14,064 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:21:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 10:54:36,127 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:21:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 10:54:58,181 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:21:03, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 10:55:20,218 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:20:40, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:55:42,264 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:20:17, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-27 10:56:04,329 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:19:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 10:56:26,389 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:19:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 10:56:48,466 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:19:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 10:57:10,493 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:18:46, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 10:57:32,480 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:18:23, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 10:57:54,513 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:18:00, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 10:58:16,650 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:17:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 10:58:38,720 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:17:15, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 10:59:00,763 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:16:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 10:59:22,863 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:16:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 10:59:45,055 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:16:06, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 10:59:46,881 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-27 11:01:03,887 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:01:03,957 - pyskl - INFO - top1_acc 0.9104 top5_acc 0.9846 2023-12-27 11:01:03,962 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_139.pth was removed 2023-12-27 11:01:04,205 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. 2023-12-27 11:01:04,205 - pyskl - INFO - Best top1_acc is 0.9104 at 142 epoch. 2023-12-27 11:01:04,209 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9104, top5_acc: 0.9846 2023-12-27 11:01:43,789 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:15:43, time: 0.396, data_time: 0.175, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 11:02:05,867 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:15:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:02:27,970 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:14:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:02:50,118 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:14:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 11:03:12,220 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:14:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:03:34,282 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:13:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 2023-12-27 11:03:56,352 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:13:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 11:04:18,590 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:13:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 11:04:40,728 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:12:41, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 11:05:02,838 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:12:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 11:05:25,006 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:11:55, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 11:05:47,117 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:11:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 11:06:09,212 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:11:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:06:31,257 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:10:46, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-27 11:06:53,362 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:10:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 2023-12-27 11:07:15,368 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:10:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 11:07:37,440 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:09:38, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 11:07:59,476 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:09:15, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 11:08:21,510 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:08:52, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 11:08:43,574 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:08:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 11:09:05,652 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:08:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 11:09:27,686 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:07:44, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 11:09:49,781 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:07:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-27 11:10:11,929 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:06:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 11:10:33,981 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:06:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 11:10:35,753 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-27 11:11:52,059 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:11:52,128 - pyskl - INFO - top1_acc 0.9077 top5_acc 0.9847 2023-12-27 11:11:52,132 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9077, top5_acc: 0.9847 2023-12-27 11:12:31,476 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:06:12, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-27 11:12:53,594 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:05:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 11:13:15,694 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:05:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 11:13:37,873 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:05:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:14:00,041 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:04:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-27 11:14:22,322 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:04:18, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 11:14:44,596 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:03:55, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 2023-12-27 11:15:06,771 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:03:33, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 11:15:29,030 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:03:10, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 11:15:51,135 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:02:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:16:13,132 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:02:24, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-27 11:16:35,141 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:02:01, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 11:16:57,169 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:01:38, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-27 11:17:19,190 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:01:16, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:17:41,212 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:00:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 11:18:03,276 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:00:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 11:18:25,385 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:00:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 2023-12-27 11:18:47,510 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 0:59:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-27 11:19:09,658 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 0:59:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:19:31,843 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 0:58:59, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-27 11:19:53,986 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 0:58:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:20:16,214 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 0:58:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 11:20:38,356 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 0:57:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 2023-12-27 11:21:00,520 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:57:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 11:21:22,764 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:57:05, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 11:21:24,546 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-27 11:22:41,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:22:41,224 - pyskl - INFO - top1_acc 0.9081 top5_acc 0.9845 2023-12-27 11:22:41,228 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9081, top5_acc: 0.9845 2023-12-27 11:23:20,510 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:56:41, time: 0.393, data_time: 0.172, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:23:42,633 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:56:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:24:04,669 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:55:56, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 11:24:26,735 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:55:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 11:24:48,782 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:55:10, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 11:25:10,842 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:54:47, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 11:25:32,951 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:54:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:25:55,069 