2023-12-18 14:30:57,650 - 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+ ------------------------------------------------------------ 2023-12-18 14:30:57,950 - pyskl - INFO - Config: modality = 'j' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu120_xsub/j_1' 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=120, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), 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/ntu120_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), 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/ntu120_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/ntu120_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) 2023-12-18 14:30:57,951 - pyskl - INFO - Set random seed to 583848630, deterministic: False 2023-12-18 14:31:07,381 - pyskl - INFO - 63026 videos remain after valid thresholding 2023-12-18 14:31:20,366 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-18 14:31:20,421 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1 2023-12-18 14:31:20,421 - 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 -------------------- 2023-12-18 14:31:20,422 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-18 14:31:20,422 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1 by HardDiskBackend. 2023-12-18 14:32:09,308 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 3 days, 8:13:58, time: 0.489, data_time: 0.255, memory: 6526, top1_acc: 0.0206, top5_acc: 0.1006, loss_cls: 6.6741, loss: 6.6741 2023-12-18 14:32:31,706 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 2 days, 10:29:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.0312, top5_acc: 0.1406, loss_cls: 6.3419, loss: 6.3419 2023-12-18 14:32:54,359 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 2 days, 3:22:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.0338, top5_acc: 0.1469, loss_cls: 6.2572, loss: 6.2572 2023-12-18 14:33:16,872 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 1 day, 23:45:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.0519, top5_acc: 0.1925, loss_cls: 6.1614, loss: 6.1614 2023-12-18 14:33:39,340 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 1 day, 21:34:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.0675, top5_acc: 0.2194, loss_cls: 6.2761, loss: 6.2761 2023-12-18 14:34:02,048 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 1 day, 20:10:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.0725, top5_acc: 0.2462, loss_cls: 6.6659, loss: 6.6659 2023-12-18 14:34:24,624 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 1 day, 19:08:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.0781, top5_acc: 0.2819, loss_cls: 6.9296, loss: 6.9296 2023-12-18 14:34:47,173 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 1 day, 18:22:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.0731, top5_acc: 0.2656, loss_cls: 6.7987, loss: 6.7987 2023-12-18 14:35:09,724 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 1 day, 17:45:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.0756, top5_acc: 0.2662, loss_cls: 6.7918, loss: 6.7918 2023-12-18 14:35:32,277 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 1 day, 17:16:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.0813, top5_acc: 0.3075, loss_cls: 6.7072, loss: 6.7072 2023-12-18 14:35:54,904 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 1 day, 16:53:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.1025, top5_acc: 0.3506, loss_cls: 6.5591, loss: 6.5591 2023-12-18 14:36:17,492 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 1 day, 16:33:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.1125, top5_acc: 0.3581, loss_cls: 6.4353, loss: 6.4353 2023-12-18 14:36:40,238 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 1 day, 16:17:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.1288, top5_acc: 0.3856, loss_cls: 6.3283, loss: 6.3283 2023-12-18 14:37:02,841 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 1 day, 16:03:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.1350, top5_acc: 0.4244, loss_cls: 6.0033, loss: 6.0033 2023-12-18 14:37:25,287 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 1 day, 15:49:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.1556, top5_acc: 0.4363, loss_cls: 5.8529, loss: 5.8529 2023-12-18 14:37:47,821 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 1 day, 15:38:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.1650, top5_acc: 0.4644, loss_cls: 5.6780, loss: 5.6780 2023-12-18 14:38:10,372 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 1 day, 15:28:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.1744, top5_acc: 0.4913, loss_cls: 5.5542, loss: 5.5542 2023-12-18 14:38:32,986 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 1 day, 15:19:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.1944, top5_acc: 0.5100, loss_cls: 5.3828, loss: 5.3828 2023-12-18 14:38:55,535 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 1 day, 15:11:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.2050, top5_acc: 0.5144, loss_cls: 5.3007, loss: 5.3007 2023-12-18 14:39:18,217 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 1 day, 15:05:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.2006, top5_acc: 0.5212, loss_cls: 5.2585, loss: 5.2585 2023-12-18 14:39:40,752 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 1 day, 14:58:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.2031, top5_acc: 0.5463, loss_cls: 5.1404, loss: 5.1404 2023-12-18 14:40:03,326 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 1 day, 14:52:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.2406, top5_acc: 0.5925, loss_cls: 4.9026, loss: 4.9026 2023-12-18 14:40:25,764 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 1 day, 14:46:18, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.2569, top5_acc: 0.6031, loss_cls: 4.8944, loss: 4.8944 2023-12-18 14:40:48,285 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 1 day, 14:41:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.2725, top5_acc: 0.6169, loss_cls: 4.7520, loss: 4.7520 2023-12-18 14:41:10,959 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 1 day, 14:36:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.2537, top5_acc: 0.6012, loss_cls: 4.8055, loss: 4.8055 2023-12-18 14:41:33,596 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 1 day, 14:32:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.2581, top5_acc: 0.6081, loss_cls: 4.7778, loss: 4.7778 2023-12-18 14:41:56,185 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 1 day, 14:28:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.2644, top5_acc: 0.6100, loss_cls: 4.7436, loss: 4.7436 2023-12-18 14:42:18,776 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 1 day, 14:24:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.2669, top5_acc: 0.6269, loss_cls: 4.7823, loss: 4.7823 2023-12-18 14:42:41,371 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 1 day, 14:21:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.2894, top5_acc: 0.6512, loss_cls: 4.5397, loss: 4.5397 2023-12-18 14:43:04,009 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 1 day, 14:18:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3006, top5_acc: 0.6494, loss_cls: 4.5660, loss: 4.5660 2023-12-18 14:43:26,659 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 1 day, 14:15:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3187, top5_acc: 0.6775, loss_cls: 4.4740, loss: 4.4740 2023-12-18 14:43:49,389 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 1 day, 14:12:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.3225, top5_acc: 0.6831, loss_cls: 4.4258, loss: 4.4258 2023-12-18 14:44:12,077 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 1 day, 14:10:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.3262, top5_acc: 0.6731, loss_cls: 4.4181, loss: 4.4181 2023-12-18 14:44:34,561 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 1 day, 14:07:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3475, top5_acc: 0.6887, loss_cls: 4.3057, loss: 4.3057 2023-12-18 14:44:57,076 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 1 day, 14:04:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3281, top5_acc: 0.6875, loss_cls: 4.3630, loss: 4.3630 2023-12-18 14:45:19,714 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 1 day, 14:02:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3494, top5_acc: 0.6950, loss_cls: 4.3468, loss: 4.3468 2023-12-18 14:45:42,288 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 1 day, 13:59:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3556, top5_acc: 0.7069, loss_cls: 4.2459, loss: 4.2459 2023-12-18 14:46:05,046 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 1 day, 13:58:12, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.3656, top5_acc: 0.7063, loss_cls: 4.2138, loss: 4.2138 2023-12-18 14:46:27,658 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 1 day, 13:56:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3744, top5_acc: 0.7319, loss_cls: 4.1329, loss: 4.1329 2023-12-18 14:46:37,231 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-18 14:50:14,276 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 14:50:15,159 - pyskl - INFO - top1_acc 0.3118 top5_acc 0.6486 2023-12-18 14:50:15,307 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-18 14:50:15,310 - pyskl - INFO - Best top1_acc is 0.3118 at 1 epoch. 2023-12-18 14:50:15,341 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.3118, top5_acc: 0.6486 2023-12-18 14:51:02,088 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 1 day, 14:29:55, time: 0.467, data_time: 0.242, memory: 6526, top1_acc: 0.3937, top5_acc: 0.7338, loss_cls: 4.1345, loss: 4.1345 2023-12-18 14:51:24,690 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 1 day, 14:27:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4037, top5_acc: 0.7544, loss_cls: 4.0503, loss: 4.0503 2023-12-18 14:51:47,308 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 1 day, 14:24:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3819, top5_acc: 0.7406, loss_cls: 4.1293, loss: 4.1293 2023-12-18 14:52:09,808 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 1 day, 14:21:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.3837, top5_acc: 0.7400, loss_cls: 4.1165, loss: 4.1165 2023-12-18 14:52:32,465 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 1 day, 14:19:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.3937, top5_acc: 0.7350, loss_cls: 4.0670, loss: 4.0670 2023-12-18 14:52:55,035 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 1 day, 14:16:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.3887, top5_acc: 0.7488, loss_cls: 4.1052, loss: 4.1052 2023-12-18 14:53:17,647 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 1 day, 14:14:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4194, top5_acc: 0.7725, loss_cls: 3.9541, loss: 3.9541 2023-12-18 14:53:40,277 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 1 day, 14:12:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4094, top5_acc: 0.7600, loss_cls: 3.9864, loss: 3.9864 2023-12-18 14:54:02,731 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 1 day, 14:10:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4056, top5_acc: 0.7569, loss_cls: 4.0534, loss: 4.0534 2023-12-18 14:54:25,270 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 1 day, 14:07:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4450, top5_acc: 0.7794, loss_cls: 3.8771, loss: 3.8771 2023-12-18 14:54:47,820 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 1 day, 14:05:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4363, top5_acc: 0.7819, loss_cls: 3.9204, loss: 3.9204 2023-12-18 14:55:10,369 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 1 day, 14:03:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4350, top5_acc: 0.7769, loss_cls: 3.9052, loss: 3.9052 2023-12-18 14:55:32,971 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 1 day, 14:01:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4369, top5_acc: 0.7850, loss_cls: 3.8991, loss: 3.8991 2023-12-18 14:55:55,530 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 1 day, 14:00:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4469, top5_acc: 0.7744, loss_cls: 3.8768, loss: 3.8768 2023-12-18 14:56:18,241 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 1 day, 13:58:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4325, top5_acc: 0.7856, loss_cls: 3.8913, loss: 3.8913 2023-12-18 14:56:40,833 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 1 day, 13:56:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4650, top5_acc: 0.8056, loss_cls: 3.8092, loss: 3.8092 2023-12-18 14:57:03,286 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 1 day, 13:54:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4781, top5_acc: 0.7919, loss_cls: 3.7796, loss: 3.7796 2023-12-18 14:57:25,803 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 1 day, 13:53:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4500, top5_acc: 0.7963, loss_cls: 3.8090, loss: 3.8090 2023-12-18 14:57:48,344 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 1 day, 13:51:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4525, top5_acc: 0.7956, loss_cls: 3.8488, loss: 3.8488 2023-12-18 14:58:11,022 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 1 day, 13:50:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4569, top5_acc: 0.8031, loss_cls: 3.7747, loss: 3.7747 2023-12-18 14:58:33,591 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 1 day, 13:48:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4894, top5_acc: 0.8187, loss_cls: 3.7318, loss: 3.7318 2023-12-18 14:58:56,145 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 1 day, 13:47:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4819, top5_acc: 0.8081, loss_cls: 3.7378, loss: 3.7378 2023-12-18 14:59:18,729 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 1 day, 13:45:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4631, top5_acc: 0.8019, loss_cls: 3.7578, loss: 3.7578 2023-12-18 14:59:41,296 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 1 day, 13:44:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4913, top5_acc: 0.8156, loss_cls: 3.6939, loss: 3.6939 2023-12-18 15:00:03,996 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 1 day, 13:42:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4738, top5_acc: 0.8200, loss_cls: 3.7450, loss: 3.7450 2023-12-18 15:00:26,592 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 1 day, 13:41:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.4813, top5_acc: 0.8300, loss_cls: 3.6723, loss: 3.6723 2023-12-18 15:00:49,108 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 1 day, 13:40:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4894, top5_acc: 0.8344, loss_cls: 3.6629, loss: 3.6629 2023-12-18 15:01:11,648 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 1 day, 13:38:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5012, top5_acc: 0.8250, loss_cls: 3.6704, loss: 3.6704 2023-12-18 15:01:34,305 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 1 day, 13:37:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4900, top5_acc: 0.8181, loss_cls: 3.6574, loss: 3.6574 2023-12-18 15:01:56,893 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 1 day, 13:36:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5056, top5_acc: 0.8025, loss_cls: 3.6586, loss: 3.6586 2023-12-18 15:02:19,536 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 1 day, 13:35:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5062, top5_acc: 0.8381, loss_cls: 3.5554, loss: 3.5554 2023-12-18 15:02:42,025 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 1 day, 13:34:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.4913, top5_acc: 0.8275, loss_cls: 3.6686, loss: 3.6686 2023-12-18 15:03:04,740 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 1 day, 13:33:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.4950, top5_acc: 0.8206, loss_cls: 3.6518, loss: 3.6518 2023-12-18 15:03:27,214 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 1 day, 13:31:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5031, top5_acc: 0.8325, loss_cls: 3.6131, loss: 3.6131 2023-12-18 15:03:49,808 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 1 day, 13:30:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5038, top5_acc: 0.8200, loss_cls: 3.6524, loss: 3.6524 2023-12-18 15:04:12,343 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 1 day, 13:29:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5300, top5_acc: 0.8363, loss_cls: 3.5762, loss: 3.5762 2023-12-18 15:04:35,046 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 1 day, 13:28:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.5288, top5_acc: 0.8363, loss_cls: 3.5490, loss: 3.5490 2023-12-18 15:04:57,540 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 1 day, 13:27:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5363, top5_acc: 0.8337, loss_cls: 3.5313, loss: 3.5313 2023-12-18 15:05:19,992 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 1 day, 13:26:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5269, top5_acc: 0.8556, loss_cls: 3.5023, loss: 3.5023 2023-12-18 15:05:29,565 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-18 15:09:04,895 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 15:09:05,430 - pyskl - INFO - top1_acc 0.4718 top5_acc 0.8090 2023-12-18 15:09:05,434 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_1.pth was removed 2023-12-18 15:09:05,577 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-18 15:09:05,580 - pyskl - INFO - Best top1_acc is 0.4718 at 2 epoch. 2023-12-18 15:09:05,604 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.4718, top5_acc: 0.8090 2023-12-18 15:09:51,841 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 1 day, 13:42:29, time: 0.462, data_time: 0.236, memory: 6526, top1_acc: 0.5500, top5_acc: 0.8519, loss_cls: 3.4937, loss: 3.4937 2023-12-18 15:10:14,456 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 1 day, 13:41:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5425, top5_acc: 0.8644, loss_cls: 3.4713, loss: 3.4713 2023-12-18 15:10:36,934 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 1 day, 13:39:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5331, top5_acc: 0.8413, loss_cls: 3.5520, loss: 3.5520 2023-12-18 15:10:59,496 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 1 day, 13:38:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5312, top5_acc: 0.8581, loss_cls: 3.4634, loss: 3.4634 2023-12-18 15:11:21,906 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 1 day, 13:37:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5475, top5_acc: 0.8688, loss_cls: 3.4285, loss: 3.4285 2023-12-18 15:11:44,541 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 1 day, 13:36:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5375, top5_acc: 0.8550, loss_cls: 3.4841, loss: 3.4841 2023-12-18 15:12:07,216 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 1 day, 13:35:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.5363, top5_acc: 0.8413, loss_cls: 3.5327, loss: 3.5327 2023-12-18 15:12:29,680 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 1 day, 13:34:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5300, top5_acc: 0.8425, loss_cls: 3.5345, loss: 3.5345 2023-12-18 15:12:52,315 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 1 day, 13:32:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5737, top5_acc: 0.8712, loss_cls: 3.3654, loss: 3.3654 2023-12-18 15:13:14,817 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 1 day, 13:31:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5275, top5_acc: 0.8494, loss_cls: 3.4844, loss: 3.4844 2023-12-18 15:13:37,458 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 1 day, 13:30:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5450, top5_acc: 0.8612, loss_cls: 3.4692, loss: 3.4692 2023-12-18 15:14:00,067 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 1 day, 13:29:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5481, top5_acc: 0.8650, loss_cls: 3.4381, loss: 3.4381 2023-12-18 15:14:22,675 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 1 day, 13:28:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5494, top5_acc: 0.8475, loss_cls: 3.4877, loss: 3.4877 2023-12-18 15:14:45,298 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 1 day, 13:27:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5506, top5_acc: 0.8756, loss_cls: 3.3875, loss: 3.3875 2023-12-18 15:15:07,915 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 1 day, 13:26:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5531, top5_acc: 0.8556, loss_cls: 3.4525, loss: 3.4525 2023-12-18 15:15:30,513 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 1 day, 13:25:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5556, top5_acc: 0.8581, loss_cls: 3.4551, loss: 3.4551 2023-12-18 15:15:53,074 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 1 day, 13:24:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5456, top5_acc: 0.8619, loss_cls: 3.4758, loss: 3.4758 2023-12-18 15:16:15,626 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 1 day, 13:23:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5563, top5_acc: 0.8656, loss_cls: 3.4421, loss: 3.4421 2023-12-18 15:16:38,224 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 1 day, 13:22:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5825, top5_acc: 0.8644, loss_cls: 3.3677, loss: 3.3677 2023-12-18 15:17:00,847 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 1 day, 13:21:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5706, top5_acc: 0.8769, loss_cls: 3.3765, loss: 3.3765 2023-12-18 15:17:23,472 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 1 day, 13:21:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5656, top5_acc: 0.8650, loss_cls: 3.4174, loss: 3.4174 2023-12-18 15:17:45,989 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 1 day, 13:20:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5619, top5_acc: 0.8662, loss_cls: 3.3902, loss: 3.3902 2023-12-18 15:18:08,431 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 1 day, 13:19:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5919, top5_acc: 0.8869, loss_cls: 3.3051, loss: 3.3051 2023-12-18 15:18:30,967 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 1 day, 13:18:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5575, top5_acc: 0.8775, loss_cls: 3.3694, loss: 3.3694 2023-12-18 15:18:53,516 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 1 day, 13:17:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5837, top5_acc: 0.8825, loss_cls: 3.3057, loss: 3.3057 2023-12-18 15:19:16,037 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 1 day, 13:16:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5900, top5_acc: 0.8825, loss_cls: 3.3210, loss: 3.3210 2023-12-18 15:19:38,675 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 1 day, 13:15:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5750, top5_acc: 0.8756, loss_cls: 3.3444, loss: 3.3444 2023-12-18 15:20:01,215 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 1 day, 13:14:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5587, top5_acc: 0.8531, loss_cls: 3.4113, loss: 3.4113 2023-12-18 15:20:23,755 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 1 day, 13:13:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5669, top5_acc: 0.8531, loss_cls: 3.3988, loss: 3.3988 2023-12-18 15:20:46,282 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 1 day, 13:12:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5731, top5_acc: 0.8744, loss_cls: 3.3354, loss: 3.3354 2023-12-18 15:21:08,899 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 1 day, 13:11:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5819, top5_acc: 0.8862, loss_cls: 3.3174, loss: 3.3174 2023-12-18 15:21:31,497 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 1 day, 13:11:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5819, top5_acc: 0.8788, loss_cls: 3.3425, loss: 3.3425 2023-12-18 15:21:53,990 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 1 day, 13:10:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5981, top5_acc: 0.8762, loss_cls: 3.2697, loss: 3.2697 2023-12-18 15:22:16,425 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 1 day, 13:09:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.5962, top5_acc: 0.8994, loss_cls: 3.2347, loss: 3.2347 2023-12-18 15:22:38,959 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 1 day, 13:08:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5881, top5_acc: 0.8800, loss_cls: 3.3089, loss: 3.3089 2023-12-18 15:23:01,473 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 1 day, 13:07:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5863, top5_acc: 0.8719, loss_cls: 3.3342, loss: 3.3342 2023-12-18 15:23:24,063 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 1 day, 13:06:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5737, top5_acc: 0.8806, loss_cls: 3.3420, loss: 3.3420 2023-12-18 15:23:46,652 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 1 day, 13:06:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5938, top5_acc: 0.8850, loss_cls: 3.2725, loss: 3.2725 2023-12-18 15:24:09,277 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 1 day, 13:05:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6000, top5_acc: 0.8769, loss_cls: 3.2482, loss: 3.2482 2023-12-18 15:24:18,750 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-18 15:27:53,317 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 15:27:53,943 - pyskl - INFO - top1_acc 0.5472 top5_acc 0.8551 2023-12-18 15:27:53,949 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_2.pth was removed 2023-12-18 15:27:54,106 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-18 15:27:54,108 - pyskl - INFO - Best top1_acc is 0.5472 at 3 epoch. 2023-12-18 15:27:54,132 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.5472, top5_acc: 0.8551 2023-12-18 15:28:40,331 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 1 day, 13:16:02, time: 0.462, data_time: 0.236, memory: 6526, top1_acc: 0.5900, top5_acc: 0.8800, loss_cls: 3.2853, loss: 3.2853 2023-12-18 15:29:02,843 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 1 day, 13:15:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6069, top5_acc: 0.8925, loss_cls: 3.2624, loss: 3.2624 2023-12-18 15:29:25,359 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 1 day, 13:14:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5825, top5_acc: 0.8856, loss_cls: 3.2961, loss: 3.2961 2023-12-18 15:29:47,843 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 1 day, 13:13:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6088, top5_acc: 0.8838, loss_cls: 3.2940, loss: 3.2940 2023-12-18 15:30:10,410 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 1 day, 13:12:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6038, top5_acc: 0.8869, loss_cls: 3.2683, loss: 3.2683 2023-12-18 15:30:33,104 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 1 day, 13:11:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.5875, top5_acc: 0.8875, loss_cls: 3.3000, loss: 3.3000 2023-12-18 15:30:55,694 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 1 day, 13:10:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6294, top5_acc: 0.8844, loss_cls: 3.2241, loss: 3.2241 2023-12-18 15:31:18,296 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 1 day, 13:10:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5700, top5_acc: 0.8781, loss_cls: 3.3474, loss: 3.3474 2023-12-18 15:31:40,872 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 1 day, 13:09:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6156, top5_acc: 0.8762, loss_cls: 3.2623, loss: 3.2623 2023-12-18 15:32:03,461 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 1 day, 13:08:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6006, top5_acc: 0.8838, loss_cls: 3.2548, loss: 3.2548 2023-12-18 15:32:26,016 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 1 day, 13:07:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6175, top5_acc: 0.9038, loss_cls: 3.1791, loss: 3.1791 2023-12-18 15:32:48,645 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 1 day, 13:06:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5787, top5_acc: 0.8862, loss_cls: 3.3008, loss: 3.3008 2023-12-18 15:33:11,226 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 1 day, 13:06:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6256, top5_acc: 0.9056, loss_cls: 3.1801, loss: 3.1801 2023-12-18 15:33:33,826 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 1 day, 13:05:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6069, top5_acc: 0.8931, loss_cls: 3.2513, loss: 3.2513 2023-12-18 15:33:56,311 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 1 day, 13:04:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6225, top5_acc: 0.8888, loss_cls: 3.1844, loss: 3.1844 2023-12-18 15:34:18,785 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 1 day, 13:03:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6275, top5_acc: 0.8825, loss_cls: 3.2133, loss: 3.2133 2023-12-18 15:34:41,437 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 1 day, 13:03:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.5900, top5_acc: 0.8844, loss_cls: 3.2755, loss: 3.2755 2023-12-18 15:35:03,947 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 1 day, 13:02:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6112, top5_acc: 0.8969, loss_cls: 3.1766, loss: 3.1766 2023-12-18 15:35:26,496 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 1 day, 13:01:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6181, top5_acc: 0.8912, loss_cls: 3.2408, loss: 3.2408 2023-12-18 15:35:49,127 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 1 day, 13:00:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5706, top5_acc: 0.8862, loss_cls: 3.2791, loss: 3.2791 2023-12-18 15:36:11,676 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 1 day, 13:00:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.5938, top5_acc: 0.8781, loss_cls: 3.2742, loss: 3.2742 2023-12-18 15:36:34,254 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 1 day, 12:59:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6181, top5_acc: 0.8988, loss_cls: 3.2079, loss: 3.2079 2023-12-18 15:36:56,879 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 1 day, 12:58:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6119, top5_acc: 0.8881, loss_cls: 3.2088, loss: 3.2088 2023-12-18 15:37:19,479 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 1 day, 12:57:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6369, top5_acc: 0.8988, loss_cls: 3.1458, loss: 3.1458 2023-12-18 15:37:42,074 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 1 day, 12:57:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6075, top5_acc: 0.8981, loss_cls: 3.2154, loss: 3.2154 2023-12-18 15:38:04,682 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 1 day, 12:56:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6162, top5_acc: 0.9044, loss_cls: 3.1857, loss: 3.1857 2023-12-18 15:38:27,214 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 1 day, 12:55:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6300, top5_acc: 0.8956, loss_cls: 3.1704, loss: 3.1704 2023-12-18 15:38:49,825 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 1 day, 12:55:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6081, top5_acc: 0.8925, loss_cls: 3.2605, loss: 3.2605 2023-12-18 15:39:12,427 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 1 day, 12:54:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6081, top5_acc: 0.8919, loss_cls: 3.2259, loss: 3.2259 2023-12-18 15:39:34,983 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 1 day, 12:53:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6081, top5_acc: 0.8850, loss_cls: 3.2491, loss: 3.2491 2023-12-18 15:39:57,609 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 1 day, 12:53:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6306, top5_acc: 0.8900, loss_cls: 3.1714, loss: 3.1714 2023-12-18 15:40:20,138 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 1 day, 12:52:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6194, top5_acc: 0.9106, loss_cls: 3.1575, loss: 3.1575 2023-12-18 15:40:42,700 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 1 day, 12:51:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6250, top5_acc: 0.8988, loss_cls: 3.1764, loss: 3.1764 2023-12-18 15:41:05,163 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 1 day, 12:50:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6162, top5_acc: 0.8994, loss_cls: 3.1646, loss: 3.1646 2023-12-18 15:41:27,800 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 1 day, 12:50:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.5881, top5_acc: 0.8881, loss_cls: 3.3076, loss: 3.3076 2023-12-18 15:41:50,430 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 1 day, 12:49:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6062, top5_acc: 0.8825, loss_cls: 3.2719, loss: 3.2719 2023-12-18 15:42:13,016 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 1 day, 12:48:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6050, top5_acc: 0.8969, loss_cls: 3.2287, loss: 3.2287 2023-12-18 15:42:35,607 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 1 day, 12:48:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6325, top5_acc: 0.8988, loss_cls: 3.1477, loss: 3.1477 2023-12-18 15:42:58,173 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 1 day, 12:47:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6250, top5_acc: 0.8806, loss_cls: 3.2145, loss: 3.2145 2023-12-18 15:43:07,610 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-18 15:46:42,539 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 15:46:43,071 - pyskl - INFO - top1_acc 0.5168 top5_acc 0.8438 2023-12-18 15:46:43,101 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5168, top5_acc: 0.8438 2023-12-18 15:47:29,013 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 1 day, 12:55:19, time: 0.459, data_time: 0.233, memory: 6526, top1_acc: 0.6388, top5_acc: 0.8938, loss_cls: 3.1867, loss: 3.1867 2023-12-18 15:47:51,516 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 1 day, 12:54:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6319, top5_acc: 0.8931, loss_cls: 3.1813, loss: 3.1813 2023-12-18 15:48:14,048 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 1 day, 12:53:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6344, top5_acc: 0.9038, loss_cls: 3.1474, loss: 3.1474 2023-12-18 15:48:36,597 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 1 day, 12:53:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6525, top5_acc: 0.8956, loss_cls: 3.1177, loss: 3.1177 2023-12-18 15:48:59,260 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 1 day, 12:52:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6444, top5_acc: 0.9131, loss_cls: 3.1009, loss: 3.1009 2023-12-18 15:49:21,772 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 1 day, 12:51:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6338, top5_acc: 0.8969, loss_cls: 3.1300, loss: 3.1300 2023-12-18 15:49:44,441 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 1 day, 12:51:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6350, top5_acc: 0.8994, loss_cls: 3.1284, loss: 3.1284 2023-12-18 15:50:07,254 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 1 day, 12:50:34, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.6294, top5_acc: 0.8844, loss_cls: 3.1938, loss: 3.1938 2023-12-18 15:50:29,770 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 1 day, 12:49:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6225, top5_acc: 0.8900, loss_cls: 3.1901, loss: 3.1901 2023-12-18 15:50:52,355 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 1 day, 12:49:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6344, top5_acc: 0.9056, loss_cls: 3.1269, loss: 3.1269 2023-12-18 15:51:15,075 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 1 day, 12:48:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6438, top5_acc: 0.9062, loss_cls: 3.1197, loss: 3.1197 2023-12-18 15:51:37,609 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 1 day, 12:47:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6212, top5_acc: 0.9131, loss_cls: 3.1235, loss: 3.1235 2023-12-18 15:52:00,143 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 1 day, 12:47:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6356, top5_acc: 0.8931, loss_cls: 3.1643, loss: 3.1643 2023-12-18 15:52:22,710 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 1 day, 12:46:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6469, top5_acc: 0.8988, loss_cls: 3.1352, loss: 3.1352 2023-12-18 15:52:45,236 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 1 day, 12:45:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6388, top5_acc: 0.9081, loss_cls: 3.1116, loss: 3.1116 2023-12-18 15:53:07,809 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 1 day, 12:45:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6281, top5_acc: 0.8975, loss_cls: 3.1743, loss: 3.1743 2023-12-18 15:53:30,447 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 1 day, 12:44:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6288, top5_acc: 0.9031, loss_cls: 3.1310, loss: 3.1310 2023-12-18 15:53:53,044 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 1 day, 12:43:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6362, top5_acc: 0.8931, loss_cls: 3.1518, loss: 3.1518 2023-12-18 15:54:15,614 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 1 day, 12:43:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6362, top5_acc: 0.9100, loss_cls: 3.1346, loss: 3.1346 2023-12-18 15:54:38,357 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 1 day, 12:42:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6575, top5_acc: 0.9056, loss_cls: 3.1077, loss: 3.1077 2023-12-18 15:55:01,040 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 1 day, 12:42:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6306, top5_acc: 0.9056, loss_cls: 3.1840, loss: 3.1840 2023-12-18 15:55:23,588 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 1 day, 12:41:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6500, top5_acc: 0.9050, loss_cls: 3.1161, loss: 3.1161 2023-12-18 15:55:45,993 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 1 day, 12:40:46, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6081, top5_acc: 0.8875, loss_cls: 3.2038, loss: 3.2038 2023-12-18 15:56:08,576 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 1 day, 12:40:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6288, top5_acc: 0.9031, loss_cls: 3.1479, loss: 3.1479 2023-12-18 15:56:31,263 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 1 day, 12:39:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6331, top5_acc: 0.9025, loss_cls: 3.1519, loss: 3.1519 2023-12-18 15:56:53,846 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 1 day, 12:38:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6338, top5_acc: 0.9044, loss_cls: 3.1455, loss: 3.1455 2023-12-18 15:57:16,523 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 1 day, 12:38:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6381, top5_acc: 0.9062, loss_cls: 3.1159, loss: 3.1159 2023-12-18 15:57:38,992 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 1 day, 12:37:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6212, top5_acc: 0.9038, loss_cls: 3.1853, loss: 3.1853 2023-12-18 15:58:01,503 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 1 day, 12:37:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6344, top5_acc: 0.9125, loss_cls: 3.1149, loss: 3.1149 2023-12-18 15:58:24,140 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 1 day, 12:36:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6275, top5_acc: 0.9019, loss_cls: 3.1638, loss: 3.1638 2023-12-18 15:58:46,641 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 1 day, 12:35:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6431, top5_acc: 0.8969, loss_cls: 3.1457, loss: 3.1457 2023-12-18 15:59:09,169 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 1 day, 12:35:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6369, top5_acc: 0.8931, loss_cls: 3.1580, loss: 3.1580 2023-12-18 15:59:31,648 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 1 day, 12:34:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6319, top5_acc: 0.8925, loss_cls: 3.1159, loss: 3.1159 2023-12-18 15:59:54,079 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 1 day, 12:33:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6350, top5_acc: 0.9000, loss_cls: 3.1551, loss: 3.1551 2023-12-18 16:00:16,693 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 1 day, 12:33:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6256, top5_acc: 0.9087, loss_cls: 3.1537, loss: 3.1537 2023-12-18 16:00:39,287 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 1 day, 12:32:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6294, top5_acc: 0.9044, loss_cls: 3.1540, loss: 3.1540 2023-12-18 16:01:01,955 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 1 day, 12:32:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6525, top5_acc: 0.9025, loss_cls: 3.1239, loss: 3.1239 2023-12-18 16:01:24,486 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 1 day, 12:31:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6169, top5_acc: 0.8931, loss_cls: 3.1900, loss: 3.1900 2023-12-18 16:01:47,119 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 1 day, 12:30:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6587, top5_acc: 0.9181, loss_cls: 3.0515, loss: 3.0515 2023-12-18 16:01:56,565 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-18 16:05:31,523 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 16:05:32,029 - pyskl - INFO - top1_acc 0.5937 top5_acc 0.8732 2023-12-18 16:05:32,034 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_3.pth was removed 2023-12-18 16:05:32,181 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-18 16:05:32,184 - pyskl - INFO - Best top1_acc is 0.5937 at 5 epoch. 2023-12-18 16:05:32,208 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5937, top5_acc: 0.8732 2023-12-18 16:06:18,209 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 1 day, 12:37:01, time: 0.460, data_time: 0.234, memory: 6526, top1_acc: 0.6325, top5_acc: 0.9044, loss_cls: 3.1152, loss: 3.1152 2023-12-18 16:06:40,816 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 1 day, 12:36:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6556, top5_acc: 0.9044, loss_cls: 3.0766, loss: 3.0766 2023-12-18 16:07:03,266 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 1 day, 12:35:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6587, top5_acc: 0.9113, loss_cls: 3.0714, loss: 3.0714 2023-12-18 16:07:25,718 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 1 day, 12:35:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6500, top5_acc: 0.9163, loss_cls: 3.0769, loss: 3.0769 2023-12-18 16:07:48,282 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 1 day, 12:34:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6613, top5_acc: 0.9144, loss_cls: 3.0392, loss: 3.0392 2023-12-18 16:08:10,898 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 1 day, 12:33:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6606, top5_acc: 0.9150, loss_cls: 3.0502, loss: 3.0502 2023-12-18 16:08:33,442 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 1 day, 12:33:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6431, top5_acc: 0.9200, loss_cls: 3.0640, loss: 3.0640 2023-12-18 16:08:56,034 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 1 day, 12:32:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9069, loss_cls: 3.0390, loss: 3.0390 2023-12-18 16:09:18,585 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 1 day, 12:31:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6356, top5_acc: 0.9031, loss_cls: 3.1643, loss: 3.1643 2023-12-18 16:09:41,224 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 1 day, 12:31:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.8994, loss_cls: 3.0923, loss: 3.0923 2023-12-18 16:10:03,858 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 1 day, 12:30:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6475, top5_acc: 0.9038, loss_cls: 3.1140, loss: 3.1140 2023-12-18 16:10:26,525 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 1 day, 12:30:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6275, top5_acc: 0.9025, loss_cls: 3.1644, loss: 3.1644 2023-12-18 16:10:49,121 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 1 day, 12:29:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6494, top5_acc: 0.9050, loss_cls: 3.0574, loss: 3.0574 2023-12-18 16:11:11,712 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 1 day, 12:29:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6312, top5_acc: 0.9056, loss_cls: 3.1527, loss: 3.1527 2023-12-18 16:11:34,311 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 1 day, 12:28:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6412, top5_acc: 0.9019, loss_cls: 3.1157, loss: 3.1157 2023-12-18 16:11:56,992 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 1 day, 12:27:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6475, top5_acc: 0.9200, loss_cls: 3.0826, loss: 3.0826 2023-12-18 16:12:19,585 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 1 day, 12:27:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9213, loss_cls: 2.9967, loss: 2.9967 2023-12-18 16:12:42,152 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 1 day, 12:26:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6412, top5_acc: 0.9175, loss_cls: 3.1135, loss: 3.1135 2023-12-18 16:13:04,661 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 1 day, 12:26:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6456, top5_acc: 0.9019, loss_cls: 3.1202, loss: 3.1202 2023-12-18 16:13:27,137 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 1 day, 12:25:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6444, top5_acc: 0.9062, loss_cls: 3.0831, loss: 3.0831 2023-12-18 16:13:49,712 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 1 day, 12:24:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6175, top5_acc: 0.9050, loss_cls: 3.1524, loss: 3.1524 2023-12-18 16:14:12,297 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 1 day, 12:24:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6438, top5_acc: 0.9081, loss_cls: 3.0791, loss: 3.0791 2023-12-18 16:14:34,916 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 1 day, 12:23:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.9069, loss_cls: 3.0757, loss: 3.0757 2023-12-18 16:14:57,520 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 1 day, 12:23:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6619, top5_acc: 0.9056, loss_cls: 3.0665, loss: 3.0665 2023-12-18 16:15:20,130 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 1 day, 12:22:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6663, top5_acc: 0.9200, loss_cls: 3.0214, loss: 3.0214 2023-12-18 16:15:42,617 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 1 day, 12:22:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6562, top5_acc: 0.8988, loss_cls: 3.1259, loss: 3.1259 2023-12-18 16:16:05,157 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 1 day, 12:21:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6369, top5_acc: 0.8950, loss_cls: 3.1244, loss: 3.1244 2023-12-18 16:16:27,678 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 1 day, 12:20:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6462, top5_acc: 0.9144, loss_cls: 3.0889, loss: 3.0889 2023-12-18 16:16:50,276 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 1 day, 12:20:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6319, top5_acc: 0.8994, loss_cls: 3.1665, loss: 3.1665 2023-12-18 16:17:12,866 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 1 day, 12:19:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6556, top5_acc: 0.9156, loss_cls: 3.0787, loss: 3.0787 2023-12-18 16:17:35,569 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 1 day, 12:19:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6706, top5_acc: 0.9175, loss_cls: 3.0313, loss: 3.0313 2023-12-18 16:17:58,259 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 1 day, 12:18:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6481, top5_acc: 0.9075, loss_cls: 3.1028, loss: 3.1028 2023-12-18 16:18:20,855 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 1 day, 12:18:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9163, loss_cls: 3.0377, loss: 3.0377 2023-12-18 16:18:43,438 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 1 day, 12:17:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6462, top5_acc: 0.9169, loss_cls: 3.1005, loss: 3.1005 2023-12-18 16:19:06,060 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 1 day, 12:17:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6594, top5_acc: 0.9081, loss_cls: 3.0694, loss: 3.0694 2023-12-18 16:19:28,635 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 1 day, 12:16:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6544, top5_acc: 0.9163, loss_cls: 3.0636, loss: 3.0636 2023-12-18 16:19:51,306 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 1 day, 12:16:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6350, top5_acc: 0.9131, loss_cls: 3.1166, loss: 3.1166 2023-12-18 16:20:13,948 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 1 day, 12:15:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9244, loss_cls: 3.0025, loss: 3.0025 2023-12-18 16:20:36,536 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 1 day, 12:14:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6519, top5_acc: 0.9125, loss_cls: 3.1032, loss: 3.1032 2023-12-18 16:20:46,042 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-18 16:24:20,874 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 16:24:21,377 - pyskl - INFO - top1_acc 0.5840 top5_acc 0.8643 2023-12-18 16:24:21,401 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5840, top5_acc: 0.8643 2023-12-18 16:25:07,345 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 1 day, 12:19:51, time: 0.459, data_time: 0.234, memory: 6526, top1_acc: 0.6613, top5_acc: 0.9194, loss_cls: 3.0276, loss: 3.0276 2023-12-18 16:25:29,900 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 1 day, 12:19:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6706, top5_acc: 0.9200, loss_cls: 3.0280, loss: 3.0280 2023-12-18 16:25:52,385 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 1 day, 12:18:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9169, loss_cls: 2.9964, loss: 2.9964 2023-12-18 16:26:14,903 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 1 day, 12:18:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6556, top5_acc: 0.9225, loss_cls: 3.0095, loss: 3.0095 2023-12-18 16:26:37,533 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 1 day, 12:17:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6625, top5_acc: 0.9087, loss_cls: 3.0199, loss: 3.0199 2023-12-18 16:27:00,094 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 1 day, 12:16:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6594, top5_acc: 0.9113, loss_cls: 3.0471, loss: 3.0471 2023-12-18 16:27:22,660 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 1 day, 12:16:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9163, loss_cls: 3.0112, loss: 3.0112 2023-12-18 16:27:45,206 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 1 day, 12:15:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6344, top5_acc: 0.8975, loss_cls: 3.1280, loss: 3.1280 2023-12-18 16:28:07,711 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 1 day, 12:15:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6794, top5_acc: 0.9150, loss_cls: 2.9975, loss: 2.9975 2023-12-18 16:28:30,289 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 1 day, 12:14:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9106, loss_cls: 3.0443, loss: 3.0443 2023-12-18 16:28:52,953 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 1 day, 12:14:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6613, top5_acc: 0.9163, loss_cls: 3.0291, loss: 3.0291 2023-12-18 16:29:15,506 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 1 day, 12:13:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6556, top5_acc: 0.9175, loss_cls: 3.0539, loss: 3.0539 2023-12-18 16:29:38,176 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 1 day, 12:13:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 2.9971, loss: 2.9971 2023-12-18 16:30:00,749 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 1 day, 12:12:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6550, top5_acc: 0.9094, loss_cls: 3.0518, loss: 3.0518 2023-12-18 16:30:23,474 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 1 day, 12:11:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9150, loss_cls: 3.0270, loss: 3.0270 2023-12-18 16:30:46,073 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 1 day, 12:11:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9119, loss_cls: 3.0353, loss: 3.0353 2023-12-18 16:31:08,744 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 1 day, 12:10:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9144, loss_cls: 3.0392, loss: 3.0392 2023-12-18 16:31:31,397 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 1 day, 12:10:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9113, loss_cls: 3.0527, loss: 3.0527 2023-12-18 16:31:54,086 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 1 day, 12:09:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6675, top5_acc: 0.9194, loss_cls: 3.0169, loss: 3.0169 2023-12-18 16:32:16,588 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 1 day, 12:09:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6519, top5_acc: 0.9113, loss_cls: 3.0616, loss: 3.0616 2023-12-18 16:32:39,090 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 1 day, 12:08:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6656, top5_acc: 0.9187, loss_cls: 3.0348, loss: 3.0348 2023-12-18 16:33:01,613 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 1 day, 12:08:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6581, top5_acc: 0.9181, loss_cls: 3.0777, loss: 3.0777 2023-12-18 16:33:24,188 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 1 day, 12:07:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9094, loss_cls: 3.0114, loss: 3.0114 2023-12-18 16:33:46,788 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 1 day, 12:07:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9306, loss_cls: 2.9782, loss: 2.9782 2023-12-18 16:34:09,535 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 1 day, 12:06:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6750, top5_acc: 0.9175, loss_cls: 3.0105, loss: 3.0105 2023-12-18 16:34:32,147 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 1 day, 12:06:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.9113, loss_cls: 3.0713, loss: 3.0713 2023-12-18 16:34:54,764 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 1 day, 12:05:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6488, top5_acc: 0.9044, loss_cls: 3.0715, loss: 3.0715 2023-12-18 16:35:17,361 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 1 day, 12:05:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6425, top5_acc: 0.9012, loss_cls: 3.0974, loss: 3.0974 2023-12-18 16:35:39,959 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 1 day, 12:04:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6587, top5_acc: 0.9125, loss_cls: 3.0802, loss: 3.0802 2023-12-18 16:36:02,552 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 1 day, 12:03:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6556, top5_acc: 0.9050, loss_cls: 3.0787, loss: 3.0787 2023-12-18 16:36:25,223 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 1 day, 12:03:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9062, loss_cls: 3.0689, loss: 3.0689 2023-12-18 16:36:47,855 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 1 day, 12:02:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6787, top5_acc: 0.9194, loss_cls: 3.0420, loss: 3.0420 2023-12-18 16:37:10,472 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 1 day, 12:02:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9100, loss_cls: 3.0047, loss: 3.0047 2023-12-18 16:37:33,079 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 1 day, 12:01:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9156, loss_cls: 2.9588, loss: 2.9588 2023-12-18 16:37:55,751 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 1 day, 12:01:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6631, top5_acc: 0.9213, loss_cls: 3.0372, loss: 3.0372 2023-12-18 16:38:18,465 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 1 day, 12:00:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6625, top5_acc: 0.9269, loss_cls: 3.0147, loss: 3.0147 2023-12-18 16:38:41,077 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 1 day, 12:00:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6625, top5_acc: 0.9144, loss_cls: 3.0332, loss: 3.0332 2023-12-18 16:39:03,706 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 1 day, 11:59:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9213, loss_cls: 3.0286, loss: 3.0286 2023-12-18 16:39:26,325 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 1 day, 11:59:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9144, loss_cls: 3.0354, loss: 3.0354 2023-12-18 16:39:35,788 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-18 16:43:12,859 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 16:43:13,375 - pyskl - INFO - top1_acc 0.6191 top5_acc 0.8907 2023-12-18 16:43:13,381 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_5.pth was removed 2023-12-18 16:43:13,538 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-18 16:43:13,540 - pyskl - INFO - Best top1_acc is 0.6191 at 7 epoch. 