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:54:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 11:26:17,200 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:53:39, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:26:39,314 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:53:16, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 11:27:01,550 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:52:53, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 11:27:23,690 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:52:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 11:27:45,788 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:52:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 11:28:07,877 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:51:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 11:28:29,950 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:51:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 11:28:52,026 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:50:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 11:29:14,174 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:50:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 11:29:36,450 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:50:14, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:29:58,606 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:49:51, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 11:30:20,695 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:49:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:30:42,735 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:49:05, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:31:04,881 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:48:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-27 11:31:26,947 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:48:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 2023-12-27 11:31:49,034 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:47:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 2023-12-27 11:32:11,162 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:47:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 11:32:12,905 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-27 11:33:29,683 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:33:29,754 - pyskl - INFO - top1_acc 0.9086 top5_acc 0.9842 2023-12-27 11:33:29,757 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9086, top5_acc: 0.9842 2023-12-27 11:34:09,113 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:47:11, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 11:34:31,196 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:46:48, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 11:34:53,277 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:46:25, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:35:15,398 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:46:02, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:35:37,560 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:45:39, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 11:35:59,734 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:45:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 11:36:21,878 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:44:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 11:36:44,013 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:44:31, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:37:06,110 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:44:08, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 11:37:28,256 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:43:45, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 11:37:50,390 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:43:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 11:38:12,625 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:43:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-27 11:38:34,766 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:42:37, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-27 11:38:56,867 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:42:14, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 11:39:18,967 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:41:51, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 11:39:41,082 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:41:29, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 11:40:03,183 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:41:06, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:40:25,329 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:40:43, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 11:40:47,437 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:40:20, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-27 11:41:09,573 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:39:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 11:41:31,605 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:39:35, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-27 11:41:53,699 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:39:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-27 11:42:15,782 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:38:49, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 2023-12-27 11:42:37,840 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:38:26, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 11:42:59,910 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:38:04, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 11:43:01,603 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-27 11:44:18,285 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:44:18,356 - pyskl - INFO - top1_acc 0.9085 top5_acc 0.9839 2023-12-27 11:44:18,359 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9085, top5_acc: 0.9839 2023-12-27 11:44:57,802 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:37:40, time: 0.394, data_time: 0.173, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 11:45:19,915 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:37:17, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-27 11:45:42,120 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:36:54, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 11:46:04,159 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:36:31, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 2023-12-27 11:46:26,245 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:36:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 2023-12-27 11:46:48,318 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:35:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 11:47:10,501 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:35:23, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 11:47:32,654 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:35:00, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 11:47:54,996 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:34:37, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 11:48:17,189 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:34:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 11:48:39,385 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:33:52, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 11:49:01,603 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:33:29, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 11:49:23,877 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:33:06, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 11:49:45,961 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:32:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:50:08,037 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:32:21, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 11:50:30,123 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:31:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 11:50:52,218 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:31:35, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 11:51:14,298 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:31:12, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 11:51:36,369 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:30:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 11:51:58,490 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:30:27, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 11:52:20,677 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:30:04, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 2023-12-27 11:52:42,876 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:29:41, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 11:53:05,073 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:29:18, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 11:53:27,141 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:28:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 11:53:49,208 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:28:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 11:53:50,894 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-27 11:55:07,693 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 11:55:07,764 - pyskl - INFO - top1_acc 0.9097 top5_acc 0.9839 2023-12-27 11:55:07,768 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9097, top5_acc: 0.9839 2023-12-27 11:55:47,158 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:28:09, time: 0.394, data_time: 0.171, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 11:56:09,253 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:27:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 2023-12-27 11:56:31,374 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:27:23, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 2023-12-27 11:56:53,494 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:27:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 2023-12-27 11:57:15,699 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:26:38, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 2023-12-27 11:57:37,870 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:26:15, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 2023-12-27 11:58:00,136 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:25:52, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 2023-12-27 11:58:22,308 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:25:30, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 2023-12-27 11:58:44,406 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:25:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 11:59:06,650 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:24:44, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 11:59:28,933 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:24:21, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 11:59:51,049 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:23:58, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 2023-12-27 12:00:13,126 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:23:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 12:00:35,280 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:23:13, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-27 12:00:57,409 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:22:50, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 12:01:19,430 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:22:27, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 2023-12-27 12:01:41,423 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:22:04, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 12:02:03,518 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:21:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-27 12:02:25,694 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:21:19, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 12:02:47,785 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:20:56, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 2023-12-27 12:03:09,890 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:20:33, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-27 12:03:32,034 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:20:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 12:03:54,235 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:19:48, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 12:04:16,424 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:19:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 12:04:38,599 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:02, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 12:04:40,312 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-27 12:05:56,562 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:05:56,633 - pyskl - INFO - top1_acc 0.9094 top5_acc 0.9841 2023-12-27 12:05:56,637 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9094, top5_acc: 0.9841 2023-12-27 12:06:36,359 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:18:38, time: 0.397, data_time: 0.176, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 12:06:58,396 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:18:15, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 12:07:20,443 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:17:53, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207 2023-12-27 12:07:42,559 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:17:30, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 12:08:04,635 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:07, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 12:08:26,736 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:16:44, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 12:08:48,780 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:16:22, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 2023-12-27 12:09:10,861 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:15:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 12:09:32,879 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:15:36, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 2023-12-27 12:09:54,849 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:13, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 12:10:16,874 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:14:50, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-27 12:10:39,071 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:14:28, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 12:11:01,124 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 2023-12-27 12:11:23,178 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:13:42, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 12:11:45,236 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:19, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 12:12:07,337 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:12:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 12:12:29,477 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:12:34, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 2023-12-27 12:12:51,572 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:11, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 2023-12-27 12:13:13,903 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:11:48, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 12:13:36,098 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:25, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 2023-12-27 12:13:58,297 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:03, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 12:14:20,569 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:10:40, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 12:14:42,771 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:17, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 12:15:04,861 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:09:54, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 2023-12-27 12:15:26,987 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 2023-12-27 12:15:28,873 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-27 12:16:45,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:16:45,687 - pyskl - INFO - top1_acc 0.9097 top5_acc 0.9842 2023-12-27 12:16:45,690 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9097, top5_acc: 0.9842 2023-12-27 12:17:24,886 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:07, time: 0.392, data_time: 0.169, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 12:17:47,110 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:08:45, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 2023-12-27 12:18:09,210 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:22, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 2023-12-27 12:18:31,275 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:07:59, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 2023-12-27 12:18:53,334 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:36, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 12:19:15,309 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:14, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-27 12:19:37,292 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:06:51, time: 0.220, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 2023-12-27 12:19:59,361 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:28, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 2023-12-27 12:20:21,460 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:05, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 12:20:43,618 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:42, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 2023-12-27 12:21:05,783 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:20, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 2023-12-27 12:21:27,842 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:04:57, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 12:21:50,007 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:34, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 12:22:12,229 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:11, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 12:22:34,428 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:49, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 12:22:56,645 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:26, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 2023-12-27 12:23:18,901 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:03, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 2023-12-27 12:23:41,092 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:40, time: 0.222, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 2023-12-27 12:24:03,228 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:18, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 2023-12-27 12:24:25,289 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:01:55, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-27 12:24:47,375 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:32, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 2023-12-27 12:25:09,500 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:09, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 2023-12-27 12:25:31,634 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:46, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 2023-12-27 12:25:53,742 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:24, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 2023-12-27 12:26:15,851 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.221, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 2023-12-27 12:26:17,623 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-27 12:27:34,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-27 12:27:34,070 - pyskl - INFO - top1_acc 0.9098 top5_acc 0.9850 2023-12-27 12:27:34,074 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9098, top5_acc: 0.9850 2023-12-27 12:27:51,115 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-27 12:37:57,318 - pyskl - INFO - Testing results of the last checkpoint 2023-12-27 12:37:57,318 - pyskl - INFO - top1_acc: 0.9126 2023-12-27 12:37:57,318 - pyskl - INFO - top5_acc: 0.9853 2023-12-27 12:37:57,319 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/j_2/best_top1_acc_epoch_142.pth 2023-12-27 12:48:05,261 - pyskl - INFO - Testing results of the best checkpoint 2023-12-27 12:48:05,261 - pyskl - INFO - top1_acc: 0.9136 2023-12-27 12:48:05,262 - pyskl - INFO - top5_acc: 0.9854