2023-12-18 16:43:13,573 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6191, top5_acc: 0.8907 2023-12-18 16:43:59,613 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 1 day, 12:03:33, time: 0.460, data_time: 0.234, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 2.9683, loss: 2.9683 2023-12-18 16:44:22,262 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 1 day, 12:03:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6763, top5_acc: 0.9244, loss_cls: 2.9777, loss: 2.9777 2023-12-18 16:44:44,884 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 1 day, 12:02:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6663, top5_acc: 0.9156, loss_cls: 3.0144, loss: 3.0144 2023-12-18 16:45:07,515 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 1 day, 12:01:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 2.9863, loss: 2.9863 2023-12-18 16:45:30,091 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 1 day, 12:01:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9175, loss_cls: 3.0008, loss: 3.0008 2023-12-18 16:45:52,761 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 1 day, 12:00:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6731, top5_acc: 0.9281, loss_cls: 3.0048, loss: 3.0048 2023-12-18 16:46:15,437 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 1 day, 12:00:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9144, loss_cls: 3.0574, loss: 3.0574 2023-12-18 16:46:38,148 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 1 day, 11:59:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6500, top5_acc: 0.9194, loss_cls: 3.0281, loss: 3.0281 2023-12-18 16:47:00,665 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 1 day, 11:59:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.9056, loss_cls: 3.0822, loss: 3.0822 2023-12-18 16:47:23,283 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 1 day, 11:58:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9306, loss_cls: 2.9392, loss: 2.9392 2023-12-18 16:47:45,985 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 1 day, 11:58:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6787, top5_acc: 0.9219, loss_cls: 2.9677, loss: 2.9677 2023-12-18 16:48:08,606 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 1 day, 11:57:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6806, top5_acc: 0.9275, loss_cls: 2.9765, loss: 2.9765 2023-12-18 16:48:31,178 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 1 day, 11:57:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6794, top5_acc: 0.9119, loss_cls: 2.9927, loss: 2.9927 2023-12-18 16:48:53,897 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 1 day, 11:56:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6462, top5_acc: 0.9094, loss_cls: 3.0636, loss: 3.0636 2023-12-18 16:49:16,514 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 1 day, 11:56:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9244, loss_cls: 3.0211, loss: 3.0211 2023-12-18 16:49:39,150 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 1 day, 11:55:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9213, loss_cls: 2.9586, loss: 2.9586 2023-12-18 16:50:01,811 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 1 day, 11:55:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6637, top5_acc: 0.9150, loss_cls: 3.0391, loss: 3.0391 2023-12-18 16:50:24,465 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 1 day, 11:54:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6719, top5_acc: 0.9019, loss_cls: 3.0604, loss: 3.0604 2023-12-18 16:50:47,088 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 1 day, 11:54:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6438, top5_acc: 0.9031, loss_cls: 3.1017, loss: 3.1017 2023-12-18 16:51:09,670 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 1 day, 11:53:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6569, top5_acc: 0.9106, loss_cls: 3.0644, loss: 3.0644 2023-12-18 16:51:32,366 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 1 day, 11:53:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9163, loss_cls: 2.9509, loss: 2.9509 2023-12-18 16:51:54,937 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 1 day, 11:52:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9100, loss_cls: 3.0347, loss: 3.0347 2023-12-18 16:52:17,506 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 1 day, 11:52:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6719, top5_acc: 0.9187, loss_cls: 3.0478, loss: 3.0478 2023-12-18 16:52:40,209 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 1 day, 11:51:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6619, top5_acc: 0.9200, loss_cls: 3.0301, loss: 3.0301 2023-12-18 16:53:02,831 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 1 day, 11:51:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9337, loss_cls: 2.9507, loss: 2.9507 2023-12-18 16:53:25,502 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 1 day, 11:50:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6731, top5_acc: 0.9175, loss_cls: 3.0226, loss: 3.0226 2023-12-18 16:53:48,197 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 1 day, 11:50:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6806, top5_acc: 0.9269, loss_cls: 2.9989, loss: 2.9989 2023-12-18 16:54:10,820 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 1 day, 11:49:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6706, top5_acc: 0.9200, loss_cls: 3.0121, loss: 3.0121 2023-12-18 16:54:33,485 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 1 day, 11:49:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6687, top5_acc: 0.9206, loss_cls: 3.0126, loss: 3.0126 2023-12-18 16:54:56,000 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 1 day, 11:48:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 2.9925, loss: 2.9925 2023-12-18 16:55:18,639 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 1 day, 11:48:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9375, loss_cls: 2.9509, loss: 2.9509 2023-12-18 16:55:41,351 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 1 day, 11:47:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6844, top5_acc: 0.9144, loss_cls: 3.0066, loss: 3.0066 2023-12-18 16:56:03,948 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 1 day, 11:47:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6262, top5_acc: 0.9075, loss_cls: 3.1704, loss: 3.1704 2023-12-18 16:56:26,601 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 1 day, 11:46:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9319, loss_cls: 2.9565, loss: 2.9565 2023-12-18 16:56:49,256 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 1 day, 11:46:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6731, top5_acc: 0.9337, loss_cls: 2.9722, loss: 2.9722 2023-12-18 16:57:11,875 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 1 day, 11:45:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6681, top5_acc: 0.9181, loss_cls: 3.0136, loss: 3.0136 2023-12-18 16:57:34,445 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 1 day, 11:45:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9313, loss_cls: 2.9349, loss: 2.9349 2023-12-18 16:57:57,034 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 1 day, 11:44:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9231, loss_cls: 2.9877, loss: 2.9877 2023-12-18 16:58:19,658 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 1 day, 11:44:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6606, top5_acc: 0.9144, loss_cls: 3.0993, loss: 3.0993 2023-12-18 16:58:29,146 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-18 17:02:04,438 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:02:04,952 - pyskl - INFO - top1_acc 0.5676 top5_acc 0.8547 2023-12-18 17:02:04,998 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.5676, top5_acc: 0.8547 2023-12-18 17:02:51,261 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 1 day, 11:47:55, time: 0.463, data_time: 0.237, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 2.9445, loss: 2.9445 2023-12-18 17:03:13,892 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 1 day, 11:47:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9331, loss_cls: 2.9335, loss: 2.9335 2023-12-18 17:03:36,575 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 1 day, 11:46:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9294, loss_cls: 2.9202, loss: 2.9202 2023-12-18 17:03:59,152 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 1 day, 11:46:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9237, loss_cls: 2.9566, loss: 2.9566 2023-12-18 17:04:21,809 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 1 day, 11:45:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9294, loss_cls: 2.9528, loss: 2.9528 2023-12-18 17:04:44,430 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 1 day, 11:45:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9062, loss_cls: 3.0699, loss: 3.0699 2023-12-18 17:05:07,041 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 1 day, 11:44:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6787, top5_acc: 0.9206, loss_cls: 2.9722, loss: 2.9722 2023-12-18 17:05:29,559 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 1 day, 11:44:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 2.9779, loss: 2.9779 2023-12-18 17:05:52,170 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 1 day, 11:43:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9119, loss_cls: 3.0068, loss: 3.0068 2023-12-18 17:06:14,798 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 1 day, 11:43:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6669, top5_acc: 0.9213, loss_cls: 3.0055, loss: 3.0055 2023-12-18 17:06:37,391 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 1 day, 11:42:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9119, loss_cls: 2.9874, loss: 2.9874 2023-12-18 17:07:00,031 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 1 day, 11:42:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9369, loss_cls: 2.9222, loss: 2.9222 2023-12-18 17:07:22,633 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 1 day, 11:41:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 2.9333, loss: 2.9333 2023-12-18 17:07:45,228 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 1 day, 11:41:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 2.9696, loss: 2.9696 2023-12-18 17:08:07,714 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 1 day, 11:40:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6431, top5_acc: 0.9150, loss_cls: 3.1037, loss: 3.1037 2023-12-18 17:08:30,316 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 1 day, 11:40:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 2.9845, loss: 2.9845 2023-12-18 17:08:52,995 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 1 day, 11:39:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6769, top5_acc: 0.9131, loss_cls: 3.0266, loss: 3.0266 2023-12-18 17:09:15,539 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 1 day, 11:39:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9213, loss_cls: 2.9757, loss: 2.9757 2023-12-18 17:09:38,046 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 1 day, 11:38:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6744, top5_acc: 0.9187, loss_cls: 2.9857, loss: 2.9857 2023-12-18 17:10:00,783 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 1 day, 11:38:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9206, loss_cls: 2.9873, loss: 2.9873 2023-12-18 17:10:23,464 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 1 day, 11:37:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9200, loss_cls: 2.9992, loss: 2.9992 2023-12-18 17:10:46,111 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 1 day, 11:37:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 3.0506, loss: 3.0506 2023-12-18 17:11:08,739 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 1 day, 11:36:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6644, top5_acc: 0.9169, loss_cls: 3.0330, loss: 3.0330 2023-12-18 17:11:31,356 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 1 day, 11:36:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6700, top5_acc: 0.9300, loss_cls: 3.0042, loss: 3.0042 2023-12-18 17:11:53,937 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 1 day, 11:35:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9244, loss_cls: 2.9209, loss: 2.9209 2023-12-18 17:12:16,576 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 1 day, 11:35:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9325, loss_cls: 2.9306, loss: 2.9306 2023-12-18 17:12:39,271 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 1 day, 11:34:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9313, loss_cls: 2.9133, loss: 2.9133 2023-12-18 17:13:01,955 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 1 day, 11:34:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9269, loss_cls: 2.9148, loss: 2.9148 2023-12-18 17:13:24,420 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 1 day, 11:33:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6538, top5_acc: 0.9062, loss_cls: 3.0839, loss: 3.0839 2023-12-18 17:13:46,836 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 1 day, 11:33:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9256, loss_cls: 2.9165, loss: 2.9165 2023-12-18 17:14:09,281 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 1 day, 11:32:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 2.9407, loss: 2.9407 2023-12-18 17:14:31,824 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 1 day, 11:32:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9194, loss_cls: 2.9191, loss: 2.9191 2023-12-18 17:14:54,417 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 1 day, 11:31:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9194, loss_cls: 2.9876, loss: 2.9876 2023-12-18 17:15:17,086 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 1 day, 11:31:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9244, loss_cls: 2.9777, loss: 2.9777 2023-12-18 17:15:39,711 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 1 day, 11:30:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 2.9655, loss: 2.9655 2023-12-18 17:16:02,312 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 1 day, 11:30:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9213, loss_cls: 2.9619, loss: 2.9619 2023-12-18 17:16:24,948 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 1 day, 11:29:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6725, top5_acc: 0.9131, loss_cls: 2.9992, loss: 2.9992 2023-12-18 17:16:47,595 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 1 day, 11:29:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9300, loss_cls: 2.9200, loss: 2.9200 2023-12-18 17:17:10,165 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 1 day, 11:28:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9306, loss_cls: 2.9479, loss: 2.9479 2023-12-18 17:17:19,665 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-18 17:20:54,601 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:20:55,088 - pyskl - INFO - top1_acc 0.6005 top5_acc 0.8835 2023-12-18 17:20:55,115 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6005, top5_acc: 0.8835 2023-12-18 17:21:41,840 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 1 day, 11:32:14, time: 0.467, data_time: 0.241, memory: 6526, top1_acc: 0.6737, top5_acc: 0.9206, loss_cls: 2.9889, loss: 2.9889 2023-12-18 17:22:04,445 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 1 day, 11:31:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9106, loss_cls: 2.9917, loss: 2.9917 2023-12-18 17:22:27,043 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 1 day, 11:31:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9344, loss_cls: 2.9334, loss: 2.9334 2023-12-18 17:22:49,801 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 1 day, 11:30:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9206, loss_cls: 2.9411, loss: 2.9411 2023-12-18 17:23:12,540 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 1 day, 11:30:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6750, top5_acc: 0.9050, loss_cls: 3.0501, loss: 3.0501 2023-12-18 17:23:35,165 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 1 day, 11:29:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6825, top5_acc: 0.9244, loss_cls: 2.9549, loss: 2.9549 2023-12-18 17:23:57,835 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 1 day, 11:29:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9269, loss_cls: 2.9549, loss: 2.9549 2023-12-18 17:24:20,534 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 1 day, 11:28:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9200, loss_cls: 2.9508, loss: 2.9508 2023-12-18 17:24:43,163 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 1 day, 11:28:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9394, loss_cls: 2.8818, loss: 2.8818 2023-12-18 17:25:05,809 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 1 day, 11:27:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9219, loss_cls: 2.9323, loss: 2.9323 2023-12-18 17:25:28,480 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 1 day, 11:27:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9231, loss_cls: 2.9174, loss: 2.9174 2023-12-18 17:25:51,068 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 1 day, 11:26:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9144, loss_cls: 3.0176, loss: 3.0176 2023-12-18 17:26:13,630 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 1 day, 11:26:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9206, loss_cls: 2.9497, loss: 2.9497 2023-12-18 17:26:36,163 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 1 day, 11:25:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9263, loss_cls: 2.9489, loss: 2.9489 2023-12-18 17:26:58,615 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 1 day, 11:25:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6581, top5_acc: 0.9169, loss_cls: 3.0318, loss: 3.0318 2023-12-18 17:27:21,185 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 1 day, 11:24:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6419, top5_acc: 0.9069, loss_cls: 3.0596, loss: 3.0596 2023-12-18 17:27:43,629 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 1 day, 11:24:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9256, loss_cls: 2.9665, loss: 2.9665 2023-12-18 17:28:06,089 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 1 day, 11:23:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9294, loss_cls: 2.9787, loss: 2.9787 2023-12-18 17:28:28,579 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 1 day, 11:23:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6750, top5_acc: 0.9187, loss_cls: 2.9859, loss: 2.9859 2023-12-18 17:28:51,083 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 1 day, 11:22:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6694, top5_acc: 0.9175, loss_cls: 3.0385, loss: 3.0385 2023-12-18 17:29:13,718 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 1 day, 11:22:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9337, loss_cls: 2.9441, loss: 2.9441 2023-12-18 17:29:36,357 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 1 day, 11:21:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9194, loss_cls: 2.9435, loss: 2.9435 2023-12-18 17:29:58,961 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 1 day, 11:21:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9275, loss_cls: 2.9562, loss: 2.9562 2023-12-18 17:30:21,511 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 1 day, 11:20:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9194, loss_cls: 2.9583, loss: 2.9583 2023-12-18 17:30:44,048 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 1 day, 11:20:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9225, loss_cls: 2.9534, loss: 2.9534 2023-12-18 17:31:06,578 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 1 day, 11:19:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9250, loss_cls: 2.9387, loss: 2.9387 2023-12-18 17:31:29,207 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 1 day, 11:19:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9225, loss_cls: 2.9562, loss: 2.9562 2023-12-18 17:31:51,791 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 1 day, 11:18:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 2.8993, loss: 2.8993 2023-12-18 17:32:14,432 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 1 day, 11:18:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 2.8730, loss: 2.8730 2023-12-18 17:32:37,073 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 1 day, 11:18:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 2.8495, loss: 2.8495 2023-12-18 17:32:59,811 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 1 day, 11:17:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6731, top5_acc: 0.9250, loss_cls: 2.9536, loss: 2.9536 2023-12-18 17:33:22,495 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 1 day, 11:17:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9250, loss_cls: 2.9463, loss: 2.9463 2023-12-18 17:33:45,091 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 1 day, 11:16:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9269, loss_cls: 2.9266, loss: 2.9266 2023-12-18 17:34:07,763 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 1 day, 11:16:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6806, top5_acc: 0.9194, loss_cls: 2.9722, loss: 2.9722 2023-12-18 17:34:30,393 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 1 day, 11:15:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6819, top5_acc: 0.9119, loss_cls: 3.0156, loss: 3.0156 2023-12-18 17:34:53,069 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 1 day, 11:15:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9206, loss_cls: 2.9329, loss: 2.9329 2023-12-18 17:35:15,585 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 1 day, 11:14:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9363, loss_cls: 2.8889, loss: 2.8889 2023-12-18 17:35:38,245 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 1 day, 11:14:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9250, loss_cls: 2.9203, loss: 2.9203 2023-12-18 17:36:00,876 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 1 day, 11:13:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9337, loss_cls: 2.9530, loss: 2.9530 2023-12-18 17:36:10,589 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-18 17:39:45,810 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:39:46,324 - pyskl - INFO - top1_acc 0.6326 top5_acc 0.9043 2023-12-18 17:39:46,328 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_7.pth was removed 2023-12-18 17:39:46,470 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2023-12-18 17:39:46,472 - pyskl - INFO - Best top1_acc is 0.6326 at 10 epoch. 2023-12-18 17:39:46,504 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6326, top5_acc: 0.9043 2023-12-18 17:40:33,227 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 1 day, 11:16:42, time: 0.467, data_time: 0.240, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9269, loss_cls: 2.9836, loss: 2.9836 2023-12-18 17:40:55,914 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 1 day, 11:16:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9231, loss_cls: 2.9415, loss: 2.9415 2023-12-18 17:41:18,567 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 1 day, 11:15:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6837, top5_acc: 0.9244, loss_cls: 2.9608, loss: 2.9608 2023-12-18 17:41:41,204 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 1 day, 11:15:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9256, loss_cls: 2.9502, loss: 2.9502 2023-12-18 17:42:03,923 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 1 day, 11:14:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 2.9028, loss: 2.9028 2023-12-18 17:42:26,485 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 1 day, 11:14:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6713, top5_acc: 0.9331, loss_cls: 2.9638, loss: 2.9638 2023-12-18 17:42:49,026 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 1 day, 11:13:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 2.9137, loss: 2.9137 2023-12-18 17:43:11,678 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 1 day, 11:13:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9300, loss_cls: 2.8968, loss: 2.8968 2023-12-18 17:43:34,436 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 1 day, 11:12:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9287, loss_cls: 2.9105, loss: 2.9105 2023-12-18 17:43:56,966 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 1 day, 11:12:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6913, top5_acc: 0.9281, loss_cls: 2.9153, loss: 2.9153 2023-12-18 17:44:19,584 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 1 day, 11:11:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9200, loss_cls: 2.9604, loss: 2.9604 2023-12-18 17:44:42,172 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 1 day, 11:11:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6675, top5_acc: 0.9200, loss_cls: 2.9756, loss: 2.9756 2023-12-18 17:45:04,710 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 1 day, 11:10:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6794, top5_acc: 0.9150, loss_cls: 3.0134, loss: 3.0134 2023-12-18 17:45:27,369 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 1 day, 11:10:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7063, top5_acc: 0.9219, loss_cls: 2.9109, loss: 2.9109 2023-12-18 17:45:49,942 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 1 day, 11:10:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9187, loss_cls: 2.9209, loss: 2.9209 2023-12-18 17:46:12,594 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 1 day, 11:09:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 2.8409, loss: 2.8409 2023-12-18 17:46:35,154 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 1 day, 11:09:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6800, top5_acc: 0.9313, loss_cls: 2.9512, loss: 2.9512 2023-12-18 17:46:57,801 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 1 day, 11:08:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9244, loss_cls: 2.9566, loss: 2.9566 2023-12-18 17:47:20,409 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 1 day, 11:08:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9231, loss_cls: 2.9735, loss: 2.9735 2023-12-18 17:47:43,052 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 1 day, 11:07:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9431, loss_cls: 2.8535, loss: 2.8535 2023-12-18 17:48:05,651 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 1 day, 11:07:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9263, loss_cls: 2.9535, loss: 2.9535 2023-12-18 17:48:28,287 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 1 day, 11:06:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 2.9526, loss: 2.9526 2023-12-18 17:48:50,857 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 1 day, 11:06:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9313, loss_cls: 2.9203, loss: 2.9203 2023-12-18 17:49:13,580 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 1 day, 11:05:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 2.9550, loss: 2.9550 2023-12-18 17:49:36,311 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 1 day, 11:05:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 2.8917, loss: 2.8917 2023-12-18 17:49:58,916 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 1 day, 11:04:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 2.9196, loss: 2.9196 2023-12-18 17:50:21,585 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 1 day, 11:04:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9231, loss_cls: 2.9593, loss: 2.9593 2023-12-18 17:50:44,214 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 1 day, 11:03:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9263, loss_cls: 2.9474, loss: 2.9474 2023-12-18 17:51:06,917 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 1 day, 11:03:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9244, loss_cls: 2.9146, loss: 2.9146 2023-12-18 17:51:29,514 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 1 day, 11:03:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 2.8539, loss: 2.8539 2023-12-18 17:51:52,088 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 1 day, 11:02:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 2.9328, loss: 2.9328 2023-12-18 17:52:14,645 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 1 day, 11:02:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 2.8596, loss: 2.8596 2023-12-18 17:52:37,262 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 1 day, 11:01:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 2.8871, loss: 2.8871 2023-12-18 17:52:59,978 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 1 day, 11:01:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6869, top5_acc: 0.9237, loss_cls: 2.9609, loss: 2.9609 2023-12-18 17:53:22,589 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 1 day, 11:00:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 2.9226, loss: 2.9226 2023-12-18 17:53:45,279 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 1 day, 11:00:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6813, top5_acc: 0.9150, loss_cls: 2.9748, loss: 2.9748 2023-12-18 17:54:07,968 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 1 day, 10:59:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6863, top5_acc: 0.9256, loss_cls: 2.9862, loss: 2.9862 2023-12-18 17:54:30,530 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 1 day, 10:59:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9363, loss_cls: 2.9733, loss: 2.9733 2023-12-18 17:54:53,130 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 1 day, 10:58:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9250, loss_cls: 2.9471, loss: 2.9471 2023-12-18 17:55:02,735 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-18 17:58:38,260 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 17:58:38,738 - pyskl - INFO - top1_acc 0.6493 top5_acc 0.8983 2023-12-18 17:58:38,743 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_10.pth was removed 2023-12-18 17:58:38,895 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2023-12-18 17:58:38,897 - pyskl - INFO - Best top1_acc is 0.6493 at 11 epoch. 2023-12-18 17:58:38,919 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6493, top5_acc: 0.8983 2023-12-18 17:59:25,483 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 1 day, 11:01:23, time: 0.466, data_time: 0.239, memory: 6526, top1_acc: 0.6875, top5_acc: 0.9331, loss_cls: 2.9430, loss: 2.9430 2023-12-18 17:59:47,960 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 1 day, 11:00:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 2.8455, loss: 2.8455 2023-12-18 18:00:10,378 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 1 day, 11:00:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6737, top5_acc: 0.9175, loss_cls: 3.0078, loss: 3.0078 2023-12-18 18:00:32,921 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 1 day, 10:59:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 2.8433, loss: 2.8433 2023-12-18 18:00:55,613 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 1 day, 10:59:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9281, loss_cls: 2.9267, loss: 2.9267 2023-12-18 18:01:18,148 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 1 day, 10:58:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6850, top5_acc: 0.9350, loss_cls: 2.8940, loss: 2.8940 2023-12-18 18:01:40,832 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 1 day, 10:58:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9350, loss_cls: 2.8720, loss: 2.8720 2023-12-18 18:02:03,450 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 1 day, 10:58:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9156, loss_cls: 2.9607, loss: 2.9607 2023-12-18 18:02:26,086 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 1 day, 10:57:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 2.8959, loss: 2.8959 2023-12-18 18:02:48,623 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 1 day, 10:57:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9263, loss_cls: 2.9682, loss: 2.9682 2023-12-18 18:03:11,205 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 1 day, 10:56:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9319, loss_cls: 2.9413, loss: 2.9413 2023-12-18 18:03:33,788 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 1 day, 10:56:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9350, loss_cls: 2.8848, loss: 2.8848 2023-12-18 18:03:56,295 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 1 day, 10:55:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9281, loss_cls: 2.9027, loss: 2.9027 2023-12-18 18:04:18,843 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 1 day, 10:55:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9287, loss_cls: 2.8475, loss: 2.8475 2023-12-18 18:04:41,405 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 1 day, 10:54:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6894, top5_acc: 0.9325, loss_cls: 2.9358, loss: 2.9358 2023-12-18 18:05:03,997 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 1 day, 10:54:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9319, loss_cls: 2.9037, loss: 2.9037 2023-12-18 18:05:26,676 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 1 day, 10:53:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9237, loss_cls: 2.9024, loss: 2.9024 2023-12-18 18:05:49,368 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 1 day, 10:53:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 2.8638, loss: 2.8638 2023-12-18 18:06:12,088 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 1 day, 10:52:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9200, loss_cls: 2.9578, loss: 2.9578 2023-12-18 18:06:34,534 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 1 day, 10:52:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 2.9604, loss: 2.9604 2023-12-18 18:06:57,182 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 1 day, 10:51:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 2.8834, loss: 2.8834 2023-12-18 18:07:19,772 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 1 day, 10:51:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 2.9161, loss: 2.9161 2023-12-18 18:07:42,394 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 1 day, 10:51:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 2.8975, loss: 2.8975 2023-12-18 18:08:04,915 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 1 day, 10:50:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 2.9155, loss: 2.9155 2023-12-18 18:08:27,634 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 1 day, 10:50:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6794, top5_acc: 0.9406, loss_cls: 2.9283, loss: 2.9283 2023-12-18 18:08:50,186 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 1 day, 10:49:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9375, loss_cls: 2.8745, loss: 2.8745 2023-12-18 18:09:12,865 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 1 day, 10:49:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9231, loss_cls: 2.9274, loss: 2.9274 2023-12-18 18:09:35,524 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 1 day, 10:48:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 2.9249, loss: 2.9249 2023-12-18 18:09:58,103 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 1 day, 10:48:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9256, loss_cls: 2.8957, loss: 2.8957 2023-12-18 18:10:20,649 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 1 day, 10:47:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9237, loss_cls: 2.9303, loss: 2.9303 2023-12-18 18:10:43,088 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 1 day, 10:47:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9119, loss_cls: 2.9185, loss: 2.9185 2023-12-18 18:11:05,735 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 1 day, 10:46:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9394, loss_cls: 2.9015, loss: 2.9015 2023-12-18 18:11:28,376 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 1 day, 10:46:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9313, loss_cls: 2.8860, loss: 2.8860 2023-12-18 18:11:50,958 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 1 day, 10:45:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9263, loss_cls: 2.8900, loss: 2.8900 2023-12-18 18:12:13,599 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 1 day, 10:45:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9219, loss_cls: 2.9596, loss: 2.9596 2023-12-18 18:12:36,370 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 1 day, 10:45:03, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9294, loss_cls: 2.8450, loss: 2.8450 2023-12-18 18:12:58,992 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 1 day, 10:44:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9244, loss_cls: 2.9092, loss: 2.9092 2023-12-18 18:13:21,569 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 1 day, 10:44:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9300, loss_cls: 2.9443, loss: 2.9443 2023-12-18 18:13:44,179 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 1 day, 10:43:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 2.8901, loss: 2.8901 2023-12-18 18:13:53,680 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-18 18:17:28,932 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:17:29,493 - pyskl - INFO - top1_acc 0.6418 top5_acc 0.9067 2023-12-18 18:17:29,519 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.6418, top5_acc: 0.9067 2023-12-18 18:18:16,009 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 1 day, 10:45:52, time: 0.465, data_time: 0.240, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9337, loss_cls: 2.9209, loss: 2.9209 2023-12-18 18:18:38,532 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 1 day, 10:45:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 2.9085, loss: 2.9085 2023-12-18 18:19:01,055 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 1 day, 10:44:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9225, loss_cls: 2.9400, loss: 2.9400 2023-12-18 18:19:23,583 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 1 day, 10:44:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9381, loss_cls: 2.8745, loss: 2.8745 2023-12-18 18:19:46,101 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 1 day, 10:43:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 2.8644, loss: 2.8644 2023-12-18 18:20:08,648 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 1 day, 10:43:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9281, loss_cls: 2.8806, loss: 2.8806 2023-12-18 18:20:31,239 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 1 day, 10:43:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9325, loss_cls: 2.8251, loss: 2.8251 2023-12-18 18:20:53,688 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 1 day, 10:42:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 2.8352, loss: 2.8352 2023-12-18 18:21:16,378 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 1 day, 10:42:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 2.9441, loss: 2.9441 2023-12-18 18:21:38,951 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 1 day, 10:41:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9181, loss_cls: 2.9633, loss: 2.9633 2023-12-18 18:22:01,510 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 1 day, 10:41:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9331, loss_cls: 2.8919, loss: 2.8919 2023-12-18 18:22:24,035 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 1 day, 10:40:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9150, loss_cls: 2.8967, loss: 2.8967 2023-12-18 18:22:46,644 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 1 day, 10:40:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9219, loss_cls: 2.9856, loss: 2.9856 2023-12-18 18:23:09,244 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 1 day, 10:39:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 2.9209, loss: 2.9209 2023-12-18 18:23:31,822 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 1 day, 10:39:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 2.8744, loss: 2.8744 2023-12-18 18:23:54,413 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 1 day, 10:38:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9287, loss_cls: 2.9020, loss: 2.9020 2023-12-18 18:24:17,076 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 1 day, 10:38:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 2.8704, loss: 2.8704 2023-12-18 18:24:39,599 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 1 day, 10:37:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 2.8472, loss: 2.8472 2023-12-18 18:25:02,207 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 1 day, 10:37:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9406, loss_cls: 2.8447, loss: 2.8447 2023-12-18 18:25:24,770 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 1 day, 10:36:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 2.8012, loss: 2.8012 2023-12-18 18:25:47,336 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 1 day, 10:36:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9350, loss_cls: 2.9093, loss: 2.9093 2023-12-18 18:26:09,780 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 1 day, 10:36:02, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 2.8806, loss: 2.8806 2023-12-18 18:26:32,312 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 1 day, 10:35:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9344, loss_cls: 2.9559, loss: 2.9559 2023-12-18 18:26:54,978 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 1 day, 10:35:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9306, loss_cls: 2.9223, loss: 2.9223 2023-12-18 18:27:17,434 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 1 day, 10:34:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 2.8529, loss: 2.8529 2023-12-18 18:27:39,996 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 1 day, 10:34:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 2.9007, loss: 2.9007 2023-12-18 18:28:02,542 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 1 day, 10:33:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9319, loss_cls: 2.9064, loss: 2.9064 2023-12-18 18:28:25,030 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 1 day, 10:33:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 2.8940, loss: 2.8940 2023-12-18 18:28:47,590 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 1 day, 10:32:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 2.8877, loss: 2.8877 2023-12-18 18:29:10,158 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 1 day, 10:32:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9363, loss_cls: 2.8847, loss: 2.8847 2023-12-18 18:29:32,672 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 1 day, 10:31:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9319, loss_cls: 2.9445, loss: 2.9445 2023-12-18 18:29:55,113 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 1 day, 10:31:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6937, top5_acc: 0.9244, loss_cls: 2.9699, loss: 2.9699 2023-12-18 18:30:17,632 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 1 day, 10:30:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9400, loss_cls: 2.8733, loss: 2.8733 2023-12-18 18:30:40,190 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 1 day, 10:30:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9250, loss_cls: 2.9114, loss: 2.9114 2023-12-18 18:31:02,730 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 1 day, 10:29:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9325, loss_cls: 2.8733, loss: 2.8733 2023-12-18 18:31:25,348 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 1 day, 10:29:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9213, loss_cls: 2.8947, loss: 2.8947 2023-12-18 18:31:47,954 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 1 day, 10:29:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 2.8724, loss: 2.8724 2023-12-18 18:32:10,432 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 1 day, 10:28:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9381, loss_cls: 2.8319, loss: 2.8319 2023-12-18 18:32:33,029 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 1 day, 10:28:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9250, loss_cls: 2.9017, loss: 2.9017 2023-12-18 18:32:42,475 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-18 18:36:18,191 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:36:18,707 - pyskl - INFO - top1_acc 0.5609 top5_acc 0.8661 2023-12-18 18:36:18,728 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.5609, top5_acc: 0.8661 2023-12-18 18:37:05,197 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 1 day, 10:30:07, time: 0.465, data_time: 0.238, memory: 6526, top1_acc: 0.6781, top5_acc: 0.9163, loss_cls: 2.9952, loss: 2.9952 2023-12-18 18:37:27,854 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 1 day, 10:29:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 2.8583, loss: 2.8583 2023-12-18 18:37:50,423 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 1 day, 10:29:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9325, loss_cls: 2.8763, loss: 2.8763 2023-12-18 18:38:12,896 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 1 day, 10:28:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9256, loss_cls: 2.8868, loss: 2.8868 2023-12-18 18:38:35,569 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 1 day, 10:28:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 2.8971, loss: 2.8971 2023-12-18 18:38:58,108 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 1 day, 10:27:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 2.8620, loss: 2.8620 2023-12-18 18:39:20,681 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 1 day, 10:27:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 2.9291, loss: 2.9291 2023-12-18 18:39:43,466 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 1 day, 10:26:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9319, loss_cls: 2.8787, loss: 2.8787 2023-12-18 18:40:06,111 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 1 day, 10:26:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9213, loss_cls: 2.8934, loss: 2.8934 2023-12-18 18:40:28,809 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 1 day, 10:26:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9306, loss_cls: 2.8354, loss: 2.8354 2023-12-18 18:40:51,333 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 1 day, 10:25:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9300, loss_cls: 2.8660, loss: 2.8660 2023-12-18 18:41:13,917 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 1 day, 10:25:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9350, loss_cls: 2.8875, loss: 2.8875 2023-12-18 18:41:36,451 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 1 day, 10:24:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 2.9124, loss: 2.9124 2023-12-18 18:41:59,007 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 1 day, 10:24:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 2.8787, loss: 2.8787 2023-12-18 18:42:21,556 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 1 day, 10:23:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 2.9234, loss: 2.9234 2023-12-18 18:42:44,198 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 1 day, 10:23:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 2.9130, loss: 2.9130 2023-12-18 18:43:06,862 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 1 day, 10:22:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9319, loss_cls: 2.9052, loss: 2.9052 2023-12-18 18:43:29,533 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 1 day, 10:22:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 2.8289, loss: 2.8289 2023-12-18 18:43:52,166 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 1 day, 10:21:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9269, loss_cls: 2.9611, loss: 2.9611 2023-12-18 18:44:14,620 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 1 day, 10:21:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9294, loss_cls: 2.9093, loss: 2.9093 2023-12-18 18:44:37,232 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 1 day, 10:21:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9325, loss_cls: 2.8994, loss: 2.8994 2023-12-18 18:44:59,847 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 1 day, 10:20:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9269, loss_cls: 2.8850, loss: 2.8850 2023-12-18 18:45:22,406 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 1 day, 10:20:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 2.8216, loss: 2.8216 2023-12-18 18:45:44,987 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 1 day, 10:19:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 2.8774, loss: 2.8774 2023-12-18 18:46:07,685 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 1 day, 10:19:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 2.9224, loss: 2.9224 2023-12-18 18:46:30,360 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 1 day, 10:18:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 2.9233, loss: 2.9233 2023-12-18 18:46:52,893 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 1 day, 10:18:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7025, top5_acc: 0.9369, loss_cls: 2.8637, loss: 2.8637 2023-12-18 18:47:15,511 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 1 day, 10:17:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 2.8115, loss: 2.8115 2023-12-18 18:47:38,114 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 1 day, 10:17:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 2.8686, loss: 2.8686 2023-12-18 18:48:00,799 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 1 day, 10:17:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9306, loss_cls: 2.8496, loss: 2.8496 2023-12-18 18:48:23,422 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 1 day, 10:16:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6887, top5_acc: 0.9369, loss_cls: 2.8990, loss: 2.8990 2023-12-18 18:48:45,964 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 1 day, 10:16:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 2.8953, loss: 2.8953 2023-12-18 18:49:08,520 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 1 day, 10:15:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9300, loss_cls: 2.8774, loss: 2.8774 2023-12-18 18:49:31,046 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 1 day, 10:15:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9387, loss_cls: 2.8486, loss: 2.8486 2023-12-18 18:49:53,552 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 1 day, 10:14:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9456, loss_cls: 2.8555, loss: 2.8555 2023-12-18 18:50:16,132 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 1 day, 10:14:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 2.9109, loss: 2.9109 2023-12-18 18:50:38,807 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 1 day, 10:13:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 2.9272, loss: 2.9272 2023-12-18 18:51:01,302 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 1 day, 10:13:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 2.8794, loss: 2.8794 2023-12-18 18:51:23,836 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 1 day, 10:12:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 2.8538, loss: 2.8538 2023-12-18 18:51:33,434 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-18 18:55:09,136 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 18:55:09,619 - pyskl - INFO - top1_acc 0.6305 top5_acc 0.8969 2023-12-18 18:55:09,646 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6305, top5_acc: 0.8969 2023-12-18 18:55:55,711 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 1 day, 10:14:39, time: 0.461, data_time: 0.235, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9319, loss_cls: 2.9236, loss: 2.9236 2023-12-18 18:56:18,266 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 1 day, 10:14:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 2.8393, loss: 2.8393 2023-12-18 18:56:40,802 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 1 day, 10:13:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9300, loss_cls: 2.8465, loss: 2.8465 2023-12-18 18:57:03,293 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 1 day, 10:13:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9350, loss_cls: 2.8612, loss: 2.8612 2023-12-18 18:57:25,905 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 1 day, 10:12:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 2.9090, loss: 2.9090 2023-12-18 18:57:48,558 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 1 day, 10:12:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 2.8622, loss: 2.8622 2023-12-18 18:58:11,128 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 1 day, 10:11:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9431, loss_cls: 2.8377, loss: 2.8377 2023-12-18 18:58:33,584 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 1 day, 10:11:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 2.8378, loss: 2.8378 2023-12-18 18:58:56,255 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 1 day, 10:11:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9319, loss_cls: 2.8688, loss: 2.8688 2023-12-18 18:59:18,887 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 1 day, 10:10:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 2.8327, loss: 2.8327 2023-12-18 18:59:41,472 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 1 day, 10:10:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9325, loss_cls: 2.9268, loss: 2.9268 2023-12-18 19:00:04,041 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 1 day, 10:09:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9319, loss_cls: 2.8685, loss: 2.8685 2023-12-18 19:00:26,693 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 1 day, 10:09:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9394, loss_cls: 2.8619, loss: 2.8619 2023-12-18 19:00:49,305 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 1 day, 10:08:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9463, loss_cls: 2.8143, loss: 2.8143 2023-12-18 19:01:11,966 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 1 day, 10:08:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9387, loss_cls: 2.8740, loss: 2.8740 2023-12-18 19:01:34,516 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 1 day, 10:07:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9294, loss_cls: 2.8449, loss: 2.8449 2023-12-18 19:01:57,215 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 1 day, 10:07:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9319, loss_cls: 2.8714, loss: 2.8714 2023-12-18 19:02:19,857 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 1 day, 10:07:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9381, loss_cls: 2.8908, loss: 2.8908 2023-12-18 19:02:42,518 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 1 day, 10:06:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 2.8854, loss: 2.8854 2023-12-18 19:03:05,046 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 1 day, 10:06:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 2.8104, loss: 2.8104 2023-12-18 19:03:27,557 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 1 day, 10:05:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9487, loss_cls: 2.7879, loss: 2.7879 2023-12-18 19:03:50,216 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 1 day, 10:05:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9300, loss_cls: 2.9087, loss: 2.9087 2023-12-18 19:04:12,714 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 1 day, 10:04:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9300, loss_cls: 2.8764, loss: 2.8764 2023-12-18 19:04:35,352 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 1 day, 10:04:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 2.9077, loss: 2.9077 2023-12-18 19:04:57,832 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 1 day, 10:03:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 2.8403, loss: 2.8403 2023-12-18 19:05:20,382 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 1 day, 10:03:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 2.8554, loss: 2.8554 2023-12-18 19:05:42,951 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 1 day, 10:02:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7000, top5_acc: 0.9244, loss_cls: 2.9380, loss: 2.9380 2023-12-18 19:06:05,693 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 1 day, 10:02:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9237, loss_cls: 2.9113, loss: 2.9113 2023-12-18 19:06:28,293 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 1 day, 10:02:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 2.8549, loss: 2.8549 2023-12-18 19:06:50,858 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 1 day, 10:01:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9350, loss_cls: 2.8714, loss: 2.8714 2023-12-18 19:07:13,533 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 1 day, 10:01:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9325, loss_cls: 2.8624, loss: 2.8624 2023-12-18 19:07:36,225 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 1 day, 10:00:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 2.8862, loss: 2.8862 2023-12-18 19:07:58,878 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 1 day, 10:00:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 2.8546, loss: 2.8546 2023-12-18 19:08:21,527 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 1 day, 9:59:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 2.8158, loss: 2.8158 2023-12-18 19:08:44,179 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 1 day, 9:59:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 2.8391, loss: 2.8391 2023-12-18 19:09:06,831 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 1 day, 9:59:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 2.8512, loss: 2.8512 2023-12-18 19:09:29,483 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 1 day, 9:58:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 2.8699, loss: 2.8699 2023-12-18 19:09:52,012 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 1 day, 9:58:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6919, top5_acc: 0.9306, loss_cls: 2.9293, loss: 2.9293 2023-12-18 19:10:14,613 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 1 day, 9:57:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9231, loss_cls: 2.9023, loss: 2.9023 2023-12-18 19:10:24,160 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-18 19:13:59,742 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 19:14:00,236 - pyskl - INFO - top1_acc 0.6616 top5_acc 0.9158 2023-12-18 19:14:00,240 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_11.pth was removed 2023-12-18 19:14:00,382 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2023-12-18 19:14:00,385 - pyskl - INFO - Best top1_acc is 0.6616 at 15 epoch. 2023-12-18 19:14:00,412 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.6616, top5_acc: 0.9158 2023-12-18 19:14:46,632 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 1 day, 9:59:19, time: 0.462, data_time: 0.236, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9544, loss_cls: 2.7878, loss: 2.7878 2023-12-18 19:15:09,127 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 1 day, 9:58:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 2.8786, loss: 2.8786 2023-12-18 19:15:31,552 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 1 day, 9:58:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 2.8392, loss: 2.8392 2023-12-18 19:15:54,082 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 1 day, 9:57:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9319, loss_cls: 2.8217, loss: 2.8217 2023-12-18 19:16:16,731 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 1 day, 9:57:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 2.8374, loss: 2.8374 2023-12-18 19:16:39,284 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 1 day, 9:57:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 2.8379, loss: 2.8379 2023-12-18 19:17:01,858 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 1 day, 9:56:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 2.8018, loss: 2.8018 2023-12-18 19:17:24,515 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 1 day, 9:56:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 2.7965, loss: 2.7965 2023-12-18 19:17:47,245 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 1 day, 9:55:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 2.8731, loss: 2.8731 2023-12-18 19:18:09,855 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 1 day, 9:55:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9331, loss_cls: 2.8819, loss: 2.8819 2023-12-18 19:18:32,525 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 1 day, 9:54:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9256, loss_cls: 2.9046, loss: 2.9046 2023-12-18 19:18:55,081 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 1 day, 9:54:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 2.8512, loss: 2.8512 2023-12-18 19:19:17,595 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 1 day, 9:53:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 2.8090, loss: 2.8090 2023-12-18 19:19:40,084 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 1 day, 9:53:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9287, loss_cls: 2.8648, loss: 2.8648 2023-12-18 19:20:02,795 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 1 day, 9:53:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9356, loss_cls: 2.8872, loss: 2.8872 2023-12-18 19:20:25,289 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 1 day, 9:52:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9425, loss_cls: 2.8667, loss: 2.8667 2023-12-18 19:20:47,807 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 1 day, 9:52:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 2.8436, loss: 2.8436 2023-12-18 19:21:10,460 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 1 day, 9:51:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 2.8312, loss: 2.8312 2023-12-18 19:21:33,046 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 1 day, 9:51:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 2.8959, loss: 2.8959 2023-12-18 19:21:55,628 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 1 day, 9:50:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9294, loss_cls: 2.8840, loss: 2.8840 2023-12-18 19:22:18,137 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 1 day, 9:50:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6944, top5_acc: 0.9425, loss_cls: 2.8982, loss: 2.8982 2023-12-18 19:22:40,637 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 1 day, 9:49:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9306, loss_cls: 2.8533, loss: 2.8533 2023-12-18 19:23:03,248 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 1 day, 9:49:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9325, loss_cls: 2.8892, loss: 2.8892 2023-12-18 19:23:25,826 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 1 day, 9:49:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9294, loss_cls: 2.8937, loss: 2.8937 2023-12-18 19:23:48,386 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 1 day, 9:48:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9263, loss_cls: 2.8888, loss: 2.8888 2023-12-18 19:24:11,024 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 1 day, 9:48:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 2.8723, loss: 2.8723 2023-12-18 19:24:33,620 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 1 day, 9:47:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9425, loss_cls: 2.8245, loss: 2.8245 2023-12-18 19:24:56,166 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 1 day, 9:47:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9287, loss_cls: 2.8435, loss: 2.8435 2023-12-18 19:25:18,580 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 1 day, 9:46:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7081, top5_acc: 0.9281, loss_cls: 2.8974, loss: 2.8974 2023-12-18 19:25:41,291 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 1 day, 9:46:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9394, loss_cls: 2.8629, loss: 2.8629 2023-12-18 19:26:03,926 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 1 day, 9:45:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6987, top5_acc: 0.9381, loss_cls: 2.8919, loss: 2.8919 2023-12-18 19:26:26,540 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 1 day, 9:45:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 2.9127, loss: 2.9127 2023-12-18 19:26:49,066 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 1 day, 9:45:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 2.8296, loss: 2.8296 2023-12-18 19:27:11,611 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 1 day, 9:44:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9237, loss_cls: 2.9318, loss: 2.9318 2023-12-18 19:27:34,136 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 1 day, 9:44:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9281, loss_cls: 2.8902, loss: 2.8902 2023-12-18 19:27:56,787 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 1 day, 9:43:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 2.8341, loss: 2.8341 2023-12-18 19:28:19,422 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 1 day, 9:43:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9275, loss_cls: 2.8849, loss: 2.8849 2023-12-18 19:28:42,179 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 1 day, 9:42:55, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 2.8100, loss: 2.8100 2023-12-18 19:29:04,721 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 1 day, 9:42:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9344, loss_cls: 2.8307, loss: 2.8307 2023-12-18 19:29:14,227 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-18 19:32:49,972 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 19:32:50,464 - pyskl - INFO - top1_acc 0.5981 top5_acc 0.8763 2023-12-18 19:32:50,487 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.5981, top5_acc: 0.8763 2023-12-18 19:33:36,845 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 1 day, 9:43:55, time: 0.464, data_time: 0.238, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 2.8282, loss: 2.8282 2023-12-18 19:33:59,401 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 1 day, 9:43:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 2.7754, loss: 2.7754 2023-12-18 19:34:22,070 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 1 day, 9:43:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 2.8783, loss: 2.8783 2023-12-18 19:34:44,684 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 1 day, 9:42:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9431, loss_cls: 2.8346, loss: 2.8346 2023-12-18 19:35:07,263 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 1 day, 9:42:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 2.7655, loss: 2.7655 2023-12-18 19:35:29,847 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 1 day, 9:41:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 2.7926, loss: 2.7926 2023-12-18 19:35:52,391 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 1 day, 9:41:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9294, loss_cls: 2.8666, loss: 2.8666 2023-12-18 19:36:14,991 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 1 day, 9:40:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 2.8510, loss: 2.8510 2023-12-18 19:36:37,493 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 1 day, 9:40:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9350, loss_cls: 2.8369, loss: 2.8369 2023-12-18 19:37:00,040 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 1 day, 9:39:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9319, loss_cls: 2.8979, loss: 2.8979 2023-12-18 19:37:22,709 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 1 day, 9:39:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 2.8147, loss: 2.8147 2023-12-18 19:37:45,302 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 1 day, 9:39:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9406, loss_cls: 2.7899, loss: 2.7899 2023-12-18 19:38:07,952 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 1 day, 9:38:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 2.8861, loss: 2.8861 2023-12-18 19:38:30,554 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 1 day, 9:38:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 2.8467, loss: 2.8467 2023-12-18 19:38:53,332 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 1 day, 9:37:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 2.8178, loss: 2.8178 2023-12-18 19:39:16,032 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 1 day, 9:37:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 2.8317, loss: 2.8317 2023-12-18 19:39:38,612 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 1 day, 9:36:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 2.8156, loss: 2.8156 2023-12-18 19:40:01,231 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 1 day, 9:36:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 2.8629, loss: 2.8629 2023-12-18 19:40:23,964 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 1 day, 9:36:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9294, loss_cls: 2.8923, loss: 2.8923 2023-12-18 19:40:46,365 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 1 day, 9:35:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9331, loss_cls: 2.9037, loss: 2.9037 2023-12-18 19:41:09,024 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 1 day, 9:35:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9337, loss_cls: 2.8713, loss: 2.8713 2023-12-18 19:41:31,707 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 1 day, 9:34:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 2.7762, loss: 2.7762 2023-12-18 19:41:54,321 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 1 day, 9:34:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9337, loss_cls: 2.8497, loss: 2.8497 2023-12-18 19:42:16,924 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 1 day, 9:33:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9356, loss_cls: 2.8638, loss: 2.8638 2023-12-18 19:42:39,527 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 1 day, 9:33:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9313, loss_cls: 2.8786, loss: 2.8786 2023-12-18 19:43:02,125 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 1 day, 9:33:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 2.7441, loss: 2.7441 2023-12-18 19:43:24,561 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 1 day, 9:32:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 2.8257, loss: 2.8257 2023-12-18 19:43:47,047 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 1 day, 9:32:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 2.8957, loss: 2.8957 2023-12-18 19:44:09,501 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 1 day, 9:31:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 2.8407, loss: 2.8407 2023-12-18 19:44:32,060 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 1 day, 9:31:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 2.9151, loss: 2.9151 2023-12-18 19:44:54,532 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 1 day, 9:30:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 2.8843, loss: 2.8843 2023-12-18 19:45:17,230 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 1 day, 9:30:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9356, loss_cls: 2.8696, loss: 2.8696 2023-12-18 19:45:39,862 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 1 day, 9:29:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6906, top5_acc: 0.9263, loss_cls: 2.9338, loss: 2.9338 2023-12-18 19:46:02,504 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 1 day, 9:29:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9294, loss_cls: 2.8693, loss: 2.8693 2023-12-18 19:46:25,112 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 1 day, 9:29:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 2.8607, loss: 2.8607 2023-12-18 19:46:47,672 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 1 day, 9:28:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 2.8846, loss: 2.8846 2023-12-18 19:47:10,184 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 1 day, 9:28:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9381, loss_cls: 2.8986, loss: 2.8986 2023-12-18 19:47:32,727 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 1 day, 9:27:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6881, top5_acc: 0.9319, loss_cls: 2.9276, loss: 2.9276 2023-12-18 19:47:55,351 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 1 day, 9:27:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9319, loss_cls: 2.8710, loss: 2.8710 2023-12-18 19:48:04,916 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-18 19:51:40,381 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 19:51:40,879 - pyskl - INFO - top1_acc 0.6569 top5_acc 0.9073 2023-12-18 19:51:40,900 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6569, top5_acc: 0.9073 2023-12-18 19:52:27,451 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 1 day, 9:28:37, time: 0.465, data_time: 0.240, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 2.8439, loss: 2.8439 2023-12-18 19:52:50,097 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 1 day, 9:28:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9456, loss_cls: 2.8080, loss: 2.8080 2023-12-18 19:53:12,636 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 1 day, 9:27:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 2.8475, loss: 2.8475 2023-12-18 19:53:35,177 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 1 day, 9:27:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9294, loss_cls: 2.8609, loss: 2.8609 2023-12-18 19:53:57,785 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 1 day, 9:26:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 2.8551, loss: 2.8551 2023-12-18 19:54:20,279 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 1 day, 9:26:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 2.8289, loss: 2.8289 2023-12-18 19:54:42,856 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 1 day, 9:25:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9506, loss_cls: 2.8166, loss: 2.8166 2023-12-18 19:55:05,465 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 1 day, 9:25:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 2.7927, loss: 2.7927 2023-12-18 19:55:28,020 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 1 day, 9:25:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9506, loss_cls: 2.7696, loss: 2.7696 2023-12-18 19:55:50,582 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 1 day, 9:24:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7031, top5_acc: 0.9437, loss_cls: 2.8469, loss: 2.8469 2023-12-18 19:56:13,263 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 1 day, 9:24:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 2.8515, loss: 2.8515 2023-12-18 19:56:35,846 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 1 day, 9:23:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9325, loss_cls: 2.7912, loss: 2.7912 2023-12-18 19:56:58,476 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 1 day, 9:23:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 2.8411, loss: 2.8411 2023-12-18 19:57:21,196 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 1 day, 9:22:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 2.8323, loss: 2.8323 2023-12-18 19:57:43,821 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 1 day, 9:22:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 2.8870, loss: 2.8870 2023-12-18 19:58:06,414 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 1 day, 9:22:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7006, top5_acc: 0.9356, loss_cls: 2.8950, loss: 2.8950 2023-12-18 19:58:28,986 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 1 day, 9:21:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9244, loss_cls: 2.8540, loss: 2.8540 2023-12-18 19:58:51,646 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 1 day, 9:21:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 2.8782, loss: 2.8782 2023-12-18 19:59:14,214 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 1 day, 9:20:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9337, loss_cls: 2.7839, loss: 2.7839 2023-12-18 19:59:36,808 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 1 day, 9:20:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 2.8214, loss: 2.8214 2023-12-18 19:59:59,404 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 1 day, 9:19:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9225, loss_cls: 2.8848, loss: 2.8848 2023-12-18 20:00:21,944 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 1 day, 9:19:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9331, loss_cls: 2.9029, loss: 2.9029 2023-12-18 20:00:44,632 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 1 day, 9:19:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9281, loss_cls: 2.8309, loss: 2.8309 2023-12-18 20:01:07,231 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 1 day, 9:18:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 2.8513, loss: 2.8513 2023-12-18 20:01:29,844 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 1 day, 9:18:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9294, loss_cls: 2.8537, loss: 2.8537 2023-12-18 20:01:52,454 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 1 day, 9:17:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 2.7846, loss: 2.7846 2023-12-18 20:02:15,079 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 1 day, 9:17:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9300, loss_cls: 2.8488, loss: 2.8488 2023-12-18 20:02:37,683 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 1 day, 9:16:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 2.8511, loss: 2.8511 2023-12-18 20:03:00,296 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 1 day, 9:16:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 2.8017, loss: 2.8017 2023-12-18 20:03:23,043 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 1 day, 9:16:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 2.7863, loss: 2.7863 2023-12-18 20:03:45,595 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 1 day, 9:15:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7019, top5_acc: 0.9381, loss_cls: 2.8855, loss: 2.8855 2023-12-18 20:04:08,197 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 1 day, 9:15:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7056, top5_acc: 0.9306, loss_cls: 2.9245, loss: 2.9245 2023-12-18 20:04:30,736 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 1 day, 9:14:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 2.8668, loss: 2.8668 2023-12-18 20:04:53,316 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 1 day, 9:14:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7050, top5_acc: 0.9219, loss_cls: 2.8943, loss: 2.8943 2023-12-18 20:05:15,831 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 1 day, 9:13:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9263, loss_cls: 2.8747, loss: 2.8747 2023-12-18 20:05:38,309 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 1 day, 9:13:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 2.8418, loss: 2.8418 2023-12-18 20:06:00,763 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 1 day, 9:13:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 2.8641, loss: 2.8641 2023-12-18 20:06:23,283 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 1 day, 9:12:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 2.8021, loss: 2.8021 2023-12-18 20:06:45,817 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 1 day, 9:12:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9250, loss_cls: 2.8721, loss: 2.8721 2023-12-18 20:06:55,375 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-18 20:10:30,687 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 20:10:31,309 - pyskl - INFO - top1_acc 0.6165 top5_acc 0.8896 2023-12-18 20:10:31,339 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6165, top5_acc: 0.8896 2023-12-18 20:11:18,310 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 1 day, 9:13:24, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9369, loss_cls: 2.8238, loss: 2.8238 2023-12-18 20:11:41,004 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 1 day, 9:12:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9400, loss_cls: 2.7880, loss: 2.7880 2023-12-18 20:12:03,502 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 1 day, 9:12:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 2.8051, loss: 2.8051 2023-12-18 20:12:26,259 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 1 day, 9:12:07, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9337, loss_cls: 2.8425, loss: 2.8425 2023-12-18 20:12:48,840 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 1 day, 9:11:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9400, loss_cls: 2.8641, loss: 2.8641 2023-12-18 20:13:11,408 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 1 day, 9:11:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 2.8073, loss: 2.8073 2023-12-18 20:13:34,074 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 1 day, 9:10:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 2.8378, loss: 2.8378 2023-12-18 20:13:56,653 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 1 day, 9:10:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 2.8665, loss: 2.8665 2023-12-18 20:14:19,302 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 1 day, 9:09:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 2.8522, loss: 2.8522 2023-12-18 20:14:41,853 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 1 day, 9:09:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 2.8151, loss: 2.8151 2023-12-18 20:15:04,457 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 1 day, 9:09:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 2.8290, loss: 2.8290 2023-12-18 20:15:27,071 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 1 day, 9:08:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 2.8337, loss: 2.8337 2023-12-18 20:15:49,646 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 1 day, 9:08:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 2.8313, loss: 2.8313 2023-12-18 20:16:12,155 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 1 day, 9:07:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9287, loss_cls: 2.8975, loss: 2.8975 2023-12-18 20:16:34,712 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 1 day, 9:07:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9263, loss_cls: 2.8565, loss: 2.8565 2023-12-18 20:16:57,189 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 1 day, 9:06:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9313, loss_cls: 2.8680, loss: 2.8680 2023-12-18 20:17:19,627 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 1 day, 9:06:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 2.7950, loss: 2.7950 2023-12-18 20:17:42,213 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 1 day, 9:06:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 2.9027, loss: 2.9027 2023-12-18 20:18:04,745 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 1 day, 9:05:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7037, top5_acc: 0.9369, loss_cls: 2.8739, loss: 2.8739 2023-12-18 20:18:27,310 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 1 day, 9:05:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 2.8258, loss: 2.8258 2023-12-18 20:18:49,906 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 1 day, 9:04:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6950, top5_acc: 0.9237, loss_cls: 2.9164, loss: 2.9164 2023-12-18 20:19:12,480 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 1 day, 9:04:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9369, loss_cls: 2.8449, loss: 2.8449 2023-12-18 20:19:35,144 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 1 day, 9:03:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 2.7687, loss: 2.7687 2023-12-18 20:19:57,801 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 1 day, 9:03:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9356, loss_cls: 2.8293, loss: 2.8293 2023-12-18 20:20:20,464 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 1 day, 9:03:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 2.8608, loss: 2.8608 2023-12-18 20:20:43,126 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 1 day, 9:02:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9400, loss_cls: 2.8153, loss: 2.8153 2023-12-18 20:21:05,739 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 1 day, 9:02:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 2.8494, loss: 2.8494 2023-12-18 20:21:28,406 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 1 day, 9:01:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9313, loss_cls: 2.8511, loss: 2.8511 2023-12-18 20:21:51,103 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 1 day, 9:01:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9425, loss_cls: 2.8203, loss: 2.8203 2023-12-18 20:22:13,694 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 1 day, 9:00:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9344, loss_cls: 2.8025, loss: 2.8025 2023-12-18 20:22:36,262 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 1 day, 9:00:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9500, loss_cls: 2.7972, loss: 2.7972 2023-12-18 20:22:58,877 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 1 day, 9:00:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7106, top5_acc: 0.9387, loss_cls: 2.8771, loss: 2.8771 2023-12-18 20:23:21,468 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 1 day, 8:59:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9331, loss_cls: 2.8131, loss: 2.8131 2023-12-18 20:23:44,150 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 1 day, 8:59:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 2.8195, loss: 2.8195 2023-12-18 20:24:06,811 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 1 day, 8:58:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9306, loss_cls: 2.8653, loss: 2.8653 2023-12-18 20:24:29,425 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 1 day, 8:58:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 2.8227, loss: 2.8227 2023-12-18 20:24:52,002 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 1 day, 8:57:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 2.8327, loss: 2.8327 2023-12-18 20:25:14,549 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 1 day, 8:57:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 2.8389, loss: 2.8389 2023-12-18 20:25:37,207 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 1 day, 8:57:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9319, loss_cls: 2.8430, loss: 2.8430 2023-12-18 20:25:46,805 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-18 20:29:22,224 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 20:29:22,724 - pyskl - INFO - top1_acc 0.6484 top5_acc 0.9010 2023-12-18 20:29:22,747 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6484, top5_acc: 0.9010 2023-12-18 20:30:09,383 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 1 day, 8:58:12, time: 0.466, data_time: 0.240, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 2.8196, loss: 2.8196 2023-12-18 20:30:31,929 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 1 day, 8:57:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 2.8383, loss: 2.8383 2023-12-18 20:30:54,504 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 1 day, 8:57:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9413, loss_cls: 2.8419, loss: 2.8419 2023-12-18 20:31:17,141 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 1 day, 8:56:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 2.8150, loss: 2.8150 2023-12-18 20:31:39,670 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 1 day, 8:56:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 2.8105, loss: 2.8105 2023-12-18 20:32:02,282 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 1 day, 8:56:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9381, loss_cls: 2.8587, loss: 2.8587 2023-12-18 20:32:24,851 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 1 day, 8:55:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 2.8294, loss: 2.8294 2023-12-18 20:32:47,513 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 1 day, 8:55:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 2.8943, loss: 2.8943 2023-12-18 20:33:10,192 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 1 day, 8:54:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 2.8466, loss: 2.8466 2023-12-18 20:33:32,856 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 1 day, 8:54:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 2.8094, loss: 2.8094 2023-12-18 20:33:55,542 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 1 day, 8:53:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 2.8153, loss: 2.8153 2023-12-18 20:34:18,209 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 1 day, 8:53:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 2.8019, loss: 2.8019 2023-12-18 20:34:40,854 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 1 day, 8:53:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9313, loss_cls: 2.8646, loss: 2.8646 2023-12-18 20:35:03,469 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 1 day, 8:52:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 2.7985, loss: 2.7985 2023-12-18 20:35:26,063 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 1 day, 8:52:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9287, loss_cls: 2.8288, loss: 2.8288 2023-12-18 20:35:48,674 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 1 day, 8:51:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 2.8329, loss: 2.8329 2023-12-18 20:36:11,210 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 1 day, 8:51:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 2.8228, loss: 2.8228 2023-12-18 20:36:33,789 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 1 day, 8:50:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 2.7699, loss: 2.7699 2023-12-18 20:36:56,362 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 1 day, 8:50:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 2.8333, loss: 2.8333 2023-12-18 20:37:18,994 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 1 day, 8:50:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 2.7772, loss: 2.7772 2023-12-18 20:37:41,577 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 1 day, 8:49:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9350, loss_cls: 2.8688, loss: 2.8688 2023-12-18 20:38:04,199 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 1 day, 8:49:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 2.8054, loss: 2.8054 2023-12-18 20:38:26,876 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 1 day, 8:48:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 2.8105, loss: 2.8105 2023-12-18 20:38:49,501 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 1 day, 8:48:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9281, loss_cls: 2.8405, loss: 2.8405 2023-12-18 20:39:12,079 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 1 day, 8:47:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 2.8290, loss: 2.8290 2023-12-18 20:39:34,725 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 1 day, 8:47:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9400, loss_cls: 2.8100, loss: 2.8100 2023-12-18 20:39:57,347 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 1 day, 8:47:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 2.8535, loss: 2.8535 2023-12-18 20:40:19,907 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 1 day, 8:46:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 2.8282, loss: 2.8282 2023-12-18 20:40:42,347 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 1 day, 8:46:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 2.7633, loss: 2.7633 2023-12-18 20:41:04,924 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 1 day, 8:45:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 2.8650, loss: 2.8650 2023-12-18 20:41:27,653 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 1 day, 8:45:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9269, loss_cls: 2.8709, loss: 2.8709 2023-12-18 20:41:50,329 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 1 day, 8:44:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 2.7837, loss: 2.7837 2023-12-18 20:42:12,878 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 1 day, 8:44:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9337, loss_cls: 2.8328, loss: 2.8328 2023-12-18 20:42:35,434 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 1 day, 8:44:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 2.7701, loss: 2.7701 2023-12-18 20:42:57,993 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 1 day, 8:43:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 2.8020, loss: 2.8020 2023-12-18 20:43:20,529 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 1 day, 8:43:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.6969, top5_acc: 0.9413, loss_cls: 2.8782, loss: 2.8782 2023-12-18 20:43:43,146 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 1 day, 8:42:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 2.8485, loss: 2.8485 2023-12-18 20:44:05,791 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 1 day, 8:42:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.6981, top5_acc: 0.9275, loss_cls: 2.9240, loss: 2.9240 2023-12-18 20:44:28,420 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 1 day, 8:42:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 2.8102, loss: 2.8102 2023-12-18 20:44:38,005 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-18 20:48:13,681 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 20:48:14,252 - pyskl - INFO - top1_acc 0.6113 top5_acc 0.8857 2023-12-18 20:48:14,272 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6113, top5_acc: 0.8857 2023-12-18 20:49:00,770 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 1 day, 8:43:01, time: 0.465, data_time: 0.239, memory: 6526, top1_acc: 0.7087, top5_acc: 0.9369, loss_cls: 2.8494, loss: 2.8494 2023-12-18 20:49:23,280 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 1 day, 8:42:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9337, loss_cls: 2.8254, loss: 2.8254 2023-12-18 20:49:45,853 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 1 day, 8:42:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 2.8558, loss: 2.8558 2023-12-18 20:50:08,467 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 1 day, 8:41:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 2.7913, loss: 2.7913 2023-12-18 20:50:30,933 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 1 day, 8:41:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9344, loss_cls: 2.8567, loss: 2.8567 2023-12-18 20:50:53,527 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 1 day, 8:40:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9331, loss_cls: 2.7744, loss: 2.7744 2023-12-18 20:51:16,117 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 1 day, 8:40:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 2.7763, loss: 2.7763 2023-12-18 20:51:38,639 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 1 day, 8:40:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 2.7594, loss: 2.7594 2023-12-18 20:52:01,279 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 1 day, 8:39:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 2.8563, loss: 2.8563 2023-12-18 20:52:23,900 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 1 day, 8:39:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 2.7769, loss: 2.7769 2023-12-18 20:52:46,467 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 1 day, 8:38:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 2.8160, loss: 2.8160 2023-12-18 20:53:09,209 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 1 day, 8:38:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9387, loss_cls: 2.8367, loss: 2.8367 2023-12-18 20:53:31,736 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 1 day, 8:37:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 2.7575, loss: 2.7575 2023-12-18 20:53:54,240 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 1 day, 8:37:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 2.8356, loss: 2.8356 2023-12-18 20:54:16,839 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 1 day, 8:37:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9487, loss_cls: 2.8006, loss: 2.8006 2023-12-18 20:54:39,505 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 1 day, 8:36:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9387, loss_cls: 2.7920, loss: 2.7920 2023-12-18 20:55:02,151 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 1 day, 8:36:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 2.8381, loss: 2.8381 2023-12-18 20:55:24,778 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 1 day, 8:35:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 2.7700, loss: 2.7700 2023-12-18 20:55:47,376 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 1 day, 8:35:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 2.8651, loss: 2.8651 2023-12-18 20:56:09,972 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 1 day, 8:34:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 2.7178, loss: 2.7178 2023-12-18 20:56:32,690 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 1 day, 8:34:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9281, loss_cls: 2.8641, loss: 2.8641 2023-12-18 20:56:55,393 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 1 day, 8:34:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9319, loss_cls: 2.8226, loss: 2.8226 2023-12-18 20:57:17,999 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 1 day, 8:33:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 2.8198, loss: 2.8198 2023-12-18 20:57:40,606 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 1 day, 8:33:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9269, loss_cls: 2.9059, loss: 2.9059 2023-12-18 20:58:03,252 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 1 day, 8:32:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9413, loss_cls: 2.8044, loss: 2.8044 2023-12-18 20:58:25,915 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 1 day, 8:32:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 2.7916, loss: 2.7916 2023-12-18 20:58:48,580 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 1 day, 8:31:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9319, loss_cls: 2.8590, loss: 2.8590 2023-12-18 20:59:11,160 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 1 day, 8:31:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9306, loss_cls: 2.8648, loss: 2.8648 2023-12-18 20:59:33,807 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 1 day, 8:31:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9437, loss_cls: 2.8132, loss: 2.8132 2023-12-18 20:59:56,294 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 1 day, 8:30:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 2.8967, loss: 2.8967 2023-12-18 21:00:18,767 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 1 day, 8:30:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9319, loss_cls: 2.8379, loss: 2.8379 2023-12-18 21:00:41,345 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 1 day, 8:29:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 2.8632, loss: 2.8632 2023-12-18 21:01:03,974 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 1 day, 8:29:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7181, top5_acc: 0.9375, loss_cls: 2.8373, loss: 2.8373 2023-12-18 21:01:26,539 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 1 day, 8:29:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 2.8282, loss: 2.8282 2023-12-18 21:01:49,137 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 1 day, 8:28:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 2.8168, loss: 2.8168 2023-12-18 21:02:11,760 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 1 day, 8:28:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9319, loss_cls: 2.8404, loss: 2.8404 2023-12-18 21:02:34,333 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 1 day, 8:27:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9387, loss_cls: 2.8412, loss: 2.8412 2023-12-18 21:02:57,102 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 1 day, 8:27:20, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9369, loss_cls: 2.8027, loss: 2.8027 2023-12-18 21:03:19,702 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 1 day, 8:26:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9319, loss_cls: 2.8386, loss: 2.8386 2023-12-18 21:03:29,182 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-18 21:07:05,329 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 21:07:05,869 - pyskl - INFO - top1_acc 0.6504 top5_acc 0.9048 2023-12-18 21:07:05,891 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.6504, top5_acc: 0.9048 2023-12-18 21:07:52,875 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 1 day, 8:27:53, time: 0.470, data_time: 0.245, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9375, loss_cls: 2.8524, loss: 2.8524 2023-12-18 21:08:15,454 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 1 day, 8:27:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9375, loss_cls: 2.8454, loss: 2.8454 2023-12-18 21:08:38,044 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 1 day, 8:27:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9394, loss_cls: 2.7543, loss: 2.7543 2023-12-18 21:09:00,509 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 1 day, 8:26:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 2.8306, loss: 2.8306 2023-12-18 21:09:23,107 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 1 day, 8:26:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 2.8435, loss: 2.8435 2023-12-18 21:09:45,605 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 1 day, 8:25:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 2.8439, loss: 2.8439 2023-12-18 21:10:08,232 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 1 day, 8:25:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 2.7497, loss: 2.7497 2023-12-18 21:10:30,802 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 1 day, 8:24:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 2.8345, loss: 2.8345 2023-12-18 21:10:53,429 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 1 day, 8:24:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 2.8028, loss: 2.8028 2023-12-18 21:11:15,927 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 1 day, 8:24:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9456, loss_cls: 2.8144, loss: 2.8144 2023-12-18 21:11:38,473 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 1 day, 8:23:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 2.8557, loss: 2.8557 2023-12-18 21:12:01,054 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 1 day, 8:23:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9406, loss_cls: 2.7896, loss: 2.7896 2023-12-18 21:12:23,622 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 1 day, 8:22:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 2.7706, loss: 2.7706 2023-12-18 21:12:46,212 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 1 day, 8:22:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 2.8564, loss: 2.8564 2023-12-18 21:13:08,920 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 1 day, 8:21:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9350, loss_cls: 2.8129, loss: 2.8129 2023-12-18 21:13:31,481 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 1 day, 8:21:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 2.7748, loss: 2.7748 2023-12-18 21:13:54,142 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 1 day, 8:21:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 2.8493, loss: 2.8493 2023-12-18 21:14:16,541 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 1 day, 8:20:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 2.7184, loss: 2.7184 2023-12-18 21:14:39,168 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 1 day, 8:20:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9413, loss_cls: 2.8037, loss: 2.8037 2023-12-18 21:15:01,657 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 1 day, 8:19:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 2.8795, loss: 2.8795 2023-12-18 21:15:24,321 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 1 day, 8:19:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.6956, top5_acc: 0.9306, loss_cls: 2.9060, loss: 2.9060 2023-12-18 21:15:46,784 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 1 day, 8:18:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 2.7885, loss: 2.7885 2023-12-18 21:16:09,283 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 1 day, 8:18:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9369, loss_cls: 2.8070, loss: 2.8070 2023-12-18 21:16:31,849 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 1 day, 8:18:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 2.8376, loss: 2.8376 2023-12-18 21:16:54,387 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 1 day, 8:17:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 2.8156, loss: 2.8156 2023-12-18 21:17:16,838 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 1 day, 8:17:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9431, loss_cls: 2.8145, loss: 2.8145 2023-12-18 21:17:39,372 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 1 day, 8:16:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9363, loss_cls: 2.7964, loss: 2.7964 2023-12-18 21:18:01,840 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 1 day, 8:16:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 2.8024, loss: 2.8024 2023-12-18 21:18:24,335 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 1 day, 8:15:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 2.8879, loss: 2.8879 2023-12-18 21:18:46,962 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 1 day, 8:15:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 2.8090, loss: 2.8090 2023-12-18 21:19:09,485 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 1 day, 8:15:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 2.8208, loss: 2.8208 2023-12-18 21:19:32,027 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 1 day, 8:14:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 2.7914, loss: 2.7914 2023-12-18 21:19:54,606 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 1 day, 8:14:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 2.7692, loss: 2.7692 2023-12-18 21:20:17,210 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 1 day, 8:13:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 2.7893, loss: 2.7893 2023-12-18 21:20:39,863 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 1 day, 8:13:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 2.8183, loss: 2.8183 2023-12-18 21:21:02,486 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 1 day, 8:12:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 2.8673, loss: 2.8673 2023-12-18 21:21:25,004 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 1 day, 8:12:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9369, loss_cls: 2.7966, loss: 2.7966 2023-12-18 21:21:47,647 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 1 day, 8:12:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 2.7894, loss: 2.7894 2023-12-18 21:22:10,332 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 1 day, 8:11:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 2.8476, loss: 2.8476 2023-12-18 21:22:19,940 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-18 21:25:55,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 21:25:56,467 - pyskl - INFO - top1_acc 0.6722 top5_acc 0.9151 2023-12-18 21:25:56,471 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_15.pth was removed 2023-12-18 21:25:56,601 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2023-12-18 21:25:56,604 - pyskl - INFO - Best top1_acc is 0.6722 at 22 epoch. 2023-12-18 21:25:56,625 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.6722, top5_acc: 0.9151 2023-12-18 21:26:43,746 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 1 day, 8:12:37, time: 0.471, data_time: 0.246, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 2.8047, loss: 2.8047 2023-12-18 21:27:06,247 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 1 day, 8:12:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 2.8354, loss: 2.8354 2023-12-18 21:27:28,915 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 1 day, 8:11:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 2.8083, loss: 2.8083 2023-12-18 21:27:51,588 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 1 day, 8:11:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9394, loss_cls: 2.8146, loss: 2.8146 2023-12-18 21:28:14,164 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 1 day, 8:10:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9375, loss_cls: 2.7982, loss: 2.7982 2023-12-18 21:28:36,718 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 1 day, 8:10:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9344, loss_cls: 2.8015, loss: 2.8015 2023-12-18 21:28:59,212 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 1 day, 8:10:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 2.8368, loss: 2.8368 2023-12-18 21:29:21,736 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 1 day, 8:09:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9269, loss_cls: 2.8450, loss: 2.8450 2023-12-18 21:29:44,184 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 1 day, 8:09:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 2.7851, loss: 2.7851 2023-12-18 21:30:06,819 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 1 day, 8:08:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9481, loss_cls: 2.8437, loss: 2.8437 2023-12-18 21:30:29,447 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 1 day, 8:08:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 2.8315, loss: 2.8315 2023-12-18 21:30:52,056 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 1 day, 8:07:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 2.7985, loss: 2.7985 2023-12-18 21:31:14,647 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 1 day, 8:07:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9275, loss_cls: 2.8489, loss: 2.8489 2023-12-18 21:31:37,245 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 1 day, 8:07:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 2.7427, loss: 2.7427 2023-12-18 21:31:59,952 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 1 day, 8:06:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 2.7849, loss: 2.7849 2023-12-18 21:32:22,482 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 1 day, 8:06:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 2.8101, loss: 2.8101 2023-12-18 21:32:45,150 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 1 day, 8:05:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9513, loss_cls: 2.7883, loss: 2.7883 2023-12-18 21:33:07,768 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 1 day, 8:05:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 2.8029, loss: 2.8029 2023-12-18 21:33:30,413 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 1 day, 8:05:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 2.7889, loss: 2.7889 2023-12-18 21:33:53,059 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 1 day, 8:04:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 2.7267, loss: 2.7267 2023-12-18 21:34:15,800 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 1 day, 8:04:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9375, loss_cls: 2.8505, loss: 2.8505 2023-12-18 21:34:38,254 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 1 day, 8:03:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 2.8322, loss: 2.8322 2023-12-18 21:35:00,906 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 1 day, 8:03:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 2.8100, loss: 2.8100 2023-12-18 21:35:23,470 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 1 day, 8:02:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9381, loss_cls: 2.8632, loss: 2.8632 2023-12-18 21:35:46,164 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 1 day, 8:02:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 2.8427, loss: 2.8427 2023-12-18 21:36:08,746 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 1 day, 8:02:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 2.8380, loss: 2.8380 2023-12-18 21:36:31,411 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 1 day, 8:01:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 2.7694, loss: 2.7694 2023-12-18 21:36:54,173 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 1 day, 8:01:17, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9281, loss_cls: 2.8578, loss: 2.8578 2023-12-18 21:37:16,764 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 1 day, 8:00:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 2.8287, loss: 2.8287 2023-12-18 21:37:39,279 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 1 day, 8:00:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9394, loss_cls: 2.7858, loss: 2.7858 2023-12-18 21:38:01,884 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 1 day, 8:00:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 2.7793, loss: 2.7793 2023-12-18 21:38:24,443 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 1 day, 7:59:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 2.8866, loss: 2.8866 2023-12-18 21:38:46,971 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 1 day, 7:59:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9363, loss_cls: 2.7816, loss: 2.7816 2023-12-18 21:39:09,635 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 1 day, 7:58:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9275, loss_cls: 2.8356, loss: 2.8356 2023-12-18 21:39:32,296 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 1 day, 7:58:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9400, loss_cls: 2.7796, loss: 2.7796 2023-12-18 21:39:54,980 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 1 day, 7:57:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 2.7692, loss: 2.7692 2023-12-18 21:40:17,690 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 1 day, 7:57:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 2.8439, loss: 2.8439 2023-12-18 21:40:40,294 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 1 day, 7:57:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 2.8391, loss: 2.8391 2023-12-18 21:41:02,974 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 1 day, 7:56:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 2.8525, loss: 2.8525 2023-12-18 21:41:12,570 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-18 21:44:48,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 21:44:48,787 - pyskl - INFO - top1_acc 0.6395 top5_acc 0.9059 2023-12-18 21:44:48,810 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.6395, top5_acc: 0.9059 2023-12-18 21:45:36,185 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 1 day, 7:57:34, time: 0.474, data_time: 0.247, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9444, loss_cls: 2.7718, loss: 2.7718 2023-12-18 21:45:58,823 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 1 day, 7:57:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9363, loss_cls: 2.7927, loss: 2.7927 2023-12-18 21:46:21,417 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 1 day, 7:56:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 2.8023, loss: 2.8023 2023-12-18 21:46:43,998 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 1 day, 7:56:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 2.8329, loss: 2.8329 2023-12-18 21:47:06,491 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 1 day, 7:55:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 2.7786, loss: 2.7786 2023-12-18 21:47:29,058 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 1 day, 7:55:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 2.8067, loss: 2.8067 2023-12-18 21:47:51,612 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 1 day, 7:55:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 2.8026, loss: 2.8026 2023-12-18 21:48:14,254 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 1 day, 7:54:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 2.7855, loss: 2.7855 2023-12-18 21:48:36,832 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 1 day, 7:54:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 2.8137, loss: 2.8137 2023-12-18 21:48:59,368 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 1 day, 7:53:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 2.7534, loss: 2.7534 2023-12-18 21:49:21,890 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 1 day, 7:53:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9344, loss_cls: 2.8142, loss: 2.8142 2023-12-18 21:49:44,443 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 1 day, 7:52:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 2.7605, loss: 2.7605 2023-12-18 21:50:06,869 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 1 day, 7:52:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7069, top5_acc: 0.9431, loss_cls: 2.8687, loss: 2.8687 2023-12-18 21:50:29,491 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 1 day, 7:52:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 2.8233, loss: 2.8233 2023-12-18 21:50:52,099 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 1 day, 7:51:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 2.8334, loss: 2.8334 2023-12-18 21:51:14,776 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 1 day, 7:51:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9531, loss_cls: 2.7687, loss: 2.7687 2023-12-18 21:51:37,210 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 1 day, 7:50:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 2.7941, loss: 2.7941 2023-12-18 21:51:59,750 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 1 day, 7:50:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 2.7842, loss: 2.7842 2023-12-18 21:52:22,312 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 1 day, 7:49:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 2.8330, loss: 2.8330 2023-12-18 21:52:44,766 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 1 day, 7:49:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 2.8160, loss: 2.8160 2023-12-18 21:53:07,370 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 1 day, 7:49:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 2.7969, loss: 2.7969 2023-12-18 21:53:29,912 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 1 day, 7:48:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 2.8347, loss: 2.8347 2023-12-18 21:53:52,444 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 1 day, 7:48:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 2.7902, loss: 2.7902 2023-12-18 21:54:14,927 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 1 day, 7:47:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 2.7928, loss: 2.7928 2023-12-18 21:54:37,404 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 1 day, 7:47:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9356, loss_cls: 2.8347, loss: 2.8347 2023-12-18 21:54:59,996 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 1 day, 7:46:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 2.8135, loss: 2.8135 2023-12-18 21:55:22,566 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 1 day, 7:46:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 2.8402, loss: 2.8402 2023-12-18 21:55:45,100 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 1 day, 7:46:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9375, loss_cls: 2.8065, loss: 2.8065 2023-12-18 21:56:07,662 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 1 day, 7:45:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 2.7801, loss: 2.7801 2023-12-18 21:56:30,240 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 1 day, 7:45:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 2.7855, loss: 2.7855 2023-12-18 21:56:52,856 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 1 day, 7:44:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 2.7464, loss: 2.7464 2023-12-18 21:57:15,464 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 1 day, 7:44:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7275, top5_acc: 0.9481, loss_cls: 2.7920, loss: 2.7920 2023-12-18 21:57:38,008 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 1 day, 7:44:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 2.8260, loss: 2.8260 2023-12-18 21:58:00,638 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 1 day, 7:43:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9431, loss_cls: 2.8401, loss: 2.8401 2023-12-18 21:58:23,345 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 1 day, 7:43:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 2.7973, loss: 2.7973 2023-12-18 21:58:45,967 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 1 day, 7:42:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 2.7766, loss: 2.7766 2023-12-18 21:59:08,516 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 1 day, 7:42:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 2.8267, loss: 2.8267 2023-12-18 21:59:31,058 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 1 day, 7:41:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 2.8455, loss: 2.8455 2023-12-18 21:59:53,649 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 1 day, 7:41:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 2.7870, loss: 2.7870 2023-12-18 22:00:03,127 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-18 22:03:40,082 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:03:40,635 - pyskl - INFO - top1_acc 0.6214 top5_acc 0.9039 2023-12-18 22:03:40,657 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6214, top5_acc: 0.9039 2023-12-18 22:04:27,291 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 1 day, 7:42:17, time: 0.466, data_time: 0.241, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9556, loss_cls: 2.7716, loss: 2.7716 2023-12-18 22:04:49,833 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 1 day, 7:41:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 2.7831, loss: 2.7831 2023-12-18 22:05:12,443 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 1 day, 7:41:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 2.7846, loss: 2.7846 2023-12-18 22:05:35,053 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 1 day, 7:41:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9531, loss_cls: 2.7955, loss: 2.7955 2023-12-18 22:05:57,691 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 1 day, 7:40:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 2.7773, loss: 2.7773 2023-12-18 22:06:20,385 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 1 day, 7:40:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9387, loss_cls: 2.7902, loss: 2.7902 2023-12-18 22:06:43,074 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 1 day, 7:39:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 2.7564, loss: 2.7564 2023-12-18 22:07:05,696 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 1 day, 7:39:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 2.7247, loss: 2.7247 2023-12-18 22:07:28,359 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 1 day, 7:38:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 2.7388, loss: 2.7388 2023-12-18 22:07:50,847 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 1 day, 7:38:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 2.7574, loss: 2.7574 2023-12-18 22:08:13,506 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 1 day, 7:38:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 2.8420, loss: 2.8420 2023-12-18 22:08:36,194 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 1 day, 7:37:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9294, loss_cls: 2.8388, loss: 2.8388 2023-12-18 22:08:58,885 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 1 day, 7:37:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 2.7833, loss: 2.7833 2023-12-18 22:09:21,431 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 1 day, 7:36:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 2.7173, loss: 2.7173 2023-12-18 22:09:44,033 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 1 day, 7:36:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 2.7315, loss: 2.7315 2023-12-18 22:10:06,617 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 1 day, 7:36:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 2.7831, loss: 2.7831 2023-12-18 22:10:29,333 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 1 day, 7:35:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7212, top5_acc: 0.9494, loss_cls: 2.8126, loss: 2.8126 2023-12-18 22:10:51,900 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 1 day, 7:35:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 2.8150, loss: 2.8150 2023-12-18 22:11:14,464 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 1 day, 7:34:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 2.7850, loss: 2.7850 2023-12-18 22:11:37,039 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 1 day, 7:34:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 2.7451, loss: 2.7451 2023-12-18 22:11:59,572 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 1 day, 7:33:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 2.7202, loss: 2.7202 2023-12-18 22:12:22,167 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 1 day, 7:33:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9363, loss_cls: 2.8249, loss: 2.8249 2023-12-18 22:12:44,840 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 1 day, 7:33:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 2.8424, loss: 2.8424 2023-12-18 22:13:07,452 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 1 day, 7:32:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 2.8428, loss: 2.8428 2023-12-18 22:13:30,099 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 1 day, 7:32:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 2.7843, loss: 2.7843 2023-12-18 22:13:52,727 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 1 day, 7:31:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 2.8256, loss: 2.8256 2023-12-18 22:14:15,402 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 1 day, 7:31:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 2.7798, loss: 2.7798 2023-12-18 22:14:38,021 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 1 day, 7:31:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 2.7544, loss: 2.7544 2023-12-18 22:15:00,726 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 1 day, 7:30:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 2.8078, loss: 2.8078 2023-12-18 22:15:23,455 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 1 day, 7:30:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9369, loss_cls: 2.7749, loss: 2.7749 2023-12-18 22:15:46,015 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 1 day, 7:29:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9394, loss_cls: 2.8073, loss: 2.8073 2023-12-18 22:16:08,633 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 1 day, 7:29:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 2.7356, loss: 2.7356 2023-12-18 22:16:31,200 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 1 day, 7:29:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 2.7868, loss: 2.7868 2023-12-18 22:16:53,733 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 1 day, 7:28:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9319, loss_cls: 2.8594, loss: 2.8594 2023-12-18 22:17:16,306 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 1 day, 7:28:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9394, loss_cls: 2.8464, loss: 2.8464 2023-12-18 22:17:38,963 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 1 day, 7:27:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 2.7827, loss: 2.7827 2023-12-18 22:18:01,521 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 1 day, 7:27:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 2.8093, loss: 2.8093 2023-12-18 22:18:24,118 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 1 day, 7:26:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9300, loss_cls: 2.8131, loss: 2.8131 2023-12-18 22:18:46,679 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 1 day, 7:26:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 2.8125, loss: 2.8125 2023-12-18 22:18:56,204 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-18 22:22:31,745 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:22:32,256 - pyskl - INFO - top1_acc 0.6337 top5_acc 0.9063 2023-12-18 22:22:32,284 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6337, top5_acc: 0.9063 2023-12-18 22:23:18,867 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 1 day, 7:27:10, time: 0.466, data_time: 0.239, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 2.8393, loss: 2.8393 2023-12-18 22:23:41,350 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 1 day, 7:26:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 2.7686, loss: 2.7686 2023-12-18 22:24:03,844 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 1 day, 7:26:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 2.7519, loss: 2.7519 2023-12-18 22:24:26,303 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 1 day, 7:25:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 2.7093, loss: 2.7093 2023-12-18 22:24:48,840 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 1 day, 7:25:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7175, top5_acc: 0.9487, loss_cls: 2.8279, loss: 2.8279 2023-12-18 22:25:11,339 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 1 day, 7:25:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 2.7673, loss: 2.7673 2023-12-18 22:25:33,939 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 1 day, 7:24:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9431, loss_cls: 2.7300, loss: 2.7300 2023-12-18 22:25:56,510 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 1 day, 7:24:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 2.7536, loss: 2.7536 2023-12-18 22:26:19,162 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 1 day, 7:23:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 2.7700, loss: 2.7700 2023-12-18 22:26:41,735 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 1 day, 7:23:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 2.7642, loss: 2.7642 2023-12-18 22:27:04,232 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 1 day, 7:22:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 2.8178, loss: 2.8178 2023-12-18 22:27:26,885 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 1 day, 7:22:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 2.7475, loss: 2.7475 2023-12-18 22:27:49,477 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 1 day, 7:22:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 2.7917, loss: 2.7917 2023-12-18 22:28:11,924 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 1 day, 7:21:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9300, loss_cls: 2.8176, loss: 2.8176 2023-12-18 22:28:34,554 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 1 day, 7:21:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 2.8220, loss: 2.8220 2023-12-18 22:28:57,292 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 1 day, 7:20:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 2.8619, loss: 2.8619 2023-12-18 22:29:19,912 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 1 day, 7:20:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 2.7477, loss: 2.7477 2023-12-18 22:29:42,452 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 1 day, 7:20:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9387, loss_cls: 2.8036, loss: 2.8036 2023-12-18 22:30:05,000 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 1 day, 7:19:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9319, loss_cls: 2.8340, loss: 2.8340 2023-12-18 22:30:27,646 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 1 day, 7:19:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 2.8006, loss: 2.8006 2023-12-18 22:30:50,218 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 1 day, 7:18:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 2.7146, loss: 2.7146 2023-12-18 22:31:12,779 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 1 day, 7:18:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 2.7900, loss: 2.7900 2023-12-18 22:31:35,314 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 1 day, 7:17:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 2.7574, loss: 2.7574 2023-12-18 22:31:58,057 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 1 day, 7:17:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 2.7863, loss: 2.7863 2023-12-18 22:32:20,701 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 1 day, 7:17:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 2.7851, loss: 2.7851 2023-12-18 22:32:43,267 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 1 day, 7:16:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 2.8197, loss: 2.8197 2023-12-18 22:33:05,811 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 1 day, 7:16:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9387, loss_cls: 2.8079, loss: 2.8079 2023-12-18 22:33:28,458 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 1 day, 7:15:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7156, top5_acc: 0.9406, loss_cls: 2.8560, loss: 2.8560 2023-12-18 22:33:50,893 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 1 day, 7:15:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 2.7761, loss: 2.7761 2023-12-18 22:34:13,394 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 1 day, 7:15:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 2.7495, loss: 2.7495 2023-12-18 22:34:36,080 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 1 day, 7:14:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 2.7559, loss: 2.7559 2023-12-18 22:34:58,667 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 1 day, 7:14:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 2.8634, loss: 2.8634 2023-12-18 22:35:21,287 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 1 day, 7:13:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 2.7272, loss: 2.7272 2023-12-18 22:35:43,953 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 1 day, 7:13:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7144, top5_acc: 0.9419, loss_cls: 2.8203, loss: 2.8203 2023-12-18 22:36:06,559 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 1 day, 7:13:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9431, loss_cls: 2.8476, loss: 2.8476 2023-12-18 22:36:29,236 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 1 day, 7:12:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 2.7282, loss: 2.7282 2023-12-18 22:36:51,944 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 1 day, 7:12:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 2.7564, loss: 2.7564 2023-12-18 22:37:14,562 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 1 day, 7:11:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 2.7172, loss: 2.7172 2023-12-18 22:37:37,147 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 1 day, 7:11:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9419, loss_cls: 2.7956, loss: 2.7956 2023-12-18 22:37:46,597 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-18 22:41:21,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 22:41:22,034 - pyskl - INFO - top1_acc 0.6884 top5_acc 0.9176 2023-12-18 22:41:22,039 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_22.pth was removed 2023-12-18 22:41:22,187 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2023-12-18 22:41:22,189 - pyskl - INFO - Best top1_acc is 0.6884 at 26 epoch. 2023-12-18 22:41:22,217 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.6884, top5_acc: 0.9176 2023-12-18 22:42:08,450 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 1 day, 7:11:57, time: 0.462, data_time: 0.236, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 2.7914, loss: 2.7914 2023-12-18 22:42:31,012 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 1 day, 7:11:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 2.7402, loss: 2.7402 2023-12-18 22:42:53,656 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 1 day, 7:11:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 2.7818, loss: 2.7818 2023-12-18 22:43:16,274 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 1 day, 7:10:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 2.7340, loss: 2.7340 2023-12-18 22:43:38,901 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 1 day, 7:10:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 2.7748, loss: 2.7748 2023-12-18 22:44:01,581 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 1 day, 7:09:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 2.7779, loss: 2.7779 2023-12-18 22:44:24,172 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 1 day, 7:09:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 2.8094, loss: 2.8094 2023-12-18 22:44:46,689 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 1 day, 7:09:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9369, loss_cls: 2.8523, loss: 2.8523 2023-12-18 22:45:09,286 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 1 day, 7:08:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 2.8108, loss: 2.8108 2023-12-18 22:45:31,725 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 1 day, 7:08:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 2.7167, loss: 2.7167 2023-12-18 22:45:54,297 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 1 day, 7:07:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 2.8268, loss: 2.8268 2023-12-18 22:46:16,797 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 1 day, 7:07:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7188, top5_acc: 0.9487, loss_cls: 2.8271, loss: 2.8271 2023-12-18 22:46:39,446 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 1 day, 7:06:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 2.8044, loss: 2.8044 2023-12-18 22:47:02,070 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 1 day, 7:06:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9331, loss_cls: 2.8189, loss: 2.8189 2023-12-18 22:47:24,724 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 1 day, 7:06:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 2.8122, loss: 2.8122 2023-12-18 22:47:47,349 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 1 day, 7:05:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 2.7668, loss: 2.7668 2023-12-18 22:48:09,885 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 1 day, 7:05:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 2.7334, loss: 2.7334 2023-12-18 22:48:32,612 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 1 day, 7:04:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 2.8112, loss: 2.8112 2023-12-18 22:48:55,118 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 1 day, 7:04:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 2.7720, loss: 2.7720 2023-12-18 22:49:17,773 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 1 day, 7:04:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 2.7760, loss: 2.7760 2023-12-18 22:49:40,382 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 1 day, 7:03:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9319, loss_cls: 2.8080, loss: 2.8080 2023-12-18 22:50:02,966 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 1 day, 7:03:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 2.8026, loss: 2.8026 2023-12-18 22:50:25,403 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 1 day, 7:02:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 2.8372, loss: 2.8372 2023-12-18 22:50:47,963 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 1 day, 7:02:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9394, loss_cls: 2.7895, loss: 2.7895 2023-12-18 22:51:10,568 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 1 day, 7:02:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 2.7401, loss: 2.7401 2023-12-18 22:51:33,161 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 1 day, 7:01:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9475, loss_cls: 2.8303, loss: 2.8303 2023-12-18 22:51:55,704 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 1 day, 7:01:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9413, loss_cls: 2.8056, loss: 2.8056 2023-12-18 22:52:18,354 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 1 day, 7:00:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 2.7527, loss: 2.7527 2023-12-18 22:52:40,872 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 1 day, 7:00:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9387, loss_cls: 2.7799, loss: 2.7799 2023-12-18 22:53:03,422 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 1 day, 6:59:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 2.8049, loss: 2.8049 2023-12-18 22:53:26,043 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 1 day, 6:59:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 2.7829, loss: 2.7829 2023-12-18 22:53:48,677 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 1 day, 6:59:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 2.7636, loss: 2.7636 2023-12-18 22:54:11,265 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 1 day, 6:58:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9394, loss_cls: 2.7772, loss: 2.7772 2023-12-18 22:54:33,821 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 1 day, 6:58:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 2.7157, loss: 2.7157 2023-12-18 22:54:56,371 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 1 day, 6:57:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9506, loss_cls: 2.7118, loss: 2.7118 2023-12-18 22:55:18,889 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 1 day, 6:57:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9475, loss_cls: 2.7712, loss: 2.7712 2023-12-18 22:55:41,384 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 1 day, 6:57:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 2.8076, loss: 2.8076 2023-12-18 22:56:03,854 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 1 day, 6:56:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 2.8083, loss: 2.8083 2023-12-18 22:56:26,473 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 1 day, 6:56:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9381, loss_cls: 2.7901, loss: 2.7901 2023-12-18 22:56:36,045 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-18 23:00:11,724 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:00:12,233 - pyskl - INFO - top1_acc 0.6672 top5_acc 0.9176 2023-12-18 23:00:12,261 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.6672, top5_acc: 0.9176 2023-12-18 23:00:58,586 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 1 day, 6:56:43, time: 0.463, data_time: 0.237, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 2.6902, loss: 2.6902 2023-12-18 23:01:21,186 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 1 day, 6:56:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9363, loss_cls: 2.7837, loss: 2.7837 2023-12-18 23:01:43,835 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 1 day, 6:55:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 2.7432, loss: 2.7432 2023-12-18 23:02:06,490 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 1 day, 6:55:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 2.7356, loss: 2.7356 2023-12-18 23:02:29,098 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 1 day, 6:55:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 2.7179, loss: 2.7179 2023-12-18 23:02:51,661 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 1 day, 6:54:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 2.7850, loss: 2.7850 2023-12-18 23:03:14,279 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 1 day, 6:54:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9356, loss_cls: 2.8216, loss: 2.8216 2023-12-18 23:03:36,850 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 1 day, 6:53:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 2.7173, loss: 2.7173 2023-12-18 23:03:59,410 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 1 day, 6:53:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 2.7608, loss: 2.7608 2023-12-18 23:04:22,053 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 1 day, 6:53:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 2.7580, loss: 2.7580 2023-12-18 23:04:44,672 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 1 day, 6:52:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 2.8007, loss: 2.8007 2023-12-18 23:05:07,298 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 1 day, 6:52:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 2.7609, loss: 2.7609 2023-12-18 23:05:29,967 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 1 day, 6:51:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9394, loss_cls: 2.7677, loss: 2.7677 2023-12-18 23:05:52,527 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 1 day, 6:51:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9431, loss_cls: 2.7556, loss: 2.7556 2023-12-18 23:06:15,133 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 1 day, 6:50:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 2.7239, loss: 2.7239 2023-12-18 23:06:37,750 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 1 day, 6:50:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 2.7441, loss: 2.7441 2023-12-18 23:07:00,383 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 1 day, 6:50:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 2.7331, loss: 2.7331 2023-12-18 23:07:23,125 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 1 day, 6:49:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9456, loss_cls: 2.7323, loss: 2.7323 2023-12-18 23:07:45,743 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 1 day, 6:49:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 2.8072, loss: 2.8072 2023-12-18 23:08:08,300 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 1 day, 6:48:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 2.8259, loss: 2.8259 2023-12-18 23:08:30,987 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 1 day, 6:48:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 2.7874, loss: 2.7874 2023-12-18 23:08:53,549 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 1 day, 6:48:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 2.7605, loss: 2.7605 2023-12-18 23:09:16,263 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 1 day, 6:47:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9450, loss_cls: 2.7651, loss: 2.7651 2023-12-18 23:09:38,852 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 1 day, 6:47:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 2.8128, loss: 2.8128 2023-12-18 23:10:01,462 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 1 day, 6:46:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 2.7325, loss: 2.7325 2023-12-18 23:10:24,011 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 1 day, 6:46:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7113, top5_acc: 0.9350, loss_cls: 2.8331, loss: 2.8331 2023-12-18 23:10:46,654 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 1 day, 6:46:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9400, loss_cls: 2.7606, loss: 2.7606 2023-12-18 23:11:09,201 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 1 day, 6:45:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 2.7961, loss: 2.7961 2023-12-18 23:11:31,811 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 1 day, 6:45:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 2.7744, loss: 2.7744 2023-12-18 23:11:54,366 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 1 day, 6:44:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 2.7345, loss: 2.7345 2023-12-18 23:12:16,924 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 1 day, 6:44:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9494, loss_cls: 2.7365, loss: 2.7365 2023-12-18 23:12:39,526 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 1 day, 6:43:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 2.8467, loss: 2.8467 2023-12-18 23:13:02,092 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 1 day, 6:43:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 2.7272, loss: 2.7272 2023-12-18 23:13:24,689 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 1 day, 6:43:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 2.7870, loss: 2.7870 2023-12-18 23:13:47,216 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 1 day, 6:42:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 2.7540, loss: 2.7540 2023-12-18 23:14:09,740 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 1 day, 6:42:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 2.7570, loss: 2.7570 2023-12-18 23:14:32,379 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 1 day, 6:41:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9313, loss_cls: 2.8477, loss: 2.8477 2023-12-18 23:14:54,990 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 1 day, 6:41:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 2.7817, loss: 2.7817 2023-12-18 23:15:17,661 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 1 day, 6:41:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 2.8374, loss: 2.8374 2023-12-18 23:15:27,217 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-18 23:19:02,815 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:19:03,330 - pyskl - INFO - top1_acc 0.6768 top5_acc 0.9132 2023-12-18 23:19:03,358 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.6768, top5_acc: 0.9132 2023-12-18 23:19:50,292 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 1 day, 6:41:38, time: 0.469, data_time: 0.245, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 2.7839, loss: 2.7839 2023-12-18 23:20:12,759 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 1 day, 6:41:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 2.7559, loss: 2.7559 2023-12-18 23:20:35,456 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 1 day, 6:40:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 2.7399, loss: 2.7399 2023-12-18 23:20:57,962 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 1 day, 6:40:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 2.6867, loss: 2.6867 2023-12-18 23:21:20,498 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 1 day, 6:39:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 2.7637, loss: 2.7637 2023-12-18 23:21:43,043 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 1 day, 6:39:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 2.7581, loss: 2.7581 2023-12-18 23:22:05,676 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 1 day, 6:39:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 2.7958, loss: 2.7958 2023-12-18 23:22:28,127 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 1 day, 6:38:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 2.8140, loss: 2.8140 2023-12-18 23:22:50,689 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 1 day, 6:38:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 2.7094, loss: 2.7094 2023-12-18 23:23:13,231 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 1 day, 6:37:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 2.6982, loss: 2.6982 2023-12-18 23:23:35,830 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 1 day, 6:37:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9325, loss_cls: 2.7998, loss: 2.7998 2023-12-18 23:23:58,539 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 1 day, 6:37:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 2.7241, loss: 2.7241 2023-12-18 23:24:21,125 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 1 day, 6:36:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 2.7561, loss: 2.7561 2023-12-18 23:24:43,733 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 1 day, 6:36:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9419, loss_cls: 2.7363, loss: 2.7363 2023-12-18 23:25:06,484 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 1 day, 6:35:51, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9306, loss_cls: 2.8297, loss: 2.8297 2023-12-18 23:25:29,069 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 1 day, 6:35:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 2.7801, loss: 2.7801 2023-12-18 23:25:51,642 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 1 day, 6:35:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 2.7874, loss: 2.7874 2023-12-18 23:26:14,273 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 1 day, 6:34:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9425, loss_cls: 2.7218, loss: 2.7218 2023-12-18 23:26:36,870 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 1 day, 6:34:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 2.7337, loss: 2.7337 2023-12-18 23:26:59,427 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 1 day, 6:33:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 2.7759, loss: 2.7759 2023-12-18 23:27:22,011 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 1 day, 6:33:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 2.7301, loss: 2.7301 2023-12-18 23:27:44,572 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 1 day, 6:32:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 2.8457, loss: 2.8457 2023-12-18 23:28:06,996 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 1 day, 6:32:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 2.7431, loss: 2.7431 2023-12-18 23:28:29,557 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 1 day, 6:32:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 2.7300, loss: 2.7300 2023-12-18 23:28:52,168 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 1 day, 6:31:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 2.7931, loss: 2.7931 2023-12-18 23:29:14,785 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 1 day, 6:31:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 2.7917, loss: 2.7917 2023-12-18 23:29:37,368 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 1 day, 6:30:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 2.7455, loss: 2.7455 2023-12-18 23:29:59,926 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 1 day, 6:30:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 2.8285, loss: 2.8285 2023-12-18 23:30:22,582 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 1 day, 6:30:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9387, loss_cls: 2.8260, loss: 2.8260 2023-12-18 23:30:45,208 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 1 day, 6:29:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 2.7802, loss: 2.7802 2023-12-18 23:31:07,822 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 1 day, 6:29:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 2.8216, loss: 2.8216 2023-12-18 23:31:30,426 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 1 day, 6:28:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 2.7567, loss: 2.7567 2023-12-18 23:31:52,968 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 1 day, 6:28:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 2.7616, loss: 2.7616 2023-12-18 23:32:15,621 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 1 day, 6:28:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9456, loss_cls: 2.7800, loss: 2.7800 2023-12-18 23:32:38,266 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 1 day, 6:27:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 2.8408, loss: 2.8408 2023-12-18 23:33:00,955 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 1 day, 6:27:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 2.8078, loss: 2.8078 2023-12-18 23:33:23,537 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 1 day, 6:26:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 2.7802, loss: 2.7802 2023-12-18 23:33:46,172 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 1 day, 6:26:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 2.8506, loss: 2.8506 2023-12-18 23:34:08,827 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 1 day, 6:26:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 2.7554, loss: 2.7554 2023-12-18 23:34:18,360 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-18 23:37:54,424 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:37:55,144 - pyskl - INFO - top1_acc 0.6874 top5_acc 0.9249 2023-12-18 23:37:55,168 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6874, top5_acc: 0.9249 2023-12-18 23:38:42,078 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 1 day, 6:26:30, time: 0.469, data_time: 0.243, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 2.7303, loss: 2.7303 2023-12-18 23:39:04,735 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 1 day, 6:26:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 2.7414, loss: 2.7414 2023-12-18 23:39:27,277 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 1 day, 6:25:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 2.6818, loss: 2.6818 2023-12-18 23:39:49,822 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 1 day, 6:25:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 2.6567, loss: 2.6567 2023-12-18 23:40:12,369 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 1 day, 6:24:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 2.7759, loss: 2.7759 2023-12-18 23:40:34,909 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 1 day, 6:24:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 2.7349, loss: 2.7349 2023-12-18 23:40:57,549 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 1 day, 6:24:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 2.6887, loss: 2.6887 2023-12-18 23:41:20,018 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 1 day, 6:23:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 2.7547, loss: 2.7547 2023-12-18 23:41:42,563 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 1 day, 6:23:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 2.7492, loss: 2.7492 2023-12-18 23:42:05,107 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 1 day, 6:22:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 2.6888, loss: 2.6888 2023-12-18 23:42:27,823 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 1 day, 6:22:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 2.7838, loss: 2.7838 2023-12-18 23:42:50,455 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 1 day, 6:21:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 2.8146, loss: 2.8146 2023-12-18 23:43:13,139 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 1 day, 6:21:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 2.7761, loss: 2.7761 2023-12-18 23:43:35,729 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 1 day, 6:21:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 2.7988, loss: 2.7988 2023-12-18 23:43:58,355 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 1 day, 6:20:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 2.7456, loss: 2.7456 2023-12-18 23:44:20,928 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 1 day, 6:20:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 2.7542, loss: 2.7542 2023-12-18 23:44:43,464 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 1 day, 6:19:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 2.8116, loss: 2.8116 2023-12-18 23:45:06,052 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 1 day, 6:19:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 2.7664, loss: 2.7664 2023-12-18 23:45:28,737 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 1 day, 6:19:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 2.7973, loss: 2.7973 2023-12-18 23:45:51,430 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 1 day, 6:18:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 2.7314, loss: 2.7314 2023-12-18 23:46:14,094 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 1 day, 6:18:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 2.7635, loss: 2.7635 2023-12-18 23:46:36,736 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 1 day, 6:17:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 2.7489, loss: 2.7489 2023-12-18 23:46:59,248 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 1 day, 6:17:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7244, top5_acc: 0.9381, loss_cls: 2.8213, loss: 2.8213 2023-12-18 23:47:21,867 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 1 day, 6:17:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 2.8038, loss: 2.8038 2023-12-18 23:47:44,377 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 1 day, 6:16:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 2.7861, loss: 2.7861 2023-12-18 23:48:06,951 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 1 day, 6:16:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 2.7172, loss: 2.7172 2023-12-18 23:48:29,542 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 1 day, 6:15:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 2.8039, loss: 2.8039 2023-12-18 23:48:52,230 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 1 day, 6:15:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 2.7749, loss: 2.7749 2023-12-18 23:49:14,888 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 1 day, 6:15:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 2.7204, loss: 2.7204 2023-12-18 23:49:37,560 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 1 day, 6:14:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9425, loss_cls: 2.7771, loss: 2.7771 2023-12-18 23:50:00,114 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 1 day, 6:14:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 2.8125, loss: 2.8125 2023-12-18 23:50:22,858 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 1 day, 6:13:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9419, loss_cls: 2.8179, loss: 2.8179 2023-12-18 23:50:45,444 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 1 day, 6:13:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 2.7934, loss: 2.7934 2023-12-18 23:51:08,033 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 1 day, 6:13:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 2.7988, loss: 2.7988 2023-12-18 23:51:30,532 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 1 day, 6:12:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 2.7303, loss: 2.7303 2023-12-18 23:51:53,125 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 1 day, 6:12:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 2.6811, loss: 2.6811 2023-12-18 23:52:15,759 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 1 day, 6:11:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 2.7573, loss: 2.7573 2023-12-18 23:52:38,370 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 1 day, 6:11:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 2.7500, loss: 2.7500 2023-12-18 23:53:00,853 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 1 day, 6:10:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9413, loss_cls: 2.7472, loss: 2.7472 2023-12-18 23:53:10,395 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-18 23:56:45,663 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-18 23:56:46,181 - pyskl - INFO - top1_acc 0.6733 top5_acc 0.9184 2023-12-18 23:56:46,206 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.6733, top5_acc: 0.9184 2023-12-18 23:57:33,332 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 1 day, 6:11:24, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 2.6733, loss: 2.6733 2023-12-18 23:57:55,857 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 1 day, 6:10:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 2.6834, loss: 2.6834 2023-12-18 23:58:18,387 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 1 day, 6:10:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9419, loss_cls: 2.7856, loss: 2.7856 2023-12-18 23:58:40,959 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 1 day, 6:10:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 2.7150, loss: 2.7150 2023-12-18 23:59:03,513 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 1 day, 6:09:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 2.6953, loss: 2.6953 2023-12-18 23:59:26,034 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 1 day, 6:09:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 2.7206, loss: 2.7206 2023-12-18 23:59:48,641 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 1 day, 6:08:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 2.7442, loss: 2.7442 2023-12-19 00:00:11,222 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 1 day, 6:08:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 2.7385, loss: 2.7385 2023-12-19 00:00:33,778 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 1 day, 6:08:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 2.7454, loss: 2.7454 2023-12-19 00:00:56,321 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 1 day, 6:07:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 2.7463, loss: 2.7463 2023-12-19 00:01:18,861 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 1 day, 6:07:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 2.7224, loss: 2.7224 2023-12-19 00:01:41,419 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 1 day, 6:06:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 2.7493, loss: 2.7493 2023-12-19 00:02:04,027 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 1 day, 6:06:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 2.7425, loss: 2.7425 2023-12-19 00:02:26,562 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 1 day, 6:06:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 2.7873, loss: 2.7873 2023-12-19 00:02:49,065 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 1 day, 6:05:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 2.8031, loss: 2.8031 2023-12-19 00:03:11,627 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 1 day, 6:05:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9400, loss_cls: 2.7379, loss: 2.7379 2023-12-19 00:03:34,209 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 1 day, 6:04:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 2.7038, loss: 2.7038 2023-12-19 00:03:56,710 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 1 day, 6:04:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 2.7731, loss: 2.7731 2023-12-19 00:04:19,242 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 1 day, 6:03:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 2.7236, loss: 2.7236 2023-12-19 00:04:41,903 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 1 day, 6:03:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 2.7986, loss: 2.7986 2023-12-19 00:05:04,406 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 1 day, 6:03:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 2.7538, loss: 2.7538 2023-12-19 00:05:26,963 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 1 day, 6:02:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 2.7365, loss: 2.7365 2023-12-19 00:05:49,529 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 1 day, 6:02:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 2.6963, loss: 2.6963 2023-12-19 00:06:12,164 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 1 day, 6:01:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 2.7795, loss: 2.7795 2023-12-19 00:06:34,760 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 1 day, 6:01:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 2.7980, loss: 2.7980 2023-12-19 00:06:57,360 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 1 day, 6:01:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9381, loss_cls: 2.7808, loss: 2.7808 2023-12-19 00:07:19,836 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 1 day, 6:00:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 2.7366, loss: 2.7366 2023-12-19 00:07:42,396 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 1 day, 6:00:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 2.7280, loss: 2.7280 2023-12-19 00:08:04,944 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 1 day, 5:59:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 2.7430, loss: 2.7430 2023-12-19 00:08:27,568 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 1 day, 5:59:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 2.8252, loss: 2.8252 2023-12-19 00:08:50,155 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 1 day, 5:59:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 2.7974, loss: 2.7974 2023-12-19 00:09:12,746 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 1 day, 5:58:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 2.7364, loss: 2.7364 2023-12-19 00:09:35,307 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 1 day, 5:58:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 2.7846, loss: 2.7846 2023-12-19 00:09:57,793 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 1 day, 5:57:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 2.7440, loss: 2.7440 2023-12-19 00:10:20,249 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 1 day, 5:57:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9437, loss_cls: 2.8155, loss: 2.8155 2023-12-19 00:10:42,794 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 1 day, 5:57:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 2.7545, loss: 2.7545 2023-12-19 00:11:05,346 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 1 day, 5:56:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 2.7423, loss: 2.7423 2023-12-19 00:11:27,890 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 1 day, 5:56:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9381, loss_cls: 2.7632, loss: 2.7632 2023-12-19 00:11:50,574 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 1 day, 5:55:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9419, loss_cls: 2.7983, loss: 2.7983 2023-12-19 00:12:00,209 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-19 00:15:35,575 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 00:15:36,215 - pyskl - INFO - top1_acc 0.6738 top5_acc 0.9190 2023-12-19 00:15:36,240 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.6738, top5_acc: 0.9190 2023-12-19 00:16:22,864 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 1 day, 5:56:10, time: 0.466, data_time: 0.241, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 2.6770, loss: 2.6770 2023-12-19 00:16:45,565 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 1 day, 5:55:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 2.6751, loss: 2.6751 2023-12-19 00:17:08,247 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 1 day, 5:55:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 2.7681, loss: 2.7681 2023-12-19 00:17:30,816 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 1 day, 5:54:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 2.7234, loss: 2.7234 2023-12-19 00:17:53,346 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 1 day, 5:54:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 2.7076, loss: 2.7076 2023-12-19 00:18:15,930 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 1 day, 5:54:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9450, loss_cls: 2.7297, loss: 2.7297 2023-12-19 00:18:38,520 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 1 day, 5:53:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9431, loss_cls: 2.7276, loss: 2.7276 2023-12-19 00:19:00,994 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 1 day, 5:53:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 2.7334, loss: 2.7334 2023-12-19 00:19:23,480 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 1 day, 5:52:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7219, top5_acc: 0.9313, loss_cls: 2.8329, loss: 2.8329 2023-12-19 00:19:46,108 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 1 day, 5:52:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 2.7596, loss: 2.7596 2023-12-19 00:20:08,823 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 1 day, 5:52:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 2.7498, loss: 2.7498 2023-12-19 00:20:31,384 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 1 day, 5:51:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 2.7381, loss: 2.7381 2023-12-19 00:20:53,882 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 1 day, 5:51:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 2.7598, loss: 2.7598 2023-12-19 00:21:16,498 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 1 day, 5:50:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 2.7347, loss: 2.7347 2023-12-19 00:21:39,068 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 1 day, 5:50:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 2.7343, loss: 2.7343 2023-12-19 00:22:01,607 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 1 day, 5:50:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 2.6946, loss: 2.6946 2023-12-19 00:22:24,265 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 1 day, 5:49:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 2.7433, loss: 2.7433 2023-12-19 00:22:46,805 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 1 day, 5:49:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9413, loss_cls: 2.7713, loss: 2.7713 2023-12-19 00:23:09,241 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 1 day, 5:48:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9406, loss_cls: 2.7263, loss: 2.7263 2023-12-19 00:23:31,724 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 1 day, 5:48:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 2.7507, loss: 2.7507 2023-12-19 00:23:54,346 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 1 day, 5:47:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 2.7215, loss: 2.7215 2023-12-19 00:24:16,998 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 1 day, 5:47:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 2.7483, loss: 2.7483 2023-12-19 00:24:39,680 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 1 day, 5:47:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 2.7612, loss: 2.7612 2023-12-19 00:25:02,342 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 1 day, 5:46:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 2.7046, loss: 2.7046 2023-12-19 00:25:24,933 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 1 day, 5:46:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 2.6721, loss: 2.6721 2023-12-19 00:25:47,495 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 1 day, 5:45:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 2.7467, loss: 2.7467 2023-12-19 00:26:10,076 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 1 day, 5:45:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 2.7465, loss: 2.7465 2023-12-19 00:26:32,637 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 1 day, 5:45:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9425, loss_cls: 2.6854, loss: 2.6854 2023-12-19 00:26:55,228 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 1 day, 5:44:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 2.7360, loss: 2.7360 2023-12-19 00:27:17,700 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 1 day, 5:44:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 2.7729, loss: 2.7729 2023-12-19 00:27:40,243 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 1 day, 5:43:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 2.7782, loss: 2.7782 2023-12-19 00:28:02,844 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 1 day, 5:43:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 2.7670, loss: 2.7670 2023-12-19 00:28:25,486 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 1 day, 5:43:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 2.7906, loss: 2.7906 2023-12-19 00:28:48,026 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 1 day, 5:42:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 2.7198, loss: 2.7198 2023-12-19 00:29:10,632 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 1 day, 5:42:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 2.7581, loss: 2.7581 2023-12-19 00:29:33,129 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 1 day, 5:41:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 2.7396, loss: 2.7396 2023-12-19 00:29:55,789 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 1 day, 5:41:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 2.7993, loss: 2.7993 2023-12-19 00:30:18,456 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 1 day, 5:41:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 2.7701, loss: 2.7701 2023-12-19 00:30:40,965 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 1 day, 5:40:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 2.7726, loss: 2.7726 2023-12-19 00:30:50,516 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-19 00:34:26,520 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 00:34:27,020 - pyskl - INFO - top1_acc 0.6836 top5_acc 0.9182 2023-12-19 00:34:27,044 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.6836, top5_acc: 0.9182 2023-12-19 00:35:13,836 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 1 day, 5:41:01, time: 0.468, data_time: 0.242, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 2.6983, loss: 2.6983 2023-12-19 00:35:36,403 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 1 day, 5:40:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 2.6992, loss: 2.6992 2023-12-19 00:35:58,999 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 1 day, 5:40:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 2.7201, loss: 2.7201 2023-12-19 00:36:21,577 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 1 day, 5:39:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 2.6715, loss: 2.6715 2023-12-19 00:36:44,210 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 1 day, 5:39:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 2.7286, loss: 2.7286 2023-12-19 00:37:06,809 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 1 day, 5:38:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 2.7309, loss: 2.7309 2023-12-19 00:37:29,333 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 1 day, 5:38:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 2.6730, loss: 2.6730 2023-12-19 00:37:51,854 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 1 day, 5:38:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 2.6919, loss: 2.6919 2023-12-19 00:38:14,594 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 1 day, 5:37:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 2.7358, loss: 2.7358 2023-12-19 00:38:37,250 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 1 day, 5:37:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 2.7477, loss: 2.7477 2023-12-19 00:38:59,839 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 1 day, 5:36:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9469, loss_cls: 2.7545, loss: 2.7545 2023-12-19 00:39:22,373 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 1 day, 5:36:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 2.7848, loss: 2.7848 2023-12-19 00:39:45,025 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 1 day, 5:36:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 2.6696, loss: 2.6696 2023-12-19 00:40:07,654 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 1 day, 5:35:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 2.7662, loss: 2.7662 2023-12-19 00:40:30,379 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 1 day, 5:35:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9431, loss_cls: 2.8232, loss: 2.8232 2023-12-19 00:40:52,886 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 1 day, 5:34:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 2.7491, loss: 2.7491 2023-12-19 00:41:15,406 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 1 day, 5:34:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 2.7434, loss: 2.7434 2023-12-19 00:41:38,124 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 1 day, 5:34:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 2.7450, loss: 2.7450 2023-12-19 00:42:00,626 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 1 day, 5:33:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 2.7571, loss: 2.7571 2023-12-19 00:42:23,159 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 1 day, 5:33:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 2.8068, loss: 2.8068 2023-12-19 00:42:45,747 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 1 day, 5:32:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 2.7554, loss: 2.7554 2023-12-19 00:43:08,379 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 1 day, 5:32:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9425, loss_cls: 2.7682, loss: 2.7682 2023-12-19 00:43:30,924 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 1 day, 5:32:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9469, loss_cls: 2.7013, loss: 2.7013 2023-12-19 00:43:53,463 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 1 day, 5:31:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9350, loss_cls: 2.8141, loss: 2.8141 2023-12-19 00:44:16,012 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 1 day, 5:31:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 2.7765, loss: 2.7765 2023-12-19 00:44:38,521 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 1 day, 5:30:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9363, loss_cls: 2.7402, loss: 2.7402 2023-12-19 00:45:01,016 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 1 day, 5:30:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 2.7170, loss: 2.7170 2023-12-19 00:45:23,642 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 1 day, 5:30:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 2.7302, loss: 2.7302 2023-12-19 00:45:46,271 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 1 day, 5:29:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 2.6707, loss: 2.6707 2023-12-19 00:46:08,868 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 1 day, 5:29:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9356, loss_cls: 2.7842, loss: 2.7842 2023-12-19 00:46:31,398 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 1 day, 5:28:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 2.7425, loss: 2.7425 2023-12-19 00:46:53,997 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 1 day, 5:28:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 2.7922, loss: 2.7922 2023-12-19 00:47:16,570 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 1 day, 5:27:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 2.7867, loss: 2.7867 2023-12-19 00:47:39,273 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 1 day, 5:27:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 2.7267, loss: 2.7267 2023-12-19 00:48:01,769 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 1 day, 5:27:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 2.7306, loss: 2.7306 2023-12-19 00:48:24,364 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 1 day, 5:26:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 2.7131, loss: 2.7131 2023-12-19 00:48:47,101 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 1 day, 5:26:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 2.7174, loss: 2.7174 2023-12-19 00:49:09,738 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 1 day, 5:25:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 2.6961, loss: 2.6961 2023-12-19 00:49:32,347 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 1 day, 5:25:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9425, loss_cls: 2.7509, loss: 2.7509 2023-12-19 00:49:41,936 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-19 00:53:17,769 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 00:53:18,314 - pyskl - INFO - top1_acc 0.6826 top5_acc 0.9248 2023-12-19 00:53:18,340 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.6826, top5_acc: 0.9248 2023-12-19 00:54:05,145 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 1 day, 5:25:53, time: 0.468, data_time: 0.243, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 2.7273, loss: 2.7273 2023-12-19 00:54:27,680 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 1 day, 5:25:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 2.7535, loss: 2.7535 2023-12-19 00:54:50,148 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 1 day, 5:25:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9419, loss_cls: 2.7372, loss: 2.7372 2023-12-19 00:55:12,704 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 1 day, 5:24:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 2.6566, loss: 2.6566 2023-12-19 00:55:35,275 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 1 day, 5:24:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9319, loss_cls: 2.7591, loss: 2.7591 2023-12-19 00:55:57,851 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 1 day, 5:23:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9456, loss_cls: 2.7236, loss: 2.7236 2023-12-19 00:56:20,439 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 1 day, 5:23:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 2.7319, loss: 2.7319 2023-12-19 00:56:43,032 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 1 day, 5:23:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7281, top5_acc: 0.9506, loss_cls: 2.7905, loss: 2.7905 2023-12-19 00:57:05,658 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 1 day, 5:22:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 2.7817, loss: 2.7817 2023-12-19 00:57:28,260 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 1 day, 5:22:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 2.7141, loss: 2.7141 2023-12-19 00:57:50,757 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 1 day, 5:21:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 2.6771, loss: 2.6771 2023-12-19 00:58:13,402 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 1 day, 5:21:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 2.6940, loss: 2.6940 2023-12-19 00:58:35,873 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 1 day, 5:20:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 2.7394, loss: 2.7394 2023-12-19 00:58:58,368 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 1 day, 5:20:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9537, loss_cls: 2.6815, loss: 2.6815 2023-12-19 00:59:20,893 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 1 day, 5:20:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 2.7504, loss: 2.7504 2023-12-19 00:59:43,521 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 1 day, 5:19:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7250, top5_acc: 0.9350, loss_cls: 2.8426, loss: 2.8426 2023-12-19 01:00:06,061 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 1 day, 5:19:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 2.7781, loss: 2.7781 2023-12-19 01:00:28,676 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 1 day, 5:18:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9419, loss_cls: 2.7607, loss: 2.7607 2023-12-19 01:00:51,496 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 1 day, 5:18:33, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 2.7240, loss: 2.7240 2023-12-19 01:01:14,060 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 1 day, 5:18:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9387, loss_cls: 2.7642, loss: 2.7642 2023-12-19 01:01:36,609 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 1 day, 5:17:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 2.7543, loss: 2.7543 2023-12-19 01:01:59,211 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 1 day, 5:17:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 2.6558, loss: 2.6558 2023-12-19 01:02:21,737 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 1 day, 5:16:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 2.6856, loss: 2.6856 2023-12-19 01:02:44,355 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 1 day, 5:16:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9456, loss_cls: 2.7571, loss: 2.7571 2023-12-19 01:03:07,016 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 1 day, 5:16:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 2.6993, loss: 2.6993 2023-12-19 01:03:29,670 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 1 day, 5:15:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9394, loss_cls: 2.7753, loss: 2.7753 2023-12-19 01:03:52,326 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 1 day, 5:15:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 2.7200, loss: 2.7200 2023-12-19 01:04:15,061 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 1 day, 5:14:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 2.7697, loss: 2.7697 2023-12-19 01:04:37,650 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 1 day, 5:14:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9394, loss_cls: 2.7624, loss: 2.7624 2023-12-19 01:05:00,235 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 1 day, 5:14:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 2.6856, loss: 2.6856 2023-12-19 01:05:22,711 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 1 day, 5:13:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 2.7399, loss: 2.7399 2023-12-19 01:05:45,254 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 1 day, 5:13:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 2.7097, loss: 2.7097 2023-12-19 01:06:07,764 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 1 day, 5:12:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 2.7445, loss: 2.7445 2023-12-19 01:06:30,318 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 1 day, 5:12:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 2.7857, loss: 2.7857 2023-12-19 01:06:52,966 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 1 day, 5:12:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 2.7972, loss: 2.7972 2023-12-19 01:07:15,654 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 1 day, 5:11:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 2.7493, loss: 2.7493 2023-12-19 01:07:38,321 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 1 day, 5:11:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 2.7616, loss: 2.7616 2023-12-19 01:08:00,828 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 1 day, 5:10:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9494, loss_cls: 2.7062, loss: 2.7062 2023-12-19 01:08:23,366 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 1 day, 5:10:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 2.7430, loss: 2.7430 2023-12-19 01:08:32,873 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-19 01:12:08,655 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:12:09,148 - pyskl - INFO - top1_acc 0.7028 top5_acc 0.9300 2023-12-19 01:12:09,153 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_26.pth was removed 2023-12-19 01:12:09,413 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2023-12-19 01:12:09,415 - pyskl - INFO - Best top1_acc is 0.7028 at 34 epoch. 2023-12-19 01:12:09,441 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.7028, top5_acc: 0.9300 2023-12-19 01:12:56,486 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 1 day, 5:10:45, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 2.6914, loss: 2.6914 2023-12-19 01:13:19,029 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 1 day, 5:10:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 2.6986, loss: 2.6986 2023-12-19 01:13:41,610 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 1 day, 5:09:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 2.7189, loss: 2.7189 2023-12-19 01:14:04,345 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 1 day, 5:09:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 2.7061, loss: 2.7061 2023-12-19 01:14:26,991 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 1 day, 5:09:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 2.7484, loss: 2.7484 2023-12-19 01:14:49,587 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 1 day, 5:08:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 2.7419, loss: 2.7419 2023-12-19 01:15:12,042 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 1 day, 5:08:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 2.7331, loss: 2.7331 2023-12-19 01:15:34,484 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 1 day, 5:07:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 2.7226, loss: 2.7226 2023-12-19 01:15:57,011 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 1 day, 5:07:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 2.7145, loss: 2.7145 2023-12-19 01:16:19,500 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 1 day, 5:07:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 2.7036, loss: 2.7036 2023-12-19 01:16:42,090 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 1 day, 5:06:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9513, loss_cls: 2.6836, loss: 2.6836 2023-12-19 01:17:04,794 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 1 day, 5:06:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 2.7367, loss: 2.7367 2023-12-19 01:17:27,517 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 1 day, 5:05:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 2.7204, loss: 2.7204 2023-12-19 01:17:50,215 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 1 day, 5:05:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 2.7250, loss: 2.7250 2023-12-19 01:18:12,857 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 1 day, 5:05:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 2.7333, loss: 2.7333 2023-12-19 01:18:35,415 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 1 day, 5:04:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 2.7738, loss: 2.7738 2023-12-19 01:18:58,068 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 1 day, 5:04:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9431, loss_cls: 2.7440, loss: 2.7440 2023-12-19 01:19:20,610 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 1 day, 5:03:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 2.7426, loss: 2.7426 2023-12-19 01:19:43,288 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 1 day, 5:03:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 2.7118, loss: 2.7118 2023-12-19 01:20:05,895 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 1 day, 5:03:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 2.7613, loss: 2.7613 2023-12-19 01:20:28,526 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 1 day, 5:02:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9437, loss_cls: 2.7197, loss: 2.7197 2023-12-19 01:20:51,132 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 1 day, 5:02:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 2.7519, loss: 2.7519 2023-12-19 01:21:13,666 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 1 day, 5:01:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 2.7254, loss: 2.7254 2023-12-19 01:21:36,299 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 1 day, 5:01:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 2.7782, loss: 2.7782 2023-12-19 01:21:58,925 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 1 day, 5:01:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 2.6987, loss: 2.6987 2023-12-19 01:22:21,542 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 1 day, 5:00:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 2.8187, loss: 2.8187 2023-12-19 01:22:44,283 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 1 day, 5:00:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7325, top5_acc: 0.9406, loss_cls: 2.7663, loss: 2.7663 2023-12-19 01:23:06,879 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 1 day, 4:59:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 2.7488, loss: 2.7488 2023-12-19 01:23:29,512 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 1 day, 4:59:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 2.7439, loss: 2.7439 2023-12-19 01:23:52,082 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 1 day, 4:59:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 2.6944, loss: 2.6944 2023-12-19 01:24:14,729 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 1 day, 4:58:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9425, loss_cls: 2.7089, loss: 2.7089 2023-12-19 01:24:37,191 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 1 day, 4:58:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 2.7531, loss: 2.7531 2023-12-19 01:24:59,682 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 1 day, 4:57:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 2.7224, loss: 2.7224 2023-12-19 01:25:22,215 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 1 day, 4:57:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 2.6856, loss: 2.6856 2023-12-19 01:25:44,861 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 1 day, 4:57:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 2.7450, loss: 2.7450 2023-12-19 01:26:07,449 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 1 day, 4:56:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 2.7094, loss: 2.7094 2023-12-19 01:26:30,065 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 1 day, 4:56:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 2.6995, loss: 2.6995 2023-12-19 01:26:52,621 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 1 day, 4:55:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 2.7119, loss: 2.7119 2023-12-19 01:27:15,165 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 1 day, 4:55:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 2.7646, loss: 2.7646 2023-12-19 01:27:24,832 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-19 01:31:01,131 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:31:02,036 - pyskl - INFO - top1_acc 0.6770 top5_acc 0.9200 2023-12-19 01:31:02,058 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6770, top5_acc: 0.9200 2023-12-19 01:31:48,813 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 1 day, 4:55:38, time: 0.467, data_time: 0.242, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 2.7143, loss: 2.7143 2023-12-19 01:32:11,450 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 1 day, 4:55:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 2.6725, loss: 2.6725 2023-12-19 01:32:34,112 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 1 day, 4:54:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 2.6889, loss: 2.6889 2023-12-19 01:32:56,678 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 1 day, 4:54:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9450, loss_cls: 2.7216, loss: 2.7216 2023-12-19 01:33:19,285 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 1 day, 4:54:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 2.7630, loss: 2.7630 2023-12-19 01:33:41,913 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 1 day, 4:53:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 2.7339, loss: 2.7339 2023-12-19 01:34:04,547 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 1 day, 4:53:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 2.7520, loss: 2.7520 2023-12-19 01:34:27,180 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 1 day, 4:52:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 2.7024, loss: 2.7024 2023-12-19 01:34:49,707 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 1 day, 4:52:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 2.6614, loss: 2.6614 2023-12-19 01:35:12,290 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 1 day, 4:52:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 2.6873, loss: 2.6873 2023-12-19 01:35:34,792 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 1 day, 4:51:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 2.6820, loss: 2.6820 2023-12-19 01:35:57,502 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 1 day, 4:51:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 2.7481, loss: 2.7481 2023-12-19 01:36:20,181 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 1 day, 4:50:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 2.7695, loss: 2.7695 2023-12-19 01:36:42,824 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 1 day, 4:50:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 2.7979, loss: 2.7979 2023-12-19 01:37:05,484 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 1 day, 4:50:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 2.7337, loss: 2.7337 2023-12-19 01:37:28,111 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 1 day, 4:49:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 2.7004, loss: 2.7004 2023-12-19 01:37:50,697 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 1 day, 4:49:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 2.7272, loss: 2.7272 2023-12-19 01:38:13,346 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 1 day, 4:48:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 2.7353, loss: 2.7353 2023-12-19 01:38:35,837 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 1 day, 4:48:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 2.7377, loss: 2.7377 2023-12-19 01:38:58,386 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 1 day, 4:47:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 2.6733, loss: 2.6733 2023-12-19 01:39:20,994 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 1 day, 4:47:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 2.7343, loss: 2.7343 2023-12-19 01:39:43,590 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 1 day, 4:47:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 2.7126, loss: 2.7126 2023-12-19 01:40:06,125 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 1 day, 4:46:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 2.7267, loss: 2.7267 2023-12-19 01:40:28,631 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 1 day, 4:46:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 2.7821, loss: 2.7821 2023-12-19 01:40:51,187 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 1 day, 4:45:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 2.8057, loss: 2.8057 2023-12-19 01:41:13,711 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 1 day, 4:45:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 2.7019, loss: 2.7019 2023-12-19 01:41:36,386 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 1 day, 4:45:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 2.7393, loss: 2.7393 2023-12-19 01:41:59,012 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 1 day, 4:44:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 2.7334, loss: 2.7334 2023-12-19 01:42:21,606 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 1 day, 4:44:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 2.7454, loss: 2.7454 2023-12-19 01:42:44,291 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 1 day, 4:43:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 2.6908, loss: 2.6908 2023-12-19 01:43:06,964 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 1 day, 4:43:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 2.6951, loss: 2.6951 2023-12-19 01:43:29,601 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 1 day, 4:43:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 2.7674, loss: 2.7674 2023-12-19 01:43:52,267 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 1 day, 4:42:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 2.7279, loss: 2.7279 2023-12-19 01:44:14,902 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 1 day, 4:42:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 2.7427, loss: 2.7427 2023-12-19 01:44:37,616 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 1 day, 4:41:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 2.7961, loss: 2.7961 2023-12-19 01:45:00,266 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 1 day, 4:41:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9444, loss_cls: 2.7476, loss: 2.7476 2023-12-19 01:45:22,848 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 1 day, 4:41:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9425, loss_cls: 2.7537, loss: 2.7537 2023-12-19 01:45:45,647 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 1 day, 4:40:44, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 2.7314, loss: 2.7314 2023-12-19 01:46:08,308 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 1 day, 4:40:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 2.7479, loss: 2.7479 2023-12-19 01:46:17,940 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-19 01:49:54,234 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 01:49:54,798 - pyskl - INFO - top1_acc 0.6665 top5_acc 0.9173 2023-12-19 01:49:54,822 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.6665, top5_acc: 0.9173 2023-12-19 01:50:41,918 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 1 day, 4:40:35, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 2.6728, loss: 2.6728 2023-12-19 01:51:04,559 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 1 day, 4:40:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 2.7688, loss: 2.7688 2023-12-19 01:51:27,179 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 1 day, 4:39:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 2.6937, loss: 2.6937 2023-12-19 01:51:49,632 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 1 day, 4:39:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 2.6627, loss: 2.6627 2023-12-19 01:52:12,223 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 1 day, 4:38:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 2.6877, loss: 2.6877 2023-12-19 01:52:34,978 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 1 day, 4:38:34, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 2.7389, loss: 2.7389 2023-12-19 01:52:57,643 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 1 day, 4:38:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9431, loss_cls: 2.6991, loss: 2.6991 2023-12-19 01:53:20,115 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 1 day, 4:37:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 2.6626, loss: 2.6626 2023-12-19 01:53:42,693 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 1 day, 4:37:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9469, loss_cls: 2.6647, loss: 2.6647 2023-12-19 01:54:05,237 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 1 day, 4:36:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9350, loss_cls: 2.7746, loss: 2.7746 2023-12-19 01:54:27,799 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 1 day, 4:36:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 2.6947, loss: 2.6947 2023-12-19 01:54:50,482 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 1 day, 4:36:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9356, loss_cls: 2.7518, loss: 2.7518 2023-12-19 01:55:13,022 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 1 day, 4:35:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9431, loss_cls: 2.7418, loss: 2.7418 2023-12-19 01:55:35,661 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 1 day, 4:35:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 2.7316, loss: 2.7316 2023-12-19 01:55:58,250 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 1 day, 4:34:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 2.7421, loss: 2.7421 2023-12-19 01:56:20,839 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 1 day, 4:34:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 2.7008, loss: 2.7008 2023-12-19 01:56:43,379 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 1 day, 4:34:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 2.6560, loss: 2.6560 2023-12-19 01:57:05,896 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 1 day, 4:33:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 2.7047, loss: 2.7047 2023-12-19 01:57:28,523 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 1 day, 4:33:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 2.7020, loss: 2.7020 2023-12-19 01:57:51,243 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 1 day, 4:32:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 2.6957, loss: 2.6957 2023-12-19 01:58:13,871 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 1 day, 4:32:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 2.7564, loss: 2.7564 2023-12-19 01:58:36,480 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 1 day, 4:32:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 2.7008, loss: 2.7008 2023-12-19 01:58:59,115 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 1 day, 4:31:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9387, loss_cls: 2.7373, loss: 2.7373 2023-12-19 01:59:21,780 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 1 day, 4:31:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 2.6736, loss: 2.6736 2023-12-19 01:59:44,401 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 1 day, 4:30:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 2.7064, loss: 2.7064 2023-12-19 02:00:06,942 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 1 day, 4:30:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 2.7243, loss: 2.7243 2023-12-19 02:00:29,481 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 1 day, 4:30:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9406, loss_cls: 2.7494, loss: 2.7494 2023-12-19 02:00:52,216 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 1 day, 4:29:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 2.6934, loss: 2.6934 2023-12-19 02:01:14,868 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 1 day, 4:29:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 2.7111, loss: 2.7111 2023-12-19 02:01:37,431 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 1 day, 4:28:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7206, top5_acc: 0.9331, loss_cls: 2.8222, loss: 2.8222 2023-12-19 02:02:00,106 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 1 day, 4:28:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 2.7143, loss: 2.7143 2023-12-19 02:02:22,671 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 1 day, 4:28:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9463, loss_cls: 2.7590, loss: 2.7590 2023-12-19 02:02:45,424 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 1 day, 4:27:42, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9425, loss_cls: 2.7382, loss: 2.7382 2023-12-19 02:03:08,144 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 1 day, 4:27:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 2.7873, loss: 2.7873 2023-12-19 02:03:30,851 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 1 day, 4:26:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 2.7370, loss: 2.7370 2023-12-19 02:03:53,525 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 1 day, 4:26:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 2.7485, loss: 2.7485 2023-12-19 02:04:16,115 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 1 day, 4:26:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9437, loss_cls: 2.7273, loss: 2.7273 2023-12-19 02:04:38,622 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 1 day, 4:25:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 2.7140, loss: 2.7140 2023-12-19 02:05:01,162 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 1 day, 4:25:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 2.7244, loss: 2.7244 2023-12-19 02:05:10,721 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-19 02:08:46,550 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 02:08:47,107 - pyskl - INFO - top1_acc 0.4984 top5_acc 0.7964 2023-12-19 02:08:47,130 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.4984, top5_acc: 0.7964 2023-12-19 02:09:34,346 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 1 day, 4:25:31, time: 0.472, data_time: 0.247, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 2.6675, loss: 2.6675 2023-12-19 02:09:56,937 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 1 day, 4:25:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 2.6609, loss: 2.6609 2023-12-19 02:10:19,536 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 1 day, 4:24:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 2.6993, loss: 2.6993 2023-12-19 02:10:42,149 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 1 day, 4:24:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9487, loss_cls: 2.6772, loss: 2.6772 2023-12-19 02:11:04,839 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 1 day, 4:23:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 2.6640, loss: 2.6640 2023-12-19 02:11:27,385 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 1 day, 4:23:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 2.6665, loss: 2.6665 2023-12-19 02:11:49,961 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 1 day, 4:23:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 2.7067, loss: 2.7067 2023-12-19 02:12:12,664 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 1 day, 4:22:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 2.6999, loss: 2.6999 2023-12-19 02:12:35,387 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 1 day, 4:22:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 2.7578, loss: 2.7578 2023-12-19 02:12:58,017 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 1 day, 4:21:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 2.6800, loss: 2.6800 2023-12-19 02:13:20,701 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 1 day, 4:21:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 2.7383, loss: 2.7383 2023-12-19 02:13:43,247 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 1 day, 4:21:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7356, top5_acc: 0.9513, loss_cls: 2.7717, loss: 2.7717 2023-12-19 02:14:05,819 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 1 day, 4:20:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 2.7110, loss: 2.7110 2023-12-19 02:14:28,467 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 1 day, 4:20:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 2.7105, loss: 2.7105 2023-12-19 02:14:51,059 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 1 day, 4:19:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 2.7493, loss: 2.7493 2023-12-19 02:15:13,692 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 1 day, 4:19:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 2.6899, loss: 2.6899 2023-12-19 02:15:36,207 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 1 day, 4:19:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 2.7181, loss: 2.7181 2023-12-19 02:15:58,808 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 1 day, 4:18:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 2.7370, loss: 2.7370 2023-12-19 02:16:21,526 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 1 day, 4:18:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 2.7016, loss: 2.7016 2023-12-19 02:16:44,037 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 1 day, 4:17:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 2.7090, loss: 2.7090 2023-12-19 02:17:06,715 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 1 day, 4:17:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 2.7151, loss: 2.7151 2023-12-19 02:17:29,437 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 1 day, 4:17:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 2.7469, loss: 2.7469 2023-12-19 02:17:52,056 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 1 day, 4:16:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 2.6807, loss: 2.6807 2023-12-19 02:18:14,603 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 1 day, 4:16:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9444, loss_cls: 2.7470, loss: 2.7470 2023-12-19 02:18:37,220 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 1 day, 4:15:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 2.7625, loss: 2.7625 2023-12-19 02:18:59,797 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 1 day, 4:15:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 2.7118, loss: 2.7118 2023-12-19 02:19:22,375 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 1 day, 4:15:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9463, loss_cls: 2.7355, loss: 2.7355 2023-12-19 02:19:45,052 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 1 day, 4:14:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 2.7233, loss: 2.7233 2023-12-19 02:20:07,722 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 1 day, 4:14:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 2.6694, loss: 2.6694 2023-12-19 02:20:30,304 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 1 day, 4:13:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 2.7274, loss: 2.7274 2023-12-19 02:20:52,966 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 1 day, 4:13:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 2.6799, loss: 2.6799 2023-12-19 02:21:15,632 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 1 day, 4:13:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9344, loss_cls: 2.7872, loss: 2.7872 2023-12-19 02:21:38,257 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 1 day, 4:12:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 2.6896, loss: 2.6896 2023-12-19 02:22:00,890 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 1 day, 4:12:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 2.6559, loss: 2.6559 2023-12-19 02:22:23,664 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 1 day, 4:11:53, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 2.7332, loss: 2.7332 2023-12-19 02:22:46,388 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 1 day, 4:11:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 2.7379, loss: 2.7379 2023-12-19 02:23:08,936 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 1 day, 4:11:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 2.6529, loss: 2.6529 2023-12-19 02:23:31,591 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 1 day, 4:10:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 2.7412, loss: 2.7412 2023-12-19 02:23:54,174 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 1 day, 4:10:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 2.7344, loss: 2.7344 2023-12-19 02:24:03,753 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-19 02:27:40,838 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 02:27:41,522 - pyskl - INFO - top1_acc 0.7012 top5_acc 0.9308 2023-12-19 02:27:41,545 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7012, top5_acc: 0.9308 2023-12-19 02:28:28,219 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 1 day, 4:10:27, time: 0.467, data_time: 0.241, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 2.6948, loss: 2.6948 2023-12-19 02:28:50,807 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 1 day, 4:10:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 2.6757, loss: 2.6757 2023-12-19 02:29:13,526 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 1 day, 4:09:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 2.6381, loss: 2.6381 2023-12-19 02:29:36,120 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 1 day, 4:09:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 2.6586, loss: 2.6586 2023-12-19 02:29:58,724 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 1 day, 4:08:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 2.6745, loss: 2.6745 2023-12-19 02:30:21,317 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 1 day, 4:08:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 2.7017, loss: 2.7017 2023-12-19 02:30:43,878 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 1 day, 4:08:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 2.6951, loss: 2.6951 2023-12-19 02:31:06,480 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 1 day, 4:07:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 2.6592, loss: 2.6592 2023-12-19 02:31:29,102 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 1 day, 4:07:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 2.6741, loss: 2.6741 2023-12-19 02:31:51,657 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 1 day, 4:06:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7438, top5_acc: 0.9413, loss_cls: 2.7843, loss: 2.7843 2023-12-19 02:32:14,220 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 1 day, 4:06:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 2.7629, loss: 2.7629 2023-12-19 02:32:36,826 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 1 day, 4:06:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 2.7102, loss: 2.7102 2023-12-19 02:32:59,447 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 1 day, 4:05:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 2.6538, loss: 2.6538 2023-12-19 02:33:22,063 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 1 day, 4:05:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9500, loss_cls: 2.6809, loss: 2.6809 2023-12-19 02:33:44,679 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 1 day, 4:04:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 2.6491, loss: 2.6491 2023-12-19 02:34:07,322 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 1 day, 4:04:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 2.7643, loss: 2.7643 2023-12-19 02:34:29,930 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 1 day, 4:04:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 2.6783, loss: 2.6783 2023-12-19 02:34:52,571 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 1 day, 4:03:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7375, top5_acc: 0.9381, loss_cls: 2.7896, loss: 2.7896 2023-12-19 02:35:15,193 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 1 day, 4:03:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9406, loss_cls: 2.7131, loss: 2.7131 2023-12-19 02:35:37,858 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 1 day, 4:02:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9513, loss_cls: 2.6909, loss: 2.6909 2023-12-19 02:36:00,484 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 1 day, 4:02:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9444, loss_cls: 2.6951, loss: 2.6951 2023-12-19 02:36:23,199 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 1 day, 4:02:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 2.7088, loss: 2.7088 2023-12-19 02:36:45,835 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 1 day, 4:01:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9394, loss_cls: 2.7575, loss: 2.7575 2023-12-19 02:37:08,436 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 1 day, 4:01:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 2.6312, loss: 2.6312 2023-12-19 02:37:31,059 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 1 day, 4:00:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9475, loss_cls: 2.6994, loss: 2.6994 2023-12-19 02:37:53,647 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 1 day, 4:00:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 2.7319, loss: 2.7319 2023-12-19 02:38:16,231 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 1 day, 4:00:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 2.7442, loss: 2.7442 2023-12-19 02:38:38,796 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 1 day, 3:59:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 2.7553, loss: 2.7553 2023-12-19 02:39:01,432 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 1 day, 3:59:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 2.7134, loss: 2.7134 2023-12-19 02:39:24,087 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 1 day, 3:58:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 2.6728, loss: 2.6728 2023-12-19 02:39:46,755 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 1 day, 3:58:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 2.7442, loss: 2.7442 2023-12-19 02:40:09,215 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 1 day, 3:58:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 2.7355, loss: 2.7355 2023-12-19 02:40:31,757 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 1 day, 3:57:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9450, loss_cls: 2.7362, loss: 2.7362 2023-12-19 02:40:54,322 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 1 day, 3:57:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 2.6846, loss: 2.6846 2023-12-19 02:41:16,738 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 1 day, 3:56:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 2.7339, loss: 2.7339 2023-12-19 02:41:39,312 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 1 day, 3:56:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 2.6751, loss: 2.6751 2023-12-19 02:42:01,896 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 1 day, 3:56:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 2.6978, loss: 2.6978 2023-12-19 02:42:24,396 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 1 day, 3:55:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9531, loss_cls: 2.7336, loss: 2.7336 2023-12-19 02:42:46,987 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 1 day, 3:55:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 2.7538, loss: 2.7538 2023-12-19 02:42:56,551 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-19 02:46:34,242 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 02:46:34,875 - pyskl - INFO - top1_acc 0.6675 top5_acc 0.9238 2023-12-19 02:46:34,897 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.6675, top5_acc: 0.9238 2023-12-19 02:47:22,250 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 1 day, 3:55:22, time: 0.473, data_time: 0.246, memory: 6526, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 2.7796, loss: 2.7796 2023-12-19 02:47:44,834 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 1 day, 3:54:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 2.7150, loss: 2.7150 2023-12-19 02:48:07,398 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 1 day, 3:54:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 2.6296, loss: 2.6296 2023-12-19 02:48:30,058 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 1 day, 3:54:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 2.6780, loss: 2.6780 2023-12-19 02:48:52,733 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 1 day, 3:53:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 2.6065, loss: 2.6065 2023-12-19 02:49:15,227 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 1 day, 3:53:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 2.5948, loss: 2.5948 2023-12-19 02:49:37,685 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 1 day, 3:52:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 2.6775, loss: 2.6775 2023-12-19 02:50:00,279 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 1 day, 3:52:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9506, loss_cls: 2.6644, loss: 2.6644 2023-12-19 02:50:22,771 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 1 day, 3:52:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 2.6793, loss: 2.6793 2023-12-19 02:50:45,433 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 1 day, 3:51:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 2.7498, loss: 2.7498 2023-12-19 02:51:08,076 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 1 day, 3:51:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 2.6605, loss: 2.6605 2023-12-19 02:51:30,735 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 1 day, 3:50:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 2.6773, loss: 2.6773 2023-12-19 02:51:53,433 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 1 day, 3:50:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 2.7152, loss: 2.7152 2023-12-19 02:52:16,112 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 1 day, 3:50:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9369, loss_cls: 2.7647, loss: 2.7647 2023-12-19 02:52:38,635 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 1 day, 3:49:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7294, top5_acc: 0.9413, loss_cls: 2.8147, loss: 2.8147 2023-12-19 02:53:01,198 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 1 day, 3:49:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 2.6892, loss: 2.6892 2023-12-19 02:53:23,837 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 1 day, 3:48:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 2.6891, loss: 2.6891 2023-12-19 02:53:46,519 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 1 day, 3:48:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 2.6552, loss: 2.6552 2023-12-19 02:54:09,125 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 1 day, 3:48:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 2.7029, loss: 2.7029 2023-12-19 02:54:31,679 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 1 day, 3:47:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 2.6897, loss: 2.6897 2023-12-19 02:54:54,233 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 1 day, 3:47:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 2.7416, loss: 2.7416 2023-12-19 02:55:16,802 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 1 day, 3:46:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9400, loss_cls: 2.7813, loss: 2.7813 2023-12-19 02:55:39,323 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 1 day, 3:46:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 2.8028, loss: 2.8028 2023-12-19 02:56:01,758 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 1 day, 3:46:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 2.7123, loss: 2.7123 2023-12-19 02:56:24,377 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 1 day, 3:45:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 2.7148, loss: 2.7148 2023-12-19 02:56:47,010 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 1 day, 3:45:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 2.7242, loss: 2.7242 2023-12-19 02:57:09,544 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 1 day, 3:44:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 2.6820, loss: 2.6820 2023-12-19 02:57:32,094 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 1 day, 3:44:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 2.6194, loss: 2.6194 2023-12-19 02:57:54,691 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 1 day, 3:44:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7444, top5_acc: 0.9531, loss_cls: 2.7175, loss: 2.7175 2023-12-19 02:58:17,248 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 1 day, 3:43:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 2.6832, loss: 2.6832 2023-12-19 02:58:39,903 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 1 day, 3:43:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 2.6845, loss: 2.6845 2023-12-19 02:59:02,619 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 1 day, 3:42:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 2.7103, loss: 2.7103 2023-12-19 02:59:25,285 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 1 day, 3:42:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9487, loss_cls: 2.7363, loss: 2.7363 2023-12-19 02:59:47,962 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 1 day, 3:42:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9513, loss_cls: 2.6839, loss: 2.6839 2023-12-19 03:00:10,522 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 1 day, 3:41:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9387, loss_cls: 2.7519, loss: 2.7519 2023-12-19 03:00:33,097 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 1 day, 3:41:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 2.7295, loss: 2.7295 2023-12-19 03:00:55,771 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 1 day, 3:40:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 2.6983, loss: 2.6983 2023-12-19 03:01:18,501 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 1 day, 3:40:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 2.6761, loss: 2.6761 2023-12-19 03:01:41,014 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 1 day, 3:40:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 2.6712, loss: 2.6712 2023-12-19 03:01:50,493 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-19 03:05:26,976 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 03:05:27,501 - pyskl - INFO - top1_acc 0.6846 top5_acc 0.9223 2023-12-19 03:05:27,531 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.6846, top5_acc: 0.9223 2023-12-19 03:06:14,799 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 1 day, 3:40:17, time: 0.473, data_time: 0.247, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 2.6596, loss: 2.6596 2023-12-19 03:06:37,322 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 1 day, 3:39:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 2.6664, loss: 2.6664 2023-12-19 03:06:59,858 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 1 day, 3:39:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 2.6140, loss: 2.6140 2023-12-19 03:07:22,514 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 1 day, 3:39:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 2.7041, loss: 2.7041 2023-12-19 03:07:45,098 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 1 day, 3:38:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 2.6886, loss: 2.6886 2023-12-19 03:08:07,702 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 1 day, 3:38:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9519, loss_cls: 2.6463, loss: 2.6463 2023-12-19 03:08:30,241 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 1 day, 3:37:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 2.6982, loss: 2.6982 2023-12-19 03:08:52,929 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 1 day, 3:37:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 2.6090, loss: 2.6090 2023-12-19 03:09:15,456 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 1 day, 3:37:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 2.7102, loss: 2.7102 2023-12-19 03:09:38,101 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 1 day, 3:36:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 2.7000, loss: 2.7000 2023-12-19 03:10:00,568 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 1 day, 3:36:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 2.7346, loss: 2.7346 2023-12-19 03:10:23,070 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 1 day, 3:35:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 2.7111, loss: 2.7111 2023-12-19 03:10:45,769 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 1 day, 3:35:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9394, loss_cls: 2.7134, loss: 2.7134 2023-12-19 03:11:08,390 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 1 day, 3:35:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 2.6636, loss: 2.6636 2023-12-19 03:11:30,934 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 1 day, 3:34:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9469, loss_cls: 2.6696, loss: 2.6696 2023-12-19 03:11:53,470 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 1 day, 3:34:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 2.6995, loss: 2.6995 2023-12-19 03:12:16,158 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 1 day, 3:33:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 2.6733, loss: 2.6733 2023-12-19 03:12:38,734 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 1 day, 3:33:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 2.6642, loss: 2.6642 2023-12-19 03:13:01,202 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 1 day, 3:33:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9587, loss_cls: 2.7188, loss: 2.7188 2023-12-19 03:13:23,784 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 1 day, 3:32:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 2.7022, loss: 2.7022 2023-12-19 03:13:46,252 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 1 day, 3:32:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 2.6751, loss: 2.6751 2023-12-19 03:14:08,826 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 1 day, 3:31:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 2.7045, loss: 2.7045 2023-12-19 03:14:31,418 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 1 day, 3:31:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 2.6349, loss: 2.6349 2023-12-19 03:14:53,961 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 1 day, 3:31:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 2.6638, loss: 2.6638 2023-12-19 03:15:16,581 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 1 day, 3:30:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 2.7375, loss: 2.7375 2023-12-19 03:15:39,302 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 1 day, 3:30:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 2.6984, loss: 2.6984 2023-12-19 03:16:01,901 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 1 day, 3:29:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 2.7136, loss: 2.7136 2023-12-19 03:16:24,412 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 1 day, 3:29:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7312, top5_acc: 0.9431, loss_cls: 2.7913, loss: 2.7913 2023-12-19 03:16:46,925 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 1 day, 3:29:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 2.6882, loss: 2.6882 2023-12-19 03:17:09,497 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 1 day, 3:28:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 2.6583, loss: 2.6583 2023-12-19 03:17:31,990 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 1 day, 3:28:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9550, loss_cls: 2.6340, loss: 2.6340 2023-12-19 03:17:54,655 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 1 day, 3:27:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9425, loss_cls: 2.7188, loss: 2.7188 2023-12-19 03:18:17,256 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 1 day, 3:27:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 2.6803, loss: 2.6803 2023-12-19 03:18:39,791 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 1 day, 3:27:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 2.7642, loss: 2.7642 2023-12-19 03:19:02,379 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 1 day, 3:26:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9481, loss_cls: 2.7285, loss: 2.7285 2023-12-19 03:19:25,046 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 1 day, 3:26:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 2.7330, loss: 2.7330 2023-12-19 03:19:47,721 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 1 day, 3:25:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 2.7589, loss: 2.7589 2023-12-19 03:20:10,244 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 1 day, 3:25:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 2.6790, loss: 2.6790 2023-12-19 03:20:32,758 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 1 day, 3:25:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9400, loss_cls: 2.7325, loss: 2.7325 2023-12-19 03:20:42,247 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-19 03:24:18,472 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 03:24:18,982 - pyskl - INFO - top1_acc 0.6884 top5_acc 0.9241 2023-12-19 03:24:19,004 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6884, top5_acc: 0.9241 2023-12-19 03:25:06,159 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 1 day, 3:25:09, time: 0.471, data_time: 0.246, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 2.7156, loss: 2.7156 2023-12-19 03:25:28,698 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 1 day, 3:24:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 2.6369, loss: 2.6369 2023-12-19 03:25:51,321 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 1 day, 3:24:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 2.6749, loss: 2.6749 2023-12-19 03:26:14,040 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 1 day, 3:23:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 2.6719, loss: 2.6719 2023-12-19 03:26:36,583 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 1 day, 3:23:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 2.6812, loss: 2.6812 2023-12-19 03:26:59,266 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 1 day, 3:23:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 2.6637, loss: 2.6637 2023-12-19 03:27:21,691 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 1 day, 3:22:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 2.6379, loss: 2.6379 2023-12-19 03:27:44,362 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 1 day, 3:22:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7456, top5_acc: 0.9475, loss_cls: 2.7172, loss: 2.7172 2023-12-19 03:28:07,025 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 1 day, 3:21:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 2.6424, loss: 2.6424 2023-12-19 03:28:29,643 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 1 day, 3:21:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 2.6376, loss: 2.6376 2023-12-19 03:28:52,341 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 1 day, 3:21:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 2.7515, loss: 2.7515 2023-12-19 03:29:14,900 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 1 day, 3:20:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 2.6525, loss: 2.6525 2023-12-19 03:29:37,420 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 1 day, 3:20:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 2.6869, loss: 2.6869 2023-12-19 03:30:00,026 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 1 day, 3:19:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 2.6812, loss: 2.6812 2023-12-19 03:30:22,518 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 1 day, 3:19:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 2.6635, loss: 2.6635 2023-12-19 03:30:45,187 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 1 day, 3:19:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 2.7466, loss: 2.7466 2023-12-19 03:31:07,763 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 1 day, 3:18:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 2.7011, loss: 2.7011 2023-12-19 03:31:30,325 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 1 day, 3:18:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 2.6975, loss: 2.6975 2023-12-19 03:31:52,864 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 1 day, 3:17:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 2.6660, loss: 2.6660 2023-12-19 03:32:15,410 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 1 day, 3:17:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 2.7683, loss: 2.7683 2023-12-19 03:32:38,001 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 1 day, 3:17:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 2.6577, loss: 2.6577 2023-12-19 03:33:00,599 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 1 day, 3:16:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 2.6603, loss: 2.6603 2023-12-19 03:33:23,152 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 1 day, 3:16:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 2.6044, loss: 2.6044 2023-12-19 03:33:45,756 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 1 day, 3:15:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9413, loss_cls: 2.7178, loss: 2.7178 2023-12-19 03:34:08,283 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 1 day, 3:15:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9437, loss_cls: 2.7127, loss: 2.7127 2023-12-19 03:34:30,884 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 1 day, 3:15:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 2.6962, loss: 2.6962 2023-12-19 03:34:53,525 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 1 day, 3:14:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 2.6897, loss: 2.6897 2023-12-19 03:35:15,983 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 1 day, 3:14:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 2.7508, loss: 2.7508 2023-12-19 03:35:38,618 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 1 day, 3:13:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9425, loss_cls: 2.7308, loss: 2.7308 2023-12-19 03:36:01,332 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 1 day, 3:13:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 2.6944, loss: 2.6944 2023-12-19 03:36:23,987 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 1 day, 3:13:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 2.7230, loss: 2.7230 2023-12-19 03:36:46,608 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 1 day, 3:12:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 2.6855, loss: 2.6855 2023-12-19 03:37:09,201 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 1 day, 3:12:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 2.6758, loss: 2.6758 2023-12-19 03:37:31,649 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 1 day, 3:11:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9506, loss_cls: 2.6559, loss: 2.6559 2023-12-19 03:37:54,223 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 1 day, 3:11:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 2.6989, loss: 2.6989 2023-12-19 03:38:16,777 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 1 day, 3:11:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 2.7273, loss: 2.7273 2023-12-19 03:38:39,347 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 1 day, 3:10:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 2.6846, loss: 2.6846 2023-12-19 03:39:01,855 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 1 day, 3:10:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 2.7196, loss: 2.7196 2023-12-19 03:39:24,343 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 1 day, 3:09:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 2.6470, loss: 2.6470 2023-12-19 03:39:33,965 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-19 03:43:10,212 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 03:43:10,743 - pyskl - INFO - top1_acc 0.6438 top5_acc 0.9035 2023-12-19 03:43:10,767 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.6438, top5_acc: 0.9035 2023-12-19 03:43:57,790 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 1 day, 3:10:02, time: 0.470, data_time: 0.246, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 2.6799, loss: 2.6799 2023-12-19 03:44:20,322 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 1 day, 3:09:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 2.6686, loss: 2.6686 2023-12-19 03:44:42,932 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 1 day, 3:09:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 2.6793, loss: 2.6793 2023-12-19 03:45:05,501 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 1 day, 3:08:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 2.6859, loss: 2.6859 2023-12-19 03:45:27,961 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 1 day, 3:08:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 2.6231, loss: 2.6231 2023-12-19 03:45:50,447 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 1 day, 3:08:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 2.7193, loss: 2.7193 2023-12-19 03:46:13,015 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 1 day, 3:07:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 2.7211, loss: 2.7211 2023-12-19 03:46:35,501 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 1 day, 3:07:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 2.6345, loss: 2.6345 2023-12-19 03:46:57,957 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 1 day, 3:06:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 2.6353, loss: 2.6353 2023-12-19 03:47:20,455 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 1 day, 3:06:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 2.6647, loss: 2.6647 2023-12-19 03:47:43,013 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 1 day, 3:06:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 2.6472, loss: 2.6472 2023-12-19 03:48:05,626 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 1 day, 3:05:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 2.6225, loss: 2.6225 2023-12-19 03:48:28,211 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 1 day, 3:05:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 2.6914, loss: 2.6914 2023-12-19 03:48:50,832 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 1 day, 3:04:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 2.7036, loss: 2.7036 2023-12-19 03:49:13,282 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 1 day, 3:04:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9619, loss_cls: 2.6920, loss: 2.6920 2023-12-19 03:49:35,880 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 1 day, 3:04:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9350, loss_cls: 2.7793, loss: 2.7793 2023-12-19 03:49:58,560 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 1 day, 3:03:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 2.6940, loss: 2.6940 2023-12-19 03:50:21,073 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 1 day, 3:03:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 2.7068, loss: 2.7068 2023-12-19 03:50:43,665 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 1 day, 3:02:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 2.6864, loss: 2.6864 2023-12-19 03:51:06,320 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 1 day, 3:02:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 2.6869, loss: 2.6869 2023-12-19 03:51:28,897 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 1 day, 3:02:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 2.6154, loss: 2.6154 2023-12-19 03:51:51,419 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 1 day, 3:01:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 2.7081, loss: 2.7081 2023-12-19 03:52:13,965 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 1 day, 3:01:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 2.7243, loss: 2.7243 2023-12-19 03:52:36,571 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 1 day, 3:00:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 2.6611, loss: 2.6611 2023-12-19 03:52:59,254 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 1 day, 3:00:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 2.6722, loss: 2.6722 2023-12-19 03:53:21,810 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 1 day, 3:00:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 2.6406, loss: 2.6406 2023-12-19 03:53:44,443 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 1 day, 2:59:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 2.6805, loss: 2.6805 2023-12-19 03:54:07,089 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 1 day, 2:59:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 2.6952, loss: 2.6952 2023-12-19 03:54:29,599 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 1 day, 2:58:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.6985, loss: 2.6985 2023-12-19 03:54:52,091 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 1 day, 2:58:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 2.6643, loss: 2.6643 2023-12-19 03:55:14,541 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 1 day, 2:58:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 2.7536, loss: 2.7536 2023-12-19 03:55:37,133 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 1 day, 2:57:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 2.6904, loss: 2.6904 2023-12-19 03:55:59,696 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 1 day, 2:57:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 2.7175, loss: 2.7175 2023-12-19 03:56:22,362 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 1 day, 2:56:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 2.7481, loss: 2.7481 2023-12-19 03:56:44,866 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 1 day, 2:56:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 2.7382, loss: 2.7382 2023-12-19 03:57:07,446 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 1 day, 2:56:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 2.6620, loss: 2.6620 2023-12-19 03:57:30,169 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 1 day, 2:55:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 2.6966, loss: 2.6966 2023-12-19 03:57:52,838 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 1 day, 2:55:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 2.6961, loss: 2.6961 2023-12-19 03:58:15,406 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 1 day, 2:54:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9469, loss_cls: 2.6866, loss: 2.6866 2023-12-19 03:58:24,891 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-19 04:02:01,154 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:02:01,680 - pyskl - INFO - top1_acc 0.7159 top5_acc 0.9269 2023-12-19 04:02:01,685 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_34.pth was removed 2023-12-19 04:02:01,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2023-12-19 04:02:01,839 - pyskl - INFO - Best top1_acc is 0.7159 at 43 epoch. 2023-12-19 04:02:01,869 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7159, top5_acc: 0.9269 2023-12-19 04:02:49,103 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 1 day, 2:54:54, time: 0.472, data_time: 0.247, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 2.6685, loss: 2.6685 2023-12-19 04:03:11,721 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 1 day, 2:54:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 2.6395, loss: 2.6395 2023-12-19 04:03:34,377 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 1 day, 2:54:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 2.6257, loss: 2.6257 2023-12-19 04:03:56,921 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 1 day, 2:53:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 2.6039, loss: 2.6039 2023-12-19 04:04:19,500 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 1 day, 2:53:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 2.6987, loss: 2.6987 2023-12-19 04:04:42,099 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 1 day, 2:52:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9487, loss_cls: 2.6710, loss: 2.6710 2023-12-19 04:05:04,715 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 1 day, 2:52:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 2.6341, loss: 2.6341 2023-12-19 04:05:27,263 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 1 day, 2:52:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 2.6598, loss: 2.6598 2023-12-19 04:05:49,802 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 1 day, 2:51:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 2.6753, loss: 2.6753 2023-12-19 04:06:12,378 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 1 day, 2:51:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 2.6653, loss: 2.6653 2023-12-19 04:06:34,996 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 1 day, 2:50:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 2.7011, loss: 2.7011 2023-12-19 04:06:57,541 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 1 day, 2:50:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 2.7381, loss: 2.7381 2023-12-19 04:07:20,105 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 1 day, 2:50:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 2.5838, loss: 2.5838 2023-12-19 04:07:42,675 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 1 day, 2:49:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 2.7305, loss: 2.7305 2023-12-19 04:08:05,083 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 1 day, 2:49:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 2.6637, loss: 2.6637 2023-12-19 04:08:27,570 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 1 day, 2:48:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 2.6645, loss: 2.6645 2023-12-19 04:08:50,113 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 1 day, 2:48:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 2.6453, loss: 2.6453 2023-12-19 04:09:12,677 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 1 day, 2:48:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 2.7025, loss: 2.7025 2023-12-19 04:09:35,206 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 1 day, 2:47:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 2.6908, loss: 2.6908 2023-12-19 04:09:57,815 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 1 day, 2:47:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 2.7183, loss: 2.7183 2023-12-19 04:10:20,334 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 1 day, 2:46:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 2.7314, loss: 2.7314 2023-12-19 04:10:42,902 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 1 day, 2:46:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 2.6352, loss: 2.6352 2023-12-19 04:11:05,428 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 1 day, 2:46:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 2.6535, loss: 2.6535 2023-12-19 04:11:28,066 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 1 day, 2:45:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 2.7096, loss: 2.7096 2023-12-19 04:11:50,541 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 1 day, 2:45:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9513, loss_cls: 2.6501, loss: 2.6501 2023-12-19 04:12:12,995 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 1 day, 2:44:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 2.6881, loss: 2.6881 2023-12-19 04:12:35,503 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 1 day, 2:44:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 2.6435, loss: 2.6435 2023-12-19 04:12:58,042 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 1 day, 2:44:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 2.7576, loss: 2.7576 2023-12-19 04:13:20,640 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 1 day, 2:43:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 2.7100, loss: 2.7100 2023-12-19 04:13:43,371 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 1 day, 2:43:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 2.7282, loss: 2.7282 2023-12-19 04:14:05,929 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 1 day, 2:42:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 2.7215, loss: 2.7215 2023-12-19 04:14:28,512 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 1 day, 2:42:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 2.7146, loss: 2.7146 2023-12-19 04:14:51,079 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 1 day, 2:42:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 2.7063, loss: 2.7063 2023-12-19 04:15:13,637 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 1 day, 2:41:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 2.6676, loss: 2.6676 2023-12-19 04:15:36,219 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 1 day, 2:41:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 2.6607, loss: 2.6607 2023-12-19 04:15:58,657 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 1 day, 2:40:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 2.6871, loss: 2.6871 2023-12-19 04:16:21,385 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 1 day, 2:40:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9413, loss_cls: 2.7286, loss: 2.7286 2023-12-19 04:16:43,883 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 1 day, 2:40:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 2.6776, loss: 2.6776 2023-12-19 04:17:06,441 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 1 day, 2:39:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 2.6577, loss: 2.6577 2023-12-19 04:17:16,121 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-19 04:20:52,681 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:20:53,173 - pyskl - INFO - top1_acc 0.7143 top5_acc 0.9369 2023-12-19 04:20:53,197 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7143, top5_acc: 0.9369 2023-12-19 04:21:40,883 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 1 day, 2:39:46, time: 0.477, data_time: 0.251, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 2.6614, loss: 2.6614 2023-12-19 04:22:03,548 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 1 day, 2:39:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 2.7458, loss: 2.7458 2023-12-19 04:22:26,284 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 1 day, 2:38:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9556, loss_cls: 2.6817, loss: 2.6817 2023-12-19 04:22:48,896 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 1 day, 2:38:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 2.6617, loss: 2.6617 2023-12-19 04:23:11,552 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 1 day, 2:38:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 2.6708, loss: 2.6708 2023-12-19 04:23:34,111 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 1 day, 2:37:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 2.6940, loss: 2.6940 2023-12-19 04:23:56,773 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 1 day, 2:37:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 2.6840, loss: 2.6840 2023-12-19 04:24:19,457 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 1 day, 2:36:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 2.6004, loss: 2.6004 2023-12-19 04:24:42,035 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 1 day, 2:36:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 2.6202, loss: 2.6202 2023-12-19 04:25:04,649 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 1 day, 2:36:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 2.6516, loss: 2.6516 2023-12-19 04:25:27,272 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 1 day, 2:35:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 2.6358, loss: 2.6358 2023-12-19 04:25:49,888 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 1 day, 2:35:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 2.7188, loss: 2.7188 2023-12-19 04:26:12,439 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 1 day, 2:35:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 2.6034, loss: 2.6034 2023-12-19 04:26:35,146 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 1 day, 2:34:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 2.6615, loss: 2.6615 2023-12-19 04:26:57,773 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 1 day, 2:34:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9544, loss_cls: 2.6144, loss: 2.6144 2023-12-19 04:27:20,461 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 1 day, 2:33:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 2.6822, loss: 2.6822 2023-12-19 04:27:43,020 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 1 day, 2:33:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 2.6875, loss: 2.6875 2023-12-19 04:28:05,704 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 1 day, 2:33:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9519, loss_cls: 2.6470, loss: 2.6470 2023-12-19 04:28:28,294 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 1 day, 2:32:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 2.7079, loss: 2.7079 2023-12-19 04:28:50,851 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 1 day, 2:32:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 2.7250, loss: 2.7250 2023-12-19 04:29:13,507 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 1 day, 2:31:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 2.6917, loss: 2.6917 2023-12-19 04:29:36,113 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 1 day, 2:31:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 2.6951, loss: 2.6951 2023-12-19 04:29:58,673 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 1 day, 2:31:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 2.6825, loss: 2.6825 2023-12-19 04:30:21,305 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 1 day, 2:30:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 2.6638, loss: 2.6638 2023-12-19 04:30:43,801 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 1 day, 2:30:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 2.6894, loss: 2.6894 2023-12-19 04:31:06,333 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 1 day, 2:29:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 2.7154, loss: 2.7154 2023-12-19 04:31:29,008 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 1 day, 2:29:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9456, loss_cls: 2.6684, loss: 2.6684 2023-12-19 04:31:51,670 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 1 day, 2:29:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 2.7131, loss: 2.7131 2023-12-19 04:32:14,253 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 1 day, 2:28:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 2.6227, loss: 2.6227 2023-12-19 04:32:37,015 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 1 day, 2:28:15, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 2.6360, loss: 2.6360 2023-12-19 04:32:59,585 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 1 day, 2:27:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 2.6754, loss: 2.6754 2023-12-19 04:33:22,198 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 1 day, 2:27:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 2.6851, loss: 2.6851 2023-12-19 04:33:44,729 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 1 day, 2:27:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 2.6463, loss: 2.6463 2023-12-19 04:34:07,267 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 1 day, 2:26:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 2.6181, loss: 2.6181 2023-12-19 04:34:29,974 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 1 day, 2:26:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9463, loss_cls: 2.7124, loss: 2.7124 2023-12-19 04:34:52,587 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 1 day, 2:25:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 2.7396, loss: 2.7396 2023-12-19 04:35:15,226 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 1 day, 2:25:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 2.7384, loss: 2.7384 2023-12-19 04:35:37,733 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 1 day, 2:25:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 2.7411, loss: 2.7411 2023-12-19 04:36:00,363 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 1 day, 2:24:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 2.6813, loss: 2.6813 2023-12-19 04:36:09,859 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-19 04:39:46,280 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:39:46,796 - pyskl - INFO - top1_acc 0.6933 top5_acc 0.9166 2023-12-19 04:39:46,822 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.6933, top5_acc: 0.9166 2023-12-19 04:40:33,740 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 1 day, 2:24:42, time: 0.469, data_time: 0.243, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 2.6665, loss: 2.6665 2023-12-19 04:40:56,301 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 1 day, 2:24:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 2.6817, loss: 2.6817 2023-12-19 04:41:18,722 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 1 day, 2:23:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 2.6096, loss: 2.6096 2023-12-19 04:41:41,348 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 1 day, 2:23:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 2.6600, loss: 2.6600 2023-12-19 04:42:04,067 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 1 day, 2:23:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9463, loss_cls: 2.6831, loss: 2.6831 2023-12-19 04:42:26,625 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 1 day, 2:22:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 2.6848, loss: 2.6848 2023-12-19 04:42:49,159 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 1 day, 2:22:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7550, top5_acc: 0.9394, loss_cls: 2.7530, loss: 2.7530 2023-12-19 04:43:11,751 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 1 day, 2:21:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 2.6466, loss: 2.6466 2023-12-19 04:43:34,317 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 1 day, 2:21:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 2.6763, loss: 2.6763 2023-12-19 04:43:56,881 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 1 day, 2:21:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 2.6588, loss: 2.6588 2023-12-19 04:44:19,469 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 1 day, 2:20:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 2.6314, loss: 2.6314 2023-12-19 04:44:42,098 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 1 day, 2:20:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 2.6215, loss: 2.6215 2023-12-19 04:45:04,623 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 1 day, 2:19:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 2.6752, loss: 2.6752 2023-12-19 04:45:27,178 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 1 day, 2:19:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 2.6634, loss: 2.6634 2023-12-19 04:45:49,782 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 1 day, 2:19:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 2.7018, loss: 2.7018 2023-12-19 04:46:12,376 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 1 day, 2:18:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7431, top5_acc: 0.9550, loss_cls: 2.7224, loss: 2.7224 2023-12-19 04:46:34,966 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 1 day, 2:18:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 2.6186, loss: 2.6186 2023-12-19 04:46:57,545 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 1 day, 2:17:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 2.6240, loss: 2.6240 2023-12-19 04:47:20,096 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 1 day, 2:17:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 2.5989, loss: 2.5989 2023-12-19 04:47:42,698 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 1 day, 2:17:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 2.6753, loss: 2.6753 2023-12-19 04:48:05,356 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 1 day, 2:16:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 2.6626, loss: 2.6626 2023-12-19 04:48:27,884 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 1 day, 2:16:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 2.6904, loss: 2.6904 2023-12-19 04:48:50,414 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 1 day, 2:15:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 2.6803, loss: 2.6803 2023-12-19 04:49:12,990 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 1 day, 2:15:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 2.7129, loss: 2.7129 2023-12-19 04:49:35,453 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 1 day, 2:15:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 2.6689, loss: 2.6689 2023-12-19 04:49:57,944 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 1 day, 2:14:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 2.6897, loss: 2.6897 2023-12-19 04:50:20,459 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 1 day, 2:14:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 2.6958, loss: 2.6958 2023-12-19 04:50:43,055 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 1 day, 2:13:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 2.6414, loss: 2.6414 2023-12-19 04:51:05,651 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 1 day, 2:13:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 2.6976, loss: 2.6976 2023-12-19 04:51:28,336 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 1 day, 2:13:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 2.6617, loss: 2.6617 2023-12-19 04:51:50,973 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 1 day, 2:12:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 2.6814, loss: 2.6814 2023-12-19 04:52:13,594 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 1 day, 2:12:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 2.6433, loss: 2.6433 2023-12-19 04:52:36,150 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 1 day, 2:11:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 2.7071, loss: 2.7071 2023-12-19 04:52:58,772 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 1 day, 2:11:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 2.6752, loss: 2.6752 2023-12-19 04:53:21,338 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 1 day, 2:11:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 2.6560, loss: 2.6560 2023-12-19 04:53:43,932 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 1 day, 2:10:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 2.7117, loss: 2.7117 2023-12-19 04:54:06,560 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 1 day, 2:10:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9413, loss_cls: 2.6965, loss: 2.6965 2023-12-19 04:54:29,094 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 1 day, 2:09:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9456, loss_cls: 2.7141, loss: 2.7141 2023-12-19 04:54:51,731 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 1 day, 2:09:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7538, top5_acc: 0.9463, loss_cls: 2.7483, loss: 2.7483 2023-12-19 04:55:01,318 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-19 04:58:37,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 04:58:38,149 - pyskl - INFO - top1_acc 0.7063 top5_acc 0.9320 2023-12-19 04:58:38,177 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7063, top5_acc: 0.9320 2023-12-19 04:59:25,991 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 1 day, 2:09:36, time: 0.478, data_time: 0.252, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 2.6675, loss: 2.6675 2023-12-19 04:59:48,591 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 1 day, 2:09:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 2.6829, loss: 2.6829 2023-12-19 05:00:11,238 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 1 day, 2:08:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 2.6182, loss: 2.6182 2023-12-19 05:00:33,877 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 1 day, 2:08:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 2.6543, loss: 2.6543 2023-12-19 05:00:56,633 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 1 day, 2:08:01, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 2.6179, loss: 2.6179 2023-12-19 05:01:19,381 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 1 day, 2:07:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 2.6831, loss: 2.6831 2023-12-19 05:01:41,980 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 1 day, 2:07:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 2.6320, loss: 2.6320 2023-12-19 05:02:04,591 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 1 day, 2:06:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 2.5831, loss: 2.5831 2023-12-19 05:02:27,189 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 1 day, 2:06:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 2.6933, loss: 2.6933 2023-12-19 05:02:49,808 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 1 day, 2:06:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 2.6067, loss: 2.6067 2023-12-19 05:03:12,306 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 1 day, 2:05:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 2.6275, loss: 2.6275 2023-12-19 05:03:34,865 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 1 day, 2:05:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 2.6425, loss: 2.6425 2023-12-19 05:03:57,427 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 1 day, 2:04:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 2.6458, loss: 2.6458 2023-12-19 05:04:19,959 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 1 day, 2:04:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 2.6728, loss: 2.6728 2023-12-19 05:04:42,585 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 1 day, 2:04:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 2.6845, loss: 2.6845 2023-12-19 05:05:05,132 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 1 day, 2:03:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 2.7064, loss: 2.7064 2023-12-19 05:05:27,809 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 1 day, 2:03:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 2.6499, loss: 2.6499 2023-12-19 05:05:50,427 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 1 day, 2:02:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 2.6871, loss: 2.6871 2023-12-19 05:06:12,985 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 1 day, 2:02:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 2.7246, loss: 2.7246 2023-12-19 05:06:35,576 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 1 day, 2:02:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 2.7043, loss: 2.7043 2023-12-19 05:06:58,156 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 1 day, 2:01:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 2.6962, loss: 2.6962 2023-12-19 05:07:20,698 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 1 day, 2:01:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 2.7266, loss: 2.7266 2023-12-19 05:07:43,154 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 1 day, 2:00:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 2.7553, loss: 2.7553 2023-12-19 05:08:05,662 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 1 day, 2:00:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 2.6529, loss: 2.6529 2023-12-19 05:08:28,411 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 1 day, 2:00:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 2.7116, loss: 2.7116 2023-12-19 05:08:51,146 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 1 day, 1:59:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 2.6257, loss: 2.6257 2023-12-19 05:09:13,654 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 1 day, 1:59:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9569, loss_cls: 2.6295, loss: 2.6295 2023-12-19 05:09:36,261 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 1 day, 1:58:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 2.5976, loss: 2.5976 2023-12-19 05:09:58,905 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 1 day, 1:58:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9494, loss_cls: 2.6470, loss: 2.6470 2023-12-19 05:10:21,604 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 1 day, 1:58:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9413, loss_cls: 2.7378, loss: 2.7378 2023-12-19 05:10:44,202 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 1 day, 1:57:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 2.6495, loss: 2.6495 2023-12-19 05:11:06,823 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 1 day, 1:57:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 2.6768, loss: 2.6768 2023-12-19 05:11:29,593 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 1 day, 1:56:54, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 2.6653, loss: 2.6653 2023-12-19 05:11:52,181 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 1 day, 1:56:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 2.7070, loss: 2.7070 2023-12-19 05:12:14,788 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 1 day, 1:56:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 2.6781, loss: 2.6781 2023-12-19 05:12:37,458 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 1 day, 1:55:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9431, loss_cls: 2.6942, loss: 2.6942 2023-12-19 05:12:59,965 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 1 day, 1:55:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 2.6452, loss: 2.6452 2023-12-19 05:13:22,587 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 1 day, 1:54:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 2.6801, loss: 2.6801 2023-12-19 05:13:45,176 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 1 day, 1:54:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 2.6533, loss: 2.6533 2023-12-19 05:13:54,680 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-19 05:17:30,978 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:17:31,559 - pyskl - INFO - top1_acc 0.7211 top5_acc 0.9336 2023-12-19 05:17:31,563 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_43.pth was removed 2023-12-19 05:17:31,711 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. 2023-12-19 05:17:31,717 - pyskl - INFO - Best top1_acc is 0.7211 at 47 epoch. 2023-12-19 05:17:31,744 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7211, top5_acc: 0.9336 2023-12-19 05:18:18,537 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 1 day, 1:54:31, time: 0.468, data_time: 0.243, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 2.6225, loss: 2.6225 2023-12-19 05:18:41,139 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 1 day, 1:54:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 2.5964, loss: 2.5964 2023-12-19 05:19:03,784 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 1 day, 1:53:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 2.5791, loss: 2.5791 2023-12-19 05:19:26,490 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 1 day, 1:53:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 2.6222, loss: 2.6222 2023-12-19 05:19:49,249 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 1 day, 1:52:56, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 2.6388, loss: 2.6388 2023-12-19 05:20:11,819 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 1 day, 1:52:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 2.6123, loss: 2.6123 2023-12-19 05:20:34,551 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 1 day, 1:52:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 2.6068, loss: 2.6068 2023-12-19 05:20:57,264 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 1 day, 1:51:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 2.6296, loss: 2.6296 2023-12-19 05:21:19,859 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 1 day, 1:51:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 2.6397, loss: 2.6397 2023-12-19 05:21:42,552 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 1 day, 1:50:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 2.6046, loss: 2.6046 2023-12-19 05:22:05,199 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 1 day, 1:50:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 2.5689, loss: 2.5689 2023-12-19 05:22:27,774 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 1 day, 1:50:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 2.7021, loss: 2.7021 2023-12-19 05:22:50,362 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 1 day, 1:49:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 2.6697, loss: 2.6697 2023-12-19 05:23:12,900 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 1 day, 1:49:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 2.6980, loss: 2.6980 2023-12-19 05:23:35,539 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 1 day, 1:48:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 2.7256, loss: 2.7256 2023-12-19 05:23:58,161 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 1 day, 1:48:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 2.6416, loss: 2.6416 2023-12-19 05:24:20,761 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 1 day, 1:48:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 2.6566, loss: 2.6566 2023-12-19 05:24:43,387 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 1 day, 1:47:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 2.6756, loss: 2.6756 2023-12-19 05:25:06,054 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 1 day, 1:47:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 2.6317, loss: 2.6317 2023-12-19 05:25:28,630 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 1 day, 1:46:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9525, loss_cls: 2.6158, loss: 2.6158 2023-12-19 05:25:51,250 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 1 day, 1:46:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 2.6603, loss: 2.6603 2023-12-19 05:26:13,921 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 1 day, 1:46:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 2.6188, loss: 2.6188 2023-12-19 05:26:36,440 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 1 day, 1:45:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 2.6994, loss: 2.6994 2023-12-19 05:26:59,020 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 1 day, 1:45:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 2.7148, loss: 2.7148 2023-12-19 05:27:21,622 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 1 day, 1:45:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 2.8097, loss: 2.8097 2023-12-19 05:27:44,119 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 1 day, 1:44:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9487, loss_cls: 2.7170, loss: 2.7170 2023-12-19 05:28:06,764 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 1 day, 1:44:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9469, loss_cls: 2.6850, loss: 2.6850 2023-12-19 05:28:29,412 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 1 day, 1:43:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9487, loss_cls: 2.7296, loss: 2.7296 2023-12-19 05:28:52,005 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 1 day, 1:43:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 2.6771, loss: 2.6771 2023-12-19 05:29:14,529 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 1 day, 1:43:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 2.6618, loss: 2.6618 2023-12-19 05:29:37,060 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 1 day, 1:42:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 2.6628, loss: 2.6628 2023-12-19 05:29:59,578 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 1 day, 1:42:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 2.7380, loss: 2.7380 2023-12-19 05:30:22,101 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 1 day, 1:41:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 2.7288, loss: 2.7288 2023-12-19 05:30:44,737 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 1 day, 1:41:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9475, loss_cls: 2.7012, loss: 2.7012 2023-12-19 05:31:07,533 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 1 day, 1:41:02, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 2.6629, loss: 2.6629 2023-12-19 05:31:30,140 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 1 day, 1:40:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 2.6537, loss: 2.6537 2023-12-19 05:31:52,736 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 1 day, 1:40:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 2.7094, loss: 2.7094 2023-12-19 05:32:15,429 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 1 day, 1:39:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 2.6739, loss: 2.6739 2023-12-19 05:32:38,128 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 1 day, 1:39:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9494, loss_cls: 2.6699, loss: 2.6699 2023-12-19 05:32:47,705 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-19 05:36:24,186 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:36:24,672 - pyskl - INFO - top1_acc 0.7002 top5_acc 0.9304 2023-12-19 05:36:24,697 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7002, top5_acc: 0.9304 2023-12-19 05:37:12,211 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 1 day, 1:39:28, time: 0.475, data_time: 0.249, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9506, loss_cls: 2.6250, loss: 2.6250 2023-12-19 05:37:34,831 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 1 day, 1:39:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 2.6536, loss: 2.6536 2023-12-19 05:37:57,436 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 1 day, 1:38:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 2.6218, loss: 2.6218 2023-12-19 05:38:19,996 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 1 day, 1:38:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 2.5968, loss: 2.5968 2023-12-19 05:38:42,508 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 1 day, 1:37:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 2.6300, loss: 2.6300 2023-12-19 05:39:05,091 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 1 day, 1:37:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 2.6728, loss: 2.6728 2023-12-19 05:39:27,603 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 1 day, 1:37:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 2.6341, loss: 2.6341 2023-12-19 05:39:50,077 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 1 day, 1:36:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 2.6826, loss: 2.6826 2023-12-19 05:40:12,664 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 1 day, 1:36:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 2.7334, loss: 2.7334 2023-12-19 05:40:35,274 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 1 day, 1:35:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 2.6135, loss: 2.6135 2023-12-19 05:40:57,885 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 1 day, 1:35:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 2.6762, loss: 2.6762 2023-12-19 05:41:20,384 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 1 day, 1:35:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 2.6783, loss: 2.6783 2023-12-19 05:41:42,995 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 1 day, 1:34:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 2.6601, loss: 2.6601 2023-12-19 05:42:05,507 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 1 day, 1:34:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 2.6939, loss: 2.6939 2023-12-19 05:42:28,144 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 1 day, 1:33:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9513, loss_cls: 2.6448, loss: 2.6448 2023-12-19 05:42:50,727 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 1 day, 1:33:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 2.5934, loss: 2.5934 2023-12-19 05:43:13,250 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 1 day, 1:33:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 2.6898, loss: 2.6898 2023-12-19 05:43:35,858 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 1 day, 1:32:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 2.6968, loss: 2.6968 2023-12-19 05:43:58,419 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 1 day, 1:32:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 2.7052, loss: 2.7052 2023-12-19 05:44:21,063 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 1 day, 1:31:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 2.6375, loss: 2.6375 2023-12-19 05:44:43,622 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 1 day, 1:31:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9506, loss_cls: 2.6587, loss: 2.6587 2023-12-19 05:45:06,162 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 1 day, 1:31:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 2.6630, loss: 2.6630 2023-12-19 05:45:28,808 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 1 day, 1:30:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 2.6474, loss: 2.6474 2023-12-19 05:45:51,498 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 1 day, 1:30:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 2.6881, loss: 2.6881 2023-12-19 05:46:14,140 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 1 day, 1:29:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 2.6741, loss: 2.6741 2023-12-19 05:46:36,611 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 1 day, 1:29:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 2.6764, loss: 2.6764 2023-12-19 05:46:59,125 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 1 day, 1:29:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9519, loss_cls: 2.6453, loss: 2.6453 2023-12-19 05:47:21,801 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 1 day, 1:28:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 2.6432, loss: 2.6432 2023-12-19 05:47:44,338 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 1 day, 1:28:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 2.6600, loss: 2.6600 2023-12-19 05:48:06,977 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 1 day, 1:27:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 2.6608, loss: 2.6608 2023-12-19 05:48:29,518 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 1 day, 1:27:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 2.6783, loss: 2.6783 2023-12-19 05:48:52,109 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 1 day, 1:27:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 2.6433, loss: 2.6433 2023-12-19 05:49:14,654 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 1 day, 1:26:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 2.6360, loss: 2.6360 2023-12-19 05:49:37,228 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 1 day, 1:26:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 2.6562, loss: 2.6562 2023-12-19 05:49:59,748 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 1 day, 1:25:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 2.6728, loss: 2.6728 2023-12-19 05:50:22,192 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 1 day, 1:25:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 2.6362, loss: 2.6362 2023-12-19 05:50:44,675 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 1 day, 1:25:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 2.6701, loss: 2.6701 2023-12-19 05:51:07,343 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 1 day, 1:24:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7531, top5_acc: 0.9425, loss_cls: 2.7565, loss: 2.7565 2023-12-19 05:51:29,862 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 1 day, 1:24:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 2.6881, loss: 2.6881 2023-12-19 05:51:39,474 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-19 05:55:15,206 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 05:55:15,806 - pyskl - INFO - top1_acc 0.6855 top5_acc 0.9222 2023-12-19 05:55:15,830 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.6855, top5_acc: 0.9222 2023-12-19 05:56:03,028 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 1 day, 1:24:20, time: 0.472, data_time: 0.247, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 2.6334, loss: 2.6334 2023-12-19 05:56:25,583 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 1 day, 1:23:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 2.6033, loss: 2.6033 2023-12-19 05:56:48,095 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 1 day, 1:23:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 2.5646, loss: 2.5646 2023-12-19 05:57:10,711 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 1 day, 1:23:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 2.6366, loss: 2.6366 2023-12-19 05:57:33,323 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 1 day, 1:22:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 2.6194, loss: 2.6194 2023-12-19 05:57:55,929 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 1 day, 1:22:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 2.7032, loss: 2.7032 2023-12-19 05:58:18,534 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 1 day, 1:21:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 2.6803, loss: 2.6803 2023-12-19 05:58:41,156 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 1 day, 1:21:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 2.6294, loss: 2.6294 2023-12-19 05:59:03,634 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 1 day, 1:21:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 2.7141, loss: 2.7141 2023-12-19 05:59:26,276 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 1 day, 1:20:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 2.6647, loss: 2.6647 2023-12-19 05:59:48,919 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 1 day, 1:20:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9481, loss_cls: 2.6799, loss: 2.6799 2023-12-19 06:00:11,432 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 1 day, 1:19:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 2.6758, loss: 2.6758 2023-12-19 06:00:34,013 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 1 day, 1:19:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 2.6288, loss: 2.6288 2023-12-19 06:00:56,553 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 1 day, 1:19:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 2.6791, loss: 2.6791 2023-12-19 06:01:19,162 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 1 day, 1:18:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 2.6578, loss: 2.6578 2023-12-19 06:01:41,790 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 1 day, 1:18:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 2.6673, loss: 2.6673 2023-12-19 06:02:04,381 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 1 day, 1:17:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 2.6529, loss: 2.6529 2023-12-19 06:02:27,043 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 1 day, 1:17:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 2.6095, loss: 2.6095 2023-12-19 06:02:49,711 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 1 day, 1:17:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 2.7030, loss: 2.7030 2023-12-19 06:03:12,207 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 1 day, 1:16:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.6062, loss: 2.6062 2023-12-19 06:03:34,754 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 1 day, 1:16:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 2.6291, loss: 2.6291 2023-12-19 06:03:57,303 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 1 day, 1:16:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.6148, loss: 2.6148 2023-12-19 06:04:19,914 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 1 day, 1:15:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 2.6377, loss: 2.6377 2023-12-19 06:04:42,509 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 1 day, 1:15:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9525, loss_cls: 2.6661, loss: 2.6661 2023-12-19 06:05:05,088 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 1 day, 1:14:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 2.6498, loss: 2.6498 2023-12-19 06:05:27,647 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 1 day, 1:14:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9500, loss_cls: 2.6677, loss: 2.6677 2023-12-19 06:05:50,265 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 1 day, 1:14:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 2.6798, loss: 2.6798 2023-12-19 06:06:12,809 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 1 day, 1:13:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 2.6631, loss: 2.6631 2023-12-19 06:06:35,415 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 1 day, 1:13:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 2.7130, loss: 2.7130 2023-12-19 06:06:58,026 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 1 day, 1:12:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 2.6390, loss: 2.6390 2023-12-19 06:07:20,493 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 1 day, 1:12:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 2.6606, loss: 2.6606 2023-12-19 06:07:43,070 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 1 day, 1:12:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 2.6417, loss: 2.6417 2023-12-19 06:08:05,533 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 1 day, 1:11:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9569, loss_cls: 2.5827, loss: 2.5827 2023-12-19 06:08:28,076 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 1 day, 1:11:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 2.6501, loss: 2.6501 2023-12-19 06:08:50,548 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 1 day, 1:10:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 2.6352, loss: 2.6352 2023-12-19 06:09:13,175 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 1 day, 1:10:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 2.5808, loss: 2.5808 2023-12-19 06:09:35,815 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 1 day, 1:10:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9506, loss_cls: 2.6603, loss: 2.6603 2023-12-19 06:09:58,403 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 1 day, 1:09:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9494, loss_cls: 2.6860, loss: 2.6860 2023-12-19 06:10:20,905 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 1 day, 1:09:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 2.6685, loss: 2.6685 2023-12-19 06:10:30,377 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-19 06:14:06,586 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 06:14:07,138 - pyskl - INFO - top1_acc 0.7015 top5_acc 0.9225 2023-12-19 06:14:07,161 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7015, top5_acc: 0.9225 2023-12-19 06:14:53,681 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 1 day, 1:09:11, time: 0.465, data_time: 0.239, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 2.6204, loss: 2.6204 2023-12-19 06:15:16,302 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 1 day, 1:08:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 2.6210, loss: 2.6210 2023-12-19 06:15:38,898 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 1 day, 1:08:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 2.6434, loss: 2.6434 2023-12-19 06:16:01,445 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 1 day, 1:08:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 2.5953, loss: 2.5953 2023-12-19 06:16:24,076 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 1 day, 1:07:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 2.6220, loss: 2.6220 2023-12-19 06:16:46,655 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 1 day, 1:07:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 2.6880, loss: 2.6880 2023-12-19 06:17:09,170 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 1 day, 1:06:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 2.6004, loss: 2.6004 2023-12-19 06:17:31,651 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 1 day, 1:06:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9525, loss_cls: 2.6627, loss: 2.6627 2023-12-19 06:17:54,093 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 1 day, 1:06:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 2.5699, loss: 2.5699 2023-12-19 06:18:16,632 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 1 day, 1:05:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 2.6359, loss: 2.6359 2023-12-19 06:18:39,255 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 1 day, 1:05:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 2.6231, loss: 2.6231 2023-12-19 06:19:01,926 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 1 day, 1:04:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 2.6156, loss: 2.6156 2023-12-19 06:19:24,476 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 1 day, 1:04:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 2.6831, loss: 2.6831 2023-12-19 06:19:47,056 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 1 day, 1:04:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 2.6500, loss: 2.6500 2023-12-19 06:20:09,479 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 1 day, 1:03:37, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 2.5809, loss: 2.5809 2023-12-19 06:20:32,063 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 1 day, 1:03:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 2.6676, loss: 2.6676 2023-12-19 06:20:54,713 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 1 day, 1:02:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9513, loss_cls: 2.6424, loss: 2.6424 2023-12-19 06:21:17,335 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 1 day, 1:02:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 2.5577, loss: 2.5577 2023-12-19 06:21:39,824 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 1 day, 1:02:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 2.6999, loss: 2.6999 2023-12-19 06:22:02,278 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 1 day, 1:01:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 2.6973, loss: 2.6973 2023-12-19 06:22:24,918 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 1 day, 1:01:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 2.6867, loss: 2.6867 2023-12-19 06:22:47,449 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 1 day, 1:00:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 2.6058, loss: 2.6058 2023-12-19 06:23:09,978 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 1 day, 1:00:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 2.5622, loss: 2.5622 2023-12-19 06:23:32,466 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 1 day, 1:00:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 2.6317, loss: 2.6317 2023-12-19 06:23:55,013 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 1 day, 0:59:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9506, loss_cls: 2.6291, loss: 2.6291 2023-12-19 06:24:17,542 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 1 day, 0:59:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 2.6321, loss: 2.6321 2023-12-19 06:24:40,111 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 1 day, 0:58:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 2.7005, loss: 2.7005 2023-12-19 06:25:02,641 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 1 day, 0:58:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 2.6527, loss: 2.6527 2023-12-19 06:25:25,295 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 1 day, 0:58:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 2.6391, loss: 2.6391 2023-12-19 06:25:47,843 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 1 day, 0:57:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 2.6545, loss: 2.6545 2023-12-19 06:26:10,364 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 1 day, 0:57:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 2.6058, loss: 2.6058 2023-12-19 06:26:32,966 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 1 day, 0:56:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 2.6751, loss: 2.6751 2023-12-19 06:26:55,445 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 1 day, 0:56:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 2.6289, loss: 2.6289 2023-12-19 06:27:17,965 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 1 day, 0:56:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 2.6634, loss: 2.6634 2023-12-19 06:27:40,553 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 1 day, 0:55:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9544, loss_cls: 2.6279, loss: 2.6279 2023-12-19 06:28:03,171 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 1 day, 0:55:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 2.5874, loss: 2.5874 2023-12-19 06:28:25,608 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 1 day, 0:54:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 2.6805, loss: 2.6805 2023-12-19 06:28:48,219 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 1 day, 0:54:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 2.6425, loss: 2.6425 2023-12-19 06:29:10,835 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 1 day, 0:54:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9487, loss_cls: 2.6878, loss: 2.6878 2023-12-19 06:29:20,451 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-19 06:32:56,306 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 06:32:56,899 - pyskl - INFO - top1_acc 0.7065 top5_acc 0.9307 2023-12-19 06:32:56,924 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7065, top5_acc: 0.9307 2023-12-19 06:33:43,780 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 1 day, 0:54:02, time: 0.468, data_time: 0.243, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 2.5959, loss: 2.5959 2023-12-19 06:34:06,338 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 1 day, 0:53:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 2.6169, loss: 2.6169 2023-12-19 06:34:28,955 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 1 day, 0:53:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9556, loss_cls: 2.5925, loss: 2.5925 2023-12-19 06:34:51,580 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 1 day, 0:52:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.6057, loss: 2.6057 2023-12-19 06:35:14,160 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 1 day, 0:52:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 2.5406, loss: 2.5406 2023-12-19 06:35:36,672 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 1 day, 0:52:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 2.6412, loss: 2.6412 2023-12-19 06:35:59,287 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 1 day, 0:51:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 2.6352, loss: 2.6352 2023-12-19 06:36:21,791 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 1 day, 0:51:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 2.6755, loss: 2.6755 2023-12-19 06:36:44,491 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 1 day, 0:50:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 2.6321, loss: 2.6321 2023-12-19 06:37:07,132 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 1 day, 0:50:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 2.6606, loss: 2.6606 2023-12-19 06:37:29,717 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 1 day, 0:50:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 2.6457, loss: 2.6457 2023-12-19 06:37:52,336 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 1 day, 0:49:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 2.6365, loss: 2.6365 2023-12-19 06:38:14,821 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 1 day, 0:49:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9519, loss_cls: 2.6280, loss: 2.6280 2023-12-19 06:38:37,322 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 1 day, 0:48:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 2.6574, loss: 2.6574 2023-12-19 06:38:59,929 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 1 day, 0:48:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 2.6532, loss: 2.6532 2023-12-19 06:39:22,456 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 1 day, 0:48:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 2.6482, loss: 2.6482 2023-12-19 06:39:44,982 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 1 day, 0:47:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 2.6305, loss: 2.6305 2023-12-19 06:40:07,450 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 1 day, 0:47:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 2.6443, loss: 2.6443 2023-12-19 06:40:30,129 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 1 day, 0:46:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 2.6797, loss: 2.6797 2023-12-19 06:40:52,593 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 1 day, 0:46:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 2.6320, loss: 2.6320 2023-12-19 06:41:15,144 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 1 day, 0:46:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 2.6602, loss: 2.6602 2023-12-19 06:41:37,676 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 1 day, 0:45:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 2.6297, loss: 2.6297 2023-12-19 06:42:00,224 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 1 day, 0:45:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9537, loss_cls: 2.6176, loss: 2.6176 2023-12-19 06:42:22,906 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 1 day, 0:44:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 2.6454, loss: 2.6454 2023-12-19 06:42:45,564 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 1 day, 0:44:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 2.5959, loss: 2.5959 2023-12-19 06:43:08,135 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 1 day, 0:44:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 2.5884, loss: 2.5884 2023-12-19 06:43:30,799 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 1 day, 0:43:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 2.6348, loss: 2.6348 2023-12-19 06:43:53,491 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 1 day, 0:43:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 2.6372, loss: 2.6372 2023-12-19 06:44:16,109 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 1 day, 0:42:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 2.6154, loss: 2.6154 2023-12-19 06:44:38,669 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 1 day, 0:42:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 2.5924, loss: 2.5924 2023-12-19 06:45:01,160 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 1 day, 0:42:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9506, loss_cls: 2.6514, loss: 2.6514 2023-12-19 06:45:23,649 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 1 day, 0:41:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 2.7068, loss: 2.7068 2023-12-19 06:45:46,321 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 1 day, 0:41:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 2.6670, loss: 2.6670 2023-12-19 06:46:08,844 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 1 day, 0:40:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 2.6401, loss: 2.6401 2023-12-19 06:46:31,428 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 1 day, 0:40:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 2.6011, loss: 2.6011 2023-12-19 06:46:54,005 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 1 day, 0:40:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 2.7003, loss: 2.7003 2023-12-19 06:47:16,507 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 1 day, 0:39:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9563, loss_cls: 2.6295, loss: 2.6295 2023-12-19 06:47:39,085 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 1 day, 0:39:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 2.6390, loss: 2.6390 2023-12-19 06:48:01,742 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 1 day, 0:38:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 2.6844, loss: 2.6844 2023-12-19 06:48:11,267 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-19 06:51:47,647 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 06:51:48,234 - pyskl - INFO - top1_acc 0.7259 top5_acc 0.9385 2023-12-19 06:51:48,238 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_47.pth was removed 2023-12-19 06:51:48,493 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2023-12-19 06:51:48,495 - pyskl - INFO - Best top1_acc is 0.7259 at 52 epoch. 2023-12-19 06:51:48,522 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7259, top5_acc: 0.9385 2023-12-19 06:52:35,889 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 1 day, 0:38:55, time: 0.474, data_time: 0.248, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 2.6458, loss: 2.6458 2023-12-19 06:52:58,370 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 1 day, 0:38:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 2.5797, loss: 2.5797 2023-12-19 06:53:21,009 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 1 day, 0:38:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 2.5981, loss: 2.5981 2023-12-19 06:53:43,539 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 1 day, 0:37:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 2.6369, loss: 2.6369 2023-12-19 06:54:06,181 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 1 day, 0:37:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 2.5746, loss: 2.5746 2023-12-19 06:54:28,787 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 1 day, 0:36:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 2.5382, loss: 2.5382 2023-12-19 06:54:51,409 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 1 day, 0:36:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 2.5712, loss: 2.5712 2023-12-19 06:55:13,991 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 1 day, 0:36:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 2.6040, loss: 2.6040 2023-12-19 06:55:36,504 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 1 day, 0:35:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6376, loss: 2.6376 2023-12-19 06:55:58,986 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 1 day, 0:35:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 2.6137, loss: 2.6137 2023-12-19 06:56:21,536 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 1 day, 0:34:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 2.6125, loss: 2.6125 2023-12-19 06:56:44,099 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 1 day, 0:34:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 2.6064, loss: 2.6064 2023-12-19 06:57:06,552 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 1 day, 0:34:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 2.6674, loss: 2.6674 2023-12-19 06:57:29,120 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 1 day, 0:33:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9494, loss_cls: 2.6720, loss: 2.6720 2023-12-19 06:57:51,755 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 1 day, 0:33:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 2.6106, loss: 2.6106 2023-12-19 06:58:14,331 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 1 day, 0:32:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 2.6225, loss: 2.6225 2023-12-19 06:58:36,931 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 1 day, 0:32:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 2.6794, loss: 2.6794 2023-12-19 06:58:59,528 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 1 day, 0:32:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 2.6596, loss: 2.6596 2023-12-19 06:59:22,069 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 1 day, 0:31:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 2.5876, loss: 2.5876 2023-12-19 06:59:44,602 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 1 day, 0:31:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 2.7515, loss: 2.7515 2023-12-19 07:00:07,176 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 1 day, 0:31:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 2.6804, loss: 2.6804 2023-12-19 07:00:29,767 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 1 day, 0:30:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 2.6921, loss: 2.6921 2023-12-19 07:00:52,340 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 0:30:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 2.6079, loss: 2.6079 2023-12-19 07:01:14,976 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 0:29:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9481, loss_cls: 2.6777, loss: 2.6777 2023-12-19 07:01:37,490 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 0:29:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 2.6123, loss: 2.6123 2023-12-19 07:02:00,080 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 0:29:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 2.5989, loss: 2.5989 2023-12-19 07:02:22,587 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 0:28:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 2.5905, loss: 2.5905 2023-12-19 07:02:45,101 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 0:28:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 2.6375, loss: 2.6375 2023-12-19 07:03:07,646 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 0:27:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 2.6131, loss: 2.6131 2023-12-19 07:03:30,096 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 0:27:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9581, loss_cls: 2.5896, loss: 2.5896 2023-12-19 07:03:52,787 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 0:27:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 2.6698, loss: 2.6698 2023-12-19 07:04:15,401 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 0:26:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 2.6923, loss: 2.6923 2023-12-19 07:04:37,974 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 0:26:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 2.6522, loss: 2.6522 2023-12-19 07:05:00,559 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 0:25:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 2.6581, loss: 2.6581 2023-12-19 07:05:23,153 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 0:25:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 2.7167, loss: 2.7167 2023-12-19 07:05:45,631 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 0:25:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 2.6159, loss: 2.6159 2023-12-19 07:06:08,233 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 0:24:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 2.6764, loss: 2.6764 2023-12-19 07:06:30,952 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 0:24:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 2.6324, loss: 2.6324 2023-12-19 07:06:53,443 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 0:23:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 2.6294, loss: 2.6294 2023-12-19 07:07:03,011 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-19 07:10:39,073 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 07:10:39,663 - pyskl - INFO - top1_acc 0.6887 top5_acc 0.9195 2023-12-19 07:10:39,694 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.6887, top5_acc: 0.9195 2023-12-19 07:11:27,027 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 0:23:48, time: 0.473, data_time: 0.247, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 2.6515, loss: 2.6515 2023-12-19 07:11:49,509 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 0:23:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 2.6096, loss: 2.6096 2023-12-19 07:12:12,076 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 0:23:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 2.6138, loss: 2.6138 2023-12-19 07:12:34,657 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 0:22:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 2.6667, loss: 2.6667 2023-12-19 07:12:57,287 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 0:22:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 2.6803, loss: 2.6803 2023-12-19 07:13:19,828 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 0:21:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 2.6172, loss: 2.6172 2023-12-19 07:13:42,414 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 0:21:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 2.5847, loss: 2.5847 2023-12-19 07:14:04,992 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 0:21:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 2.6561, loss: 2.6561 2023-12-19 07:14:27,420 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 0:20:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 2.5965, loss: 2.5965 2023-12-19 07:14:50,067 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 0:20:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 2.6221, loss: 2.6221 2023-12-19 07:15:12,621 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 0:19:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 2.6245, loss: 2.6245 2023-12-19 07:15:35,215 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 0:19:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.6024, loss: 2.6024 2023-12-19 07:15:57,846 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 0:19:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9519, loss_cls: 2.6222, loss: 2.6222 2023-12-19 07:16:20,429 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 0:18:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 2.6890, loss: 2.6890 2023-12-19 07:16:42,982 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 0:18:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 2.5756, loss: 2.5756 2023-12-19 07:17:05,518 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 0:17:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 2.6141, loss: 2.6141 2023-12-19 07:17:28,118 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 0:17:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 2.6676, loss: 2.6676 2023-12-19 07:17:50,670 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 0:17:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 2.6044, loss: 2.6044 2023-12-19 07:18:13,235 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 0:16:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 2.6411, loss: 2.6411 2023-12-19 07:18:35,809 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 0:16:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 2.6167, loss: 2.6167 2023-12-19 07:18:58,384 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 0:15:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 2.6473, loss: 2.6473 2023-12-19 07:19:20,927 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 0:15:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 2.6611, loss: 2.6611 2023-12-19 07:19:43,433 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 0:15:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 2.6132, loss: 2.6132 2023-12-19 07:20:06,039 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 0:14:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 2.6089, loss: 2.6089 2023-12-19 07:20:28,549 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 0:14:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 2.6304, loss: 2.6304 2023-12-19 07:20:51,077 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 0:13:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 2.6171, loss: 2.6171 2023-12-19 07:21:13,630 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 0:13:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 2.6623, loss: 2.6623 2023-12-19 07:21:36,262 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 0:13:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 2.6487, loss: 2.6487 2023-12-19 07:21:58,864 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 0:12:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 2.6898, loss: 2.6898 2023-12-19 07:22:21,361 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 0:12:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 2.6349, loss: 2.6349 2023-12-19 07:22:43,855 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 0:11:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 2.6130, loss: 2.6130 2023-12-19 07:23:06,494 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 0:11:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 2.6226, loss: 2.6226 2023-12-19 07:23:29,037 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 0:11:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 2.6525, loss: 2.6525 2023-12-19 07:23:51,601 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 0:10:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 2.6698, loss: 2.6698 2023-12-19 07:24:14,137 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 0:10:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 2.6184, loss: 2.6184 2023-12-19 07:24:36,609 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 0:09:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 2.6540, loss: 2.6540 2023-12-19 07:24:59,123 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 0:09:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 2.6207, loss: 2.6207 2023-12-19 07:25:21,512 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 0:09:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 2.5908, loss: 2.5908 2023-12-19 07:25:44,074 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 0:08:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 2.6279, loss: 2.6279 2023-12-19 07:25:53,640 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-19 07:29:29,211 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 07:29:29,823 - pyskl - INFO - top1_acc 0.7186 top5_acc 0.9284 2023-12-19 07:29:29,847 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7186, top5_acc: 0.9284 2023-12-19 07:30:16,956 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 0:08:40, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 2.6728, loss: 2.6728 2023-12-19 07:30:39,595 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 0:08:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 2.5760, loss: 2.5760 2023-12-19 07:31:02,320 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 0:07:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9587, loss_cls: 2.6071, loss: 2.6071 2023-12-19 07:31:24,956 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 0:07:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 2.6160, loss: 2.6160 2023-12-19 07:31:47,649 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 0:07:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 2.5509, loss: 2.5509 2023-12-19 07:32:10,202 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 0:06:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 2.5757, loss: 2.5757 2023-12-19 07:32:32,848 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 0:06:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 2.5876, loss: 2.5876 2023-12-19 07:32:55,416 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 0:05:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 2.5883, loss: 2.5883 2023-12-19 07:33:17,974 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 0:05:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 2.5957, loss: 2.5957 2023-12-19 07:33:40,614 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 0:05:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 2.6275, loss: 2.6275 2023-12-19 07:34:03,195 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 0:04:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 2.6319, loss: 2.6319 2023-12-19 07:34:25,817 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 0:04:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 2.5974, loss: 2.5974 2023-12-19 07:34:48,408 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 0:03:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9556, loss_cls: 2.6156, loss: 2.6156 2023-12-19 07:35:11,035 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 0:03:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 2.6273, loss: 2.6273 2023-12-19 07:35:33,587 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 0:03:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 2.6192, loss: 2.6192 2023-12-19 07:35:56,226 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 0:02:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 2.5969, loss: 2.5969 2023-12-19 07:36:18,852 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 0:02:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 2.6650, loss: 2.6650 2023-12-19 07:36:41,293 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 0:01:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 2.6164, loss: 2.6164 2023-12-19 07:37:03,820 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 0:01:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 2.6770, loss: 2.6770 2023-12-19 07:37:26,473 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 0:01:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 2.5991, loss: 2.5991 2023-12-19 07:37:48,966 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 0:00:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 2.6258, loss: 2.6258 2023-12-19 07:38:11,482 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 0:00:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 2.6784, loss: 2.6784 2023-12-19 07:38:34,081 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 23:59:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 2.6438, loss: 2.6438 2023-12-19 07:38:56,734 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 23:59:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 2.5984, loss: 2.5984 2023-12-19 07:39:19,303 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 23:59:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 2.7142, loss: 2.7142 2023-12-19 07:39:41,794 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 23:58:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 2.6384, loss: 2.6384 2023-12-19 07:40:04,301 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 23:58:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 2.6466, loss: 2.6466 2023-12-19 07:40:26,983 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 23:58:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 2.5926, loss: 2.5926 2023-12-19 07:40:49,526 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 23:57:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 2.6073, loss: 2.6073 2023-12-19 07:41:12,220 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 23:57:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 2.6334, loss: 2.6334 2023-12-19 07:41:34,826 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 23:56:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 2.6120, loss: 2.6120 2023-12-19 07:41:57,440 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 23:56:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 2.6377, loss: 2.6377 2023-12-19 07:42:20,016 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 23:56:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 2.7358, loss: 2.7358 2023-12-19 07:42:42,483 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 23:55:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 2.6299, loss: 2.6299 2023-12-19 07:43:05,113 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 23:55:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 2.6166, loss: 2.6166 2023-12-19 07:43:27,768 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 23:54:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 2.5729, loss: 2.5729 2023-12-19 07:43:50,271 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 23:54:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 2.6463, loss: 2.6463 2023-12-19 07:44:12,927 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 23:54:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 2.6364, loss: 2.6364 2023-12-19 07:44:35,569 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 23:53:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 2.5715, loss: 2.5715 2023-12-19 07:44:45,128 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-19 07:48:21,021 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 07:48:21,600 - pyskl - INFO - top1_acc 0.6967 top5_acc 0.9284 2023-12-19 07:48:21,625 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.6967, top5_acc: 0.9284 2023-12-19 07:49:08,281 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 23:53:33, time: 0.466, data_time: 0.242, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 2.5967, loss: 2.5967 2023-12-19 07:49:30,971 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 23:53:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9769, loss_cls: 2.5478, loss: 2.5478 2023-12-19 07:49:53,591 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 23:52:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 2.5882, loss: 2.5882 2023-12-19 07:50:16,170 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 23:52:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 2.6240, loss: 2.6240 2023-12-19 07:50:38,676 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 23:51:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 2.5652, loss: 2.5652 2023-12-19 07:51:01,317 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 23:51:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 2.5903, loss: 2.5903 2023-12-19 07:51:23,920 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 23:51:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9519, loss_cls: 2.6481, loss: 2.6481 2023-12-19 07:51:46,567 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 23:50:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 2.5820, loss: 2.5820 2023-12-19 07:52:09,244 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 23:50:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 2.6361, loss: 2.6361 2023-12-19 07:52:31,787 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 23:50:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 2.6620, loss: 2.6620 2023-12-19 07:52:54,393 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 23:49:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 2.6581, loss: 2.6581 2023-12-19 07:53:17,042 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 23:49:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9550, loss_cls: 2.6754, loss: 2.6754 2023-12-19 07:53:39,635 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 23:48:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 2.5998, loss: 2.5998 2023-12-19 07:54:02,100 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 23:48:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9544, loss_cls: 2.5869, loss: 2.5869 2023-12-19 07:54:24,712 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 23:48:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 2.6962, loss: 2.6962 2023-12-19 07:54:47,123 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 23:47:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 2.6290, loss: 2.6290 2023-12-19 07:55:09,656 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 23:47:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 2.6354, loss: 2.6354 2023-12-19 07:55:32,238 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 23:46:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 2.5727, loss: 2.5727 2023-12-19 07:55:54,874 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 23:46:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 2.5886, loss: 2.5886 2023-12-19 07:56:17,474 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 23:46:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 2.6335, loss: 2.6335 2023-12-19 07:56:40,026 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 23:45:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 2.6046, loss: 2.6046 2023-12-19 07:57:02,590 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 23:45:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 2.6434, loss: 2.6434 2023-12-19 07:57:25,000 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 23:44:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 2.5914, loss: 2.5914 2023-12-19 07:57:47,693 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 23:44:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 2.6215, loss: 2.6215 2023-12-19 07:58:10,102 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 23:44:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 2.6176, loss: 2.6176 2023-12-19 07:58:32,712 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 23:43:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 2.5987, loss: 2.5987 2023-12-19 07:58:55,252 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 23:43:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 2.5756, loss: 2.5756 2023-12-19 07:59:17,847 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 23:42:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 2.6356, loss: 2.6356 2023-12-19 07:59:40,442 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 23:42:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9550, loss_cls: 2.6255, loss: 2.6255 2023-12-19 08:00:03,029 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 23:42:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9475, loss_cls: 2.6646, loss: 2.6646 2023-12-19 08:00:25,553 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 23:41:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 2.6416, loss: 2.6416 2023-12-19 08:00:48,113 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 23:41:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 2.6430, loss: 2.6430 2023-12-19 08:01:10,734 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 23:40:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 2.6066, loss: 2.6066 2023-12-19 08:01:33,286 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 23:40:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 2.6310, loss: 2.6310 2023-12-19 08:01:55,855 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 23:40:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 2.6782, loss: 2.6782 2023-12-19 08:02:18,529 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 23:39:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 2.5942, loss: 2.5942 2023-12-19 08:02:41,201 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 23:39:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 2.6257, loss: 2.6257 2023-12-19 08:03:03,869 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 23:38:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9663, loss_cls: 2.6379, loss: 2.6379 2023-12-19 08:03:26,588 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 23:38:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 2.5821, loss: 2.5821 2023-12-19 08:03:36,180 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-19 08:07:12,498 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:07:13,003 - pyskl - INFO - top1_acc 0.7288 top5_acc 0.9304 2023-12-19 08:07:13,007 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_52.pth was removed 2023-12-19 08:07:13,150 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. 2023-12-19 08:07:13,152 - pyskl - INFO - Best top1_acc is 0.7288 at 56 epoch. 2023-12-19 08:07:13,175 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7288, top5_acc: 0.9304 2023-12-19 08:08:00,319 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 23:38:27, time: 0.471, data_time: 0.246, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 2.5384, loss: 2.5384 2023-12-19 08:08:22,940 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 23:38:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 2.5754, loss: 2.5754 2023-12-19 08:08:45,482 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 23:37:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 2.6003, loss: 2.6003 2023-12-19 08:09:08,088 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 23:37:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 2.5435, loss: 2.5435 2023-12-19 08:09:30,589 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 23:36:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 2.5842, loss: 2.5842 2023-12-19 08:09:53,088 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 23:36:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 2.6030, loss: 2.6030 2023-12-19 08:10:15,720 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 23:36:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 2.5575, loss: 2.5575 2023-12-19 08:10:38,375 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 23:35:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 2.6509, loss: 2.6509 2023-12-19 08:11:00,982 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 23:35:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 2.5600, loss: 2.5600 2023-12-19 08:11:23,511 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 23:34:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 2.6014, loss: 2.6014 2023-12-19 08:11:46,044 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 23:34:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 2.6182, loss: 2.6182 2023-12-19 08:12:08,527 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 23:34:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 2.5434, loss: 2.5434 2023-12-19 08:12:30,922 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 23:33:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9531, loss_cls: 2.6324, loss: 2.6324 2023-12-19 08:12:53,322 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 23:33:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 2.6216, loss: 2.6216 2023-12-19 08:13:15,958 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 23:32:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 2.6535, loss: 2.6535 2023-12-19 08:13:38,457 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 23:32:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.6345, loss: 2.6345 2023-12-19 08:14:01,090 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 23:32:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 2.5920, loss: 2.5920 2023-12-19 08:14:23,619 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 23:31:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 2.6350, loss: 2.6350 2023-12-19 08:14:46,097 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 23:31:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 2.6386, loss: 2.6386 2023-12-19 08:15:08,665 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 23:30:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9556, loss_cls: 2.5955, loss: 2.5955 2023-12-19 08:15:31,153 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 23:30:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 2.5814, loss: 2.5814 2023-12-19 08:15:53,762 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 23:30:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 2.5410, loss: 2.5410 2023-12-19 08:16:16,248 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 23:29:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 2.6159, loss: 2.6159 2023-12-19 08:16:38,735 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 23:29:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 2.6036, loss: 2.6036 2023-12-19 08:17:01,229 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 23:28:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 2.6098, loss: 2.6098 2023-12-19 08:17:23,856 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 23:28:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9544, loss_cls: 2.6028, loss: 2.6028 2023-12-19 08:17:46,449 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 23:28:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 2.6456, loss: 2.6456 2023-12-19 08:18:08,922 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 23:27:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 2.5876, loss: 2.5876 2023-12-19 08:18:31,544 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 23:27:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 2.6705, loss: 2.6705 2023-12-19 08:18:54,004 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 23:26:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 2.6262, loss: 2.6262 2023-12-19 08:19:16,643 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 23:26:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 2.5717, loss: 2.5717 2023-12-19 08:19:39,204 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 23:26:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 2.6053, loss: 2.6053 2023-12-19 08:20:01,818 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 23:25:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7756, top5_acc: 0.9513, loss_cls: 2.6574, loss: 2.6574 2023-12-19 08:20:24,368 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 23:25:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 2.6303, loss: 2.6303 2023-12-19 08:20:46,919 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 23:25:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 2.6881, loss: 2.6881 2023-12-19 08:21:09,549 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 23:24:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 2.6669, loss: 2.6669 2023-12-19 08:21:32,133 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 23:24:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 2.6289, loss: 2.6289 2023-12-19 08:21:54,668 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 23:23:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 2.6546, loss: 2.6546 2023-12-19 08:22:17,193 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 23:23:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 2.6139, loss: 2.6139 2023-12-19 08:22:26,826 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-19 08:26:02,794 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:26:03,294 - pyskl - INFO - top1_acc 0.7031 top5_acc 0.9214 2023-12-19 08:26:03,325 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7031, top5_acc: 0.9214 2023-12-19 08:26:51,212 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 23:23:20, time: 0.479, data_time: 0.253, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 2.6231, loss: 2.6231 2023-12-19 08:27:13,701 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 23:22:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 2.6237, loss: 2.6237 2023-12-19 08:27:36,244 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 23:22:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 2.6120, loss: 2.6120 2023-12-19 08:27:58,812 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 23:22:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 2.5345, loss: 2.5345 2023-12-19 08:28:21,455 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 23:21:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 2.5761, loss: 2.5761 2023-12-19 08:28:43,925 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 23:21:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 2.5280, loss: 2.5280 2023-12-19 08:29:06,631 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 23:20:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 2.5920, loss: 2.5920 2023-12-19 08:29:29,224 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 23:20:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 2.5545, loss: 2.5545 2023-12-19 08:29:51,711 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 23:20:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 2.5433, loss: 2.5433 2023-12-19 08:30:14,199 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 23:19:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 2.6315, loss: 2.6315 2023-12-19 08:30:36,799 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 23:19:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 2.5125, loss: 2.5125 2023-12-19 08:30:59,178 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 23:18:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 2.6020, loss: 2.6020 2023-12-19 08:31:21,728 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 23:18:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9525, loss_cls: 2.6242, loss: 2.6242 2023-12-19 08:31:44,300 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 23:18:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 2.5523, loss: 2.5523 2023-12-19 08:32:06,892 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 23:17:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 2.5908, loss: 2.5908 2023-12-19 08:32:29,546 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 23:17:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 2.6211, loss: 2.6211 2023-12-19 08:32:52,092 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 23:17:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 2.5940, loss: 2.5940 2023-12-19 08:33:14,715 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 23:16:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9550, loss_cls: 2.6133, loss: 2.6133 2023-12-19 08:33:37,287 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 23:16:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 2.6490, loss: 2.6490 2023-12-19 08:33:59,910 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 23:15:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 2.6052, loss: 2.6052 2023-12-19 08:34:22,362 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 23:15:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 2.6414, loss: 2.6414 2023-12-19 08:34:44,916 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 23:15:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 2.5967, loss: 2.5967 2023-12-19 08:35:07,424 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 23:14:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 2.6181, loss: 2.6181 2023-12-19 08:35:29,784 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 23:14:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 2.5819, loss: 2.5819 2023-12-19 08:35:52,315 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 23:13:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 2.5897, loss: 2.5897 2023-12-19 08:36:14,897 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 23:13:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 2.6879, loss: 2.6879 2023-12-19 08:36:37,379 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 23:13:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 2.6597, loss: 2.6597 2023-12-19 08:36:59,843 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 23:12:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 2.6302, loss: 2.6302 2023-12-19 08:37:22,415 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 23:12:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 2.5687, loss: 2.5687 2023-12-19 08:37:44,978 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 23:11:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 2.6476, loss: 2.6476 2023-12-19 08:38:07,577 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 23:11:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 2.6315, loss: 2.6315 2023-12-19 08:38:30,070 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 23:11:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 2.5924, loss: 2.5924 2023-12-19 08:38:52,776 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 23:10:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 2.6314, loss: 2.6314 2023-12-19 08:39:15,384 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 23:10:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 2.6275, loss: 2.6275 2023-12-19 08:39:37,950 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 23:09:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 2.6200, loss: 2.6200 2023-12-19 08:40:00,623 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 23:09:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 2.6241, loss: 2.6241 2023-12-19 08:40:23,145 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 23:09:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 2.6043, loss: 2.6043 2023-12-19 08:40:45,765 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 23:08:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 2.5780, loss: 2.5780 2023-12-19 08:41:08,333 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 23:08:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 2.6183, loss: 2.6183 2023-12-19 08:41:18,032 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-19 08:44:53,812 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 08:44:54,303 - pyskl - INFO - top1_acc 0.7075 top5_acc 0.9312 2023-12-19 08:44:54,327 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7075, top5_acc: 0.9312 2023-12-19 08:45:41,754 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 23:08:13, time: 0.474, data_time: 0.247, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 2.5998, loss: 2.5998 2023-12-19 08:46:04,284 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 23:07:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 2.4937, loss: 2.4937 2023-12-19 08:46:26,946 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 23:07:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 2.5966, loss: 2.5966 2023-12-19 08:46:49,430 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 23:07:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 2.5900, loss: 2.5900 2023-12-19 08:47:12,011 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 23:06:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9537, loss_cls: 2.6145, loss: 2.6145 2023-12-19 08:47:34,571 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 23:06:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 2.5589, loss: 2.5589 2023-12-19 08:47:57,046 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 23:05:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 2.5464, loss: 2.5464 2023-12-19 08:48:19,516 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 23:05:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 2.5715, loss: 2.5715 2023-12-19 08:48:42,132 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 23:05:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 2.5733, loss: 2.5733 2023-12-19 08:49:04,727 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 23:04:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 2.5727, loss: 2.5727 2023-12-19 08:49:27,191 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 23:04:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 2.5800, loss: 2.5800 2023-12-19 08:49:49,738 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 23:03:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 2.6126, loss: 2.6126 2023-12-19 08:50:12,318 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 23:03:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 2.5769, loss: 2.5769 2023-12-19 08:50:34,831 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 23:03:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 2.6123, loss: 2.6123 2023-12-19 08:50:57,393 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 23:02:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 2.5943, loss: 2.5943 2023-12-19 08:51:19,913 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 23:02:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 2.5109, loss: 2.5109 2023-12-19 08:51:42,341 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 23:01:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 2.5700, loss: 2.5700 2023-12-19 08:52:04,940 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 23:01:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9475, loss_cls: 2.6213, loss: 2.6213 2023-12-19 08:52:27,599 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 23:01:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 2.5486, loss: 2.5486 2023-12-19 08:52:50,144 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 23:00:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 2.5805, loss: 2.5805 2023-12-19 08:53:12,694 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 23:00:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 2.5683, loss: 2.5683 2023-12-19 08:53:35,252 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 22:59:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9494, loss_cls: 2.6245, loss: 2.6245 2023-12-19 08:53:57,769 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 22:59:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 2.6578, loss: 2.6578 2023-12-19 08:54:20,403 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 22:59:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9556, loss_cls: 2.5944, loss: 2.5944 2023-12-19 08:54:42,942 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 22:58:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 2.6477, loss: 2.6477 2023-12-19 08:55:05,461 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 22:58:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 2.5919, loss: 2.5919 2023-12-19 08:55:28,092 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 22:57:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 2.6355, loss: 2.6355 2023-12-19 08:55:50,693 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 22:57:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 2.6214, loss: 2.6214 2023-12-19 08:56:13,250 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 22:57:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 2.6398, loss: 2.6398 2023-12-19 08:56:35,879 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 22:56:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9594, loss_cls: 2.5972, loss: 2.5972 2023-12-19 08:56:58,318 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 22:56:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 2.6351, loss: 2.6351 2023-12-19 08:57:20,876 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 22:55:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 2.6508, loss: 2.6508 2023-12-19 08:57:43,354 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 22:55:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 2.6358, loss: 2.6358 2023-12-19 08:58:05,893 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 22:55:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 2.6826, loss: 2.6826 2023-12-19 08:58:28,409 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 22:54:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9537, loss_cls: 2.6228, loss: 2.6228 2023-12-19 08:58:50,915 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 22:54:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 2.5942, loss: 2.5942 2023-12-19 08:59:13,558 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 22:54:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 2.6353, loss: 2.6353 2023-12-19 08:59:36,147 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 22:53:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 2.6328, loss: 2.6328 2023-12-19 08:59:58,675 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 22:53:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 2.5913, loss: 2.5913 2023-12-19 09:00:08,238 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-19 09:03:44,149 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 09:03:44,730 - pyskl - INFO - top1_acc 0.6992 top5_acc 0.9245 2023-12-19 09:03:44,755 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.6992, top5_acc: 0.9245 2023-12-19 09:04:31,948 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 22:53:05, time: 0.472, data_time: 0.245, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 2.5882, loss: 2.5882 2023-12-19 09:04:54,479 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 22:52:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 2.5581, loss: 2.5581 2023-12-19 09:05:17,059 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 22:52:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 2.5938, loss: 2.5938 2023-12-19 09:05:39,639 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 22:51:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 2.5868, loss: 2.5868 2023-12-19 09:06:02,110 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 22:51:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 2.6160, loss: 2.6160 2023-12-19 09:06:24,793 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 22:51:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9531, loss_cls: 2.6172, loss: 2.6172 2023-12-19 09:06:47,468 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 22:50:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 2.6694, loss: 2.6694 2023-12-19 09:07:09,989 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 22:50:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 2.6345, loss: 2.6345 2023-12-19 09:07:32,578 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 22:49:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 2.5982, loss: 2.5982 2023-12-19 09:07:54,930 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 22:49:32, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 2.5616, loss: 2.5616 2023-12-19 09:08:17,419 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 22:49:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 2.5653, loss: 2.5653 2023-12-19 09:08:40,069 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 22:48:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 2.5704, loss: 2.5704 2023-12-19 09:09:02,619 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 22:48:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 2.5694, loss: 2.5694 2023-12-19 09:09:25,064 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 22:47:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 2.5743, loss: 2.5743 2023-12-19 09:09:47,734 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 22:47:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 2.6032, loss: 2.6032 2023-12-19 09:10:10,310 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 22:47:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 2.5404, loss: 2.5404 2023-12-19 09:10:32,947 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 22:46:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 2.6162, loss: 2.6162 2023-12-19 09:10:55,455 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 22:46:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 2.5861, loss: 2.5861 2023-12-19 09:11:18,087 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 22:46:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 2.6060, loss: 2.6060 2023-12-19 09:11:40,681 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 22:45:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 2.6064, loss: 2.6064 2023-12-19 09:12:03,304 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 22:45:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 2.6056, loss: 2.6056 2023-12-19 09:12:25,810 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 22:44:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 2.6196, loss: 2.6196 2023-12-19 09:12:48,423 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 22:44:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 2.5431, loss: 2.5431 2023-12-19 09:13:11,042 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 22:44:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 2.5281, loss: 2.5281 2023-12-19 09:13:33,661 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 22:43:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 2.5626, loss: 2.5626 2023-12-19 09:13:56,222 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 22:43:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 2.6499, loss: 2.6499 2023-12-19 09:14:18,747 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 22:42:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 2.6569, loss: 2.6569 2023-12-19 09:14:41,300 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 22:42:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 2.5310, loss: 2.5310 2023-12-19 09:15:03,818 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 22:42:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 2.6495, loss: 2.6495 2023-12-19 09:15:26,299 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 22:41:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 2.5609, loss: 2.5609 2023-12-19 09:15:48,869 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 22:41:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 2.6204, loss: 2.6204 2023-12-19 09:16:11,312 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 22:40:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 2.5963, loss: 2.5963 2023-12-19 09:16:33,703 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 22:40:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 2.6206, loss: 2.6206 2023-12-19 09:16:56,193 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 22:40:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 2.5905, loss: 2.5905 2023-12-19 09:17:18,748 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 22:39:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 2.5584, loss: 2.5584 2023-12-19 09:17:41,285 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 22:39:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 2.6189, loss: 2.6189 2023-12-19 09:18:03,837 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 22:38:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 2.6468, loss: 2.6468 2023-12-19 09:18:26,441 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 22:38:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 2.5955, loss: 2.5955 2023-12-19 09:18:48,899 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 22:38:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 2.6425, loss: 2.6425 2023-12-19 09:18:58,524 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-19 09:22:34,441 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 09:22:35,036 - pyskl - INFO - top1_acc 0.7425 top5_acc 0.9424 2023-12-19 09:22:35,041 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_56.pth was removed 2023-12-19 09:22:35,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2023-12-19 09:22:35,206 - pyskl - INFO - Best top1_acc is 0.7425 at 60 epoch. 2023-12-19 09:22:35,238 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7425, top5_acc: 0.9424 2023-12-19 09:23:22,999 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 22:37:58, time: 0.478, data_time: 0.252, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 2.5423, loss: 2.5423 2023-12-19 09:23:45,623 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 22:37:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 2.4991, loss: 2.4991 2023-12-19 09:24:08,188 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 22:37:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 2.5172, loss: 2.5172 2023-12-19 09:24:30,836 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 22:36:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 2.6096, loss: 2.6096 2023-12-19 09:24:53,444 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 22:36:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 2.6035, loss: 2.6035 2023-12-19 09:25:15,965 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 22:36:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 2.5161, loss: 2.5161 2023-12-19 09:25:38,571 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 22:35:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9600, loss_cls: 2.5714, loss: 2.5714 2023-12-19 09:26:01,213 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 22:35:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 2.6428, loss: 2.6428 2023-12-19 09:26:23,992 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 22:34:50, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 2.5648, loss: 2.5648 2023-12-19 09:26:46,602 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 22:34:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 2.5665, loss: 2.5665 2023-12-19 09:27:09,261 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 22:34:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 2.5670, loss: 2.5670 2023-12-19 09:27:31,728 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 22:33:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 2.6184, loss: 2.6184 2023-12-19 09:27:54,359 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 22:33:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9550, loss_cls: 2.5528, loss: 2.5528 2023-12-19 09:28:16,842 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 22:32:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 2.5704, loss: 2.5704 2023-12-19 09:28:39,484 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 22:32:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 2.5918, loss: 2.5918 2023-12-19 09:29:02,084 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 22:32:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 2.5026, loss: 2.5026 2023-12-19 09:29:24,699 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 22:31:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 2.6162, loss: 2.6162 2023-12-19 09:29:47,255 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 22:31:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 2.5411, loss: 2.5411 2023-12-19 09:30:09,803 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 22:30:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 2.5876, loss: 2.5876 2023-12-19 09:30:32,394 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 22:30:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9575, loss_cls: 2.5903, loss: 2.5903 2023-12-19 09:30:54,916 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 22:30:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 2.5565, loss: 2.5565 2023-12-19 09:31:17,356 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 22:29:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 2.5594, loss: 2.5594 2023-12-19 09:31:39,947 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 22:29:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 2.5794, loss: 2.5794 2023-12-19 09:32:02,527 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 22:28:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 2.5550, loss: 2.5550 2023-12-19 09:32:24,981 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 22:28:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 2.5946, loss: 2.5946 2023-12-19 09:32:47,517 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 22:28:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 2.5658, loss: 2.5658 2023-12-19 09:33:10,235 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 22:27:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 2.5449, loss: 2.5449 2023-12-19 09:33:32,834 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 22:27:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 2.6003, loss: 2.6003 2023-12-19 09:33:55,245 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 22:26:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 2.6166, loss: 2.6166 2023-12-19 09:34:17,820 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 22:26:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 2.5788, loss: 2.5788 2023-12-19 09:34:40,360 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 22:26:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 2.5509, loss: 2.5509 2023-12-19 09:35:02,883 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 22:25:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 2.5672, loss: 2.5672 2023-12-19 09:35:25,458 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 22:25:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 2.6276, loss: 2.6276 2023-12-19 09:35:48,060 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 22:25:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 2.6088, loss: 2.6088 2023-12-19 09:36:10,508 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 22:24:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 2.5976, loss: 2.5976 2023-12-19 09:36:33,046 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 22:24:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9519, loss_cls: 2.6274, loss: 2.6274 2023-12-19 09:36:55,536 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 22:23:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 2.6448, loss: 2.6448 2023-12-19 09:37:18,051 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 22:23:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 2.5406, loss: 2.5406 2023-12-19 09:37:40,627 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 22:23:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9556, loss_cls: 2.5809, loss: 2.5809 2023-12-19 09:37:50,170 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-19 09:41:26,506 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 09:41:27,112 - pyskl - INFO - top1_acc 0.6079 top5_acc 0.8655 2023-12-19 09:41:27,140 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.6079, top5_acc: 0.8655 2023-12-19 09:42:14,408 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 22:22:51, time: 0.473, data_time: 0.246, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 2.6279, loss: 2.6279 2023-12-19 09:42:37,004 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 22:22:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 2.5309, loss: 2.5309 2023-12-19 09:42:59,461 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 22:22:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 2.5595, loss: 2.5595 2023-12-19 09:43:21,929 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 22:21:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 2.5643, loss: 2.5643 2023-12-19 09:43:44,484 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 22:21:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 2.5425, loss: 2.5425 2023-12-19 09:44:07,004 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 22:20:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 2.5610, loss: 2.5610 2023-12-19 09:44:29,510 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 22:20:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 2.5092, loss: 2.5092 2023-12-19 09:44:52,025 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 22:20:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9550, loss_cls: 2.5564, loss: 2.5564 2023-12-19 09:45:14,597 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 22:19:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9587, loss_cls: 2.5719, loss: 2.5719 2023-12-19 09:45:37,078 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 22:19:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 2.6111, loss: 2.6111 2023-12-19 09:45:59,722 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 22:18:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 2.5958, loss: 2.5958 2023-12-19 09:46:22,254 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 22:18:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 2.5528, loss: 2.5528 2023-12-19 09:46:44,798 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 22:18:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 2.5774, loss: 2.5774 2023-12-19 09:47:07,268 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 22:17:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 2.5854, loss: 2.5854 2023-12-19 09:47:29,853 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 22:17:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 2.6143, loss: 2.6143 2023-12-19 09:47:52,347 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 22:16:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 2.6132, loss: 2.6132 2023-12-19 09:48:14,861 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 22:16:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9563, loss_cls: 2.6140, loss: 2.6140 2023-12-19 09:48:37,412 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 22:16:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 2.5810, loss: 2.5810 2023-12-19 09:49:00,004 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 22:15:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 2.5768, loss: 2.5768 2023-12-19 09:49:22,490 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 22:15:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 2.5759, loss: 2.5759 2023-12-19 09:49:45,001 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 22:14:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 2.6100, loss: 2.6100 2023-12-19 09:50:07,515 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 22:14:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 2.5637, loss: 2.5637 2023-12-19 09:50:30,028 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 22:14:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 2.5808, loss: 2.5808 2023-12-19 09:50:52,457 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 22:13:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 2.5578, loss: 2.5578 2023-12-19 09:51:14,933 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 22:13:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 2.5625, loss: 2.5625 2023-12-19 09:51:37,526 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 22:13:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 2.6066, loss: 2.6066 2023-12-19 09:52:00,140 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 22:12:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 2.6209, loss: 2.6209 2023-12-19 09:52:22,615 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 22:12:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 2.5643, loss: 2.5643 2023-12-19 09:52:45,084 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 22:11:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 2.5979, loss: 2.5979 2023-12-19 09:53:07,664 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 22:11:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.5935, loss: 2.5935 2023-12-19 09:53:30,171 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 22:11:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 2.5563, loss: 2.5563 2023-12-19 09:53:52,685 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 22:10:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 2.6382, loss: 2.6382 2023-12-19 09:54:15,327 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 22:10:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 2.5466, loss: 2.5466 2023-12-19 09:54:37,802 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 22:09:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 2.5695, loss: 2.5695 2023-12-19 09:55:00,293 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 22:09:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 2.5914, loss: 2.5914 2023-12-19 09:55:22,807 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 22:09:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 2.6479, loss: 2.6479 2023-12-19 09:55:45,258 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 22:08:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 2.6118, loss: 2.6118 2023-12-19 09:56:07,757 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 22:08:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 2.5835, loss: 2.5835 2023-12-19 09:56:30,252 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 22:07:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 2.6321, loss: 2.6321 2023-12-19 09:56:39,757 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-19 10:00:15,447 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:00:15,980 - pyskl - INFO - top1_acc 0.7321 top5_acc 0.9381 2023-12-19 10:00:16,003 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7321, top5_acc: 0.9381 2023-12-19 10:01:03,444 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 22:07:42, time: 0.474, data_time: 0.248, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 2.5772, loss: 2.5772 2023-12-19 10:01:25,978 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 22:07:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 2.5682, loss: 2.5682 2023-12-19 10:01:48,585 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 22:06:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 2.5233, loss: 2.5233 2023-12-19 10:02:11,228 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 22:06:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 2.5618, loss: 2.5618 2023-12-19 10:02:33,710 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 22:06:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 2.5956, loss: 2.5956 2023-12-19 10:02:56,231 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 22:05:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 2.5231, loss: 2.5231 2023-12-19 10:03:18,916 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 22:05:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 2.5439, loss: 2.5439 2023-12-19 10:03:41,365 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 22:04:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 2.5351, loss: 2.5351 2023-12-19 10:04:03,908 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 22:04:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 2.5767, loss: 2.5767 2023-12-19 10:04:26,495 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 22:04:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 2.5739, loss: 2.5739 2023-12-19 10:04:49,001 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 22:03:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 2.5626, loss: 2.5626 2023-12-19 10:05:11,434 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 22:03:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 2.5855, loss: 2.5855 2023-12-19 10:05:34,055 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 22:02:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 2.5381, loss: 2.5381 2023-12-19 10:05:56,644 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 22:02:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 2.5464, loss: 2.5464 2023-12-19 10:06:19,221 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 22:02:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 2.5655, loss: 2.5655 2023-12-19 10:06:41,889 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 22:01:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 2.5291, loss: 2.5291 2023-12-19 10:07:04,411 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 22:01:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 2.5603, loss: 2.5603 2023-12-19 10:07:27,108 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 22:01:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 2.6389, loss: 2.6389 2023-12-19 10:07:49,689 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 22:00:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 2.6250, loss: 2.6250 2023-12-19 10:08:12,213 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 22:00:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 2.5284, loss: 2.5284 2023-12-19 10:08:34,645 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 21:59:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 2.6122, loss: 2.6122 2023-12-19 10:08:57,210 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 21:59:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 2.6030, loss: 2.6030 2023-12-19 10:09:19,822 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 21:59:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.5735, loss: 2.5735 2023-12-19 10:09:42,498 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 21:58:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9581, loss_cls: 2.5722, loss: 2.5722 2023-12-19 10:10:05,076 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 21:58:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 2.5576, loss: 2.5576 2023-12-19 10:10:27,672 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 21:57:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 2.5535, loss: 2.5535 2023-12-19 10:10:50,282 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 21:57:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 2.6029, loss: 2.6029 2023-12-19 10:11:12,824 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 21:57:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 2.5747, loss: 2.5747 2023-12-19 10:11:35,387 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 21:56:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 2.5840, loss: 2.5840 2023-12-19 10:11:57,929 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 21:56:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 2.5329, loss: 2.5329 2023-12-19 10:12:20,409 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 21:55:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 2.5828, loss: 2.5828 2023-12-19 10:12:42,946 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 21:55:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 2.5829, loss: 2.5829 2023-12-19 10:13:05,474 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 21:55:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 2.5688, loss: 2.5688 2023-12-19 10:13:28,001 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 21:54:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 2.5848, loss: 2.5848 2023-12-19 10:13:50,651 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 21:54:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 2.5908, loss: 2.5908 2023-12-19 10:14:13,204 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 21:53:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 2.5599, loss: 2.5599 2023-12-19 10:14:35,731 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 21:53:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 2.5571, loss: 2.5571 2023-12-19 10:14:58,253 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 21:53:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 2.5574, loss: 2.5574 2023-12-19 10:15:20,761 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 21:52:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 2.6110, loss: 2.6110 2023-12-19 10:15:30,254 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-19 10:19:06,210 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:19:06,783 - pyskl - INFO - top1_acc 0.7033 top5_acc 0.9339 2023-12-19 10:19:06,807 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7033, top5_acc: 0.9339 2023-12-19 10:19:53,861 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 21:52:35, time: 0.470, data_time: 0.245, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 2.6019, loss: 2.6019 2023-12-19 10:20:16,411 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 21:52:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 2.5902, loss: 2.5902 2023-12-19 10:20:39,007 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 21:51:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 2.5275, loss: 2.5275 2023-12-19 10:21:01,696 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 21:51:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 2.5555, loss: 2.5555 2023-12-19 10:21:24,279 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 21:51:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 2.5214, loss: 2.5214 2023-12-19 10:21:46,847 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 21:50:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 2.5616, loss: 2.5616 2023-12-19 10:22:09,443 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 21:50:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 2.6023, loss: 2.6023 2023-12-19 10:22:32,066 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 21:49:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 2.5939, loss: 2.5939 2023-12-19 10:22:54,561 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 21:49:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 2.5339, loss: 2.5339 2023-12-19 10:23:17,139 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 21:49:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 2.5580, loss: 2.5580 2023-12-19 10:23:39,737 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 21:48:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 2.5576, loss: 2.5576 2023-12-19 10:24:02,300 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 21:48:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 2.5327, loss: 2.5327 2023-12-19 10:24:24,833 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 21:47:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 2.5663, loss: 2.5663 2023-12-19 10:24:47,379 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 21:47:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 2.5438, loss: 2.5438 2023-12-19 10:25:10,011 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 21:47:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 2.5472, loss: 2.5472 2023-12-19 10:25:32,567 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 21:46:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9494, loss_cls: 2.6157, loss: 2.6157 2023-12-19 10:25:55,120 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 21:46:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9631, loss_cls: 2.5554, loss: 2.5554 2023-12-19 10:26:17,638 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 21:45:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9581, loss_cls: 2.5590, loss: 2.5590 2023-12-19 10:26:40,269 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 21:45:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 2.5564, loss: 2.5564 2023-12-19 10:27:02,950 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 21:45:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 2.5826, loss: 2.5826 2023-12-19 10:27:25,550 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 21:44:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9569, loss_cls: 2.5718, loss: 2.5718 2023-12-19 10:27:48,101 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 21:44:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 2.5534, loss: 2.5534 2023-12-19 10:28:10,663 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 21:43:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 2.5581, loss: 2.5581 2023-12-19 10:28:33,194 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 21:43:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 2.5455, loss: 2.5455 2023-12-19 10:28:55,667 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 21:43:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 2.5495, loss: 2.5495 2023-12-19 10:29:18,245 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 21:42:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 2.6181, loss: 2.6181 2023-12-19 10:29:40,830 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 21:42:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 2.5832, loss: 2.5832 2023-12-19 10:30:03,353 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 21:42:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 2.5782, loss: 2.5782 2023-12-19 10:30:25,939 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 21:41:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 2.6559, loss: 2.6559 2023-12-19 10:30:48,469 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 21:41:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 2.5680, loss: 2.5680 2023-12-19 10:31:11,040 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 21:40:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 2.5652, loss: 2.5652 2023-12-19 10:31:33,629 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 21:40:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 2.5135, loss: 2.5135 2023-12-19 10:31:56,203 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 21:40:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 2.6264, loss: 2.6264 2023-12-19 10:32:18,790 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 21:39:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 2.5616, loss: 2.5616 2023-12-19 10:32:41,321 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 21:39:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 2.6389, loss: 2.6389 2023-12-19 10:33:03,793 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 21:38:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 2.5863, loss: 2.5863 2023-12-19 10:33:26,281 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 21:38:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 2.5789, loss: 2.5789 2023-12-19 10:33:48,700 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 21:38:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 2.5459, loss: 2.5459 2023-12-19 10:34:11,283 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 21:37:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 2.6156, loss: 2.6156 2023-12-19 10:34:20,862 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-19 10:37:58,349 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:37:58,971 - pyskl - INFO - top1_acc 0.7336 top5_acc 0.9452 2023-12-19 10:37:59,000 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7336, top5_acc: 0.9452 2023-12-19 10:38:46,200 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 21:37:29, time: 0.472, data_time: 0.246, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 2.5221, loss: 2.5221 2023-12-19 10:39:08,879 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 21:37:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.5040, loss: 2.5040 2023-12-19 10:39:31,598 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 21:36:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 2.5151, loss: 2.5151 2023-12-19 10:39:54,238 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 21:36:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 2.5558, loss: 2.5558 2023-12-19 10:40:16,873 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 21:35:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 2.6055, loss: 2.6055 2023-12-19 10:40:39,428 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 21:35:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 2.5922, loss: 2.5922 2023-12-19 10:41:01,963 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 21:35:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 2.5287, loss: 2.5287 2023-12-19 10:41:24,555 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 21:34:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 2.5480, loss: 2.5480 2023-12-19 10:41:47,107 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 21:34:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 2.5602, loss: 2.5602 2023-12-19 10:42:09,834 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 21:33:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 2.5520, loss: 2.5520 2023-12-19 10:42:32,393 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 21:33:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 2.5290, loss: 2.5290 2023-12-19 10:42:54,936 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 21:33:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 2.4714, loss: 2.4714 2023-12-19 10:43:17,492 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 21:32:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 2.5577, loss: 2.5577 2023-12-19 10:43:40,007 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 21:32:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 2.5636, loss: 2.5636 2023-12-19 10:44:02,622 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 21:32:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 2.5089, loss: 2.5089 2023-12-19 10:44:25,135 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 21:31:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 2.5792, loss: 2.5792 2023-12-19 10:44:47,750 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 21:31:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 2.5685, loss: 2.5685 2023-12-19 10:45:10,301 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 21:30:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 2.5422, loss: 2.5422 2023-12-19 10:45:33,032 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 21:30:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 2.5934, loss: 2.5934 2023-12-19 10:45:55,644 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 21:30:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 2.5591, loss: 2.5591 2023-12-19 10:46:18,163 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 21:29:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 2.5711, loss: 2.5711 2023-12-19 10:46:40,620 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 21:29:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 2.5862, loss: 2.5862 2023-12-19 10:47:03,100 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 21:28:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 2.6204, loss: 2.6204 2023-12-19 10:47:25,562 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 21:28:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 2.5885, loss: 2.5885 2023-12-19 10:47:48,095 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 21:28:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 2.6306, loss: 2.6306 2023-12-19 10:48:10,672 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 21:27:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 2.5810, loss: 2.5810 2023-12-19 10:48:33,239 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 21:27:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 2.5948, loss: 2.5948 2023-12-19 10:48:55,800 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 21:26:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.5281, loss: 2.5281 2023-12-19 10:49:18,305 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 21:26:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 2.5852, loss: 2.5852 2023-12-19 10:49:40,940 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 21:26:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 2.5144, loss: 2.5144 2023-12-19 10:50:03,342 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 21:25:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 2.5542, loss: 2.5542 2023-12-19 10:50:25,815 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 21:25:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 2.5546, loss: 2.5546 2023-12-19 10:50:48,203 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 21:24:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9556, loss_cls: 2.5787, loss: 2.5787 2023-12-19 10:51:10,787 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 21:24:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 2.5623, loss: 2.5623 2023-12-19 10:51:33,341 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 21:24:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 2.6034, loss: 2.6034 2023-12-19 10:51:55,926 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 21:23:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 2.5461, loss: 2.5461 2023-12-19 10:52:18,479 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 21:23:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 2.5780, loss: 2.5780 2023-12-19 10:52:41,022 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 21:22:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 2.5724, loss: 2.5724 2023-12-19 10:53:03,588 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 21:22:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 2.5539, loss: 2.5539 2023-12-19 10:53:13,083 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-19 10:56:48,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 10:56:49,402 - pyskl - INFO - top1_acc 0.7328 top5_acc 0.9420 2023-12-19 10:56:49,425 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7328, top5_acc: 0.9420 2023-12-19 10:57:37,076 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 21:22:22, time: 0.476, data_time: 0.250, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 2.5095, loss: 2.5095 2023-12-19 10:57:59,651 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 21:21:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 2.5591, loss: 2.5591 2023-12-19 10:58:22,192 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 21:21:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 2.6149, loss: 2.6149 2023-12-19 10:58:44,886 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 21:21:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 2.5483, loss: 2.5483 2023-12-19 10:59:07,571 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 21:20:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 2.5611, loss: 2.5611 2023-12-19 10:59:30,272 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 21:20:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 2.6024, loss: 2.6024 2023-12-19 10:59:52,944 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 21:20:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 2.5907, loss: 2.5907 2023-12-19 11:00:15,475 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 21:19:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 2.4837, loss: 2.4837 2023-12-19 11:00:38,028 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 21:19:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 2.4821, loss: 2.4821 2023-12-19 11:01:00,539 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 21:18:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 2.5531, loss: 2.5531 2023-12-19 11:01:23,131 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 21:18:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 2.5241, loss: 2.5241 2023-12-19 11:01:45,688 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 21:18:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 2.5228, loss: 2.5228 2023-12-19 11:02:08,283 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 21:17:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 2.5416, loss: 2.5416 2023-12-19 11:02:30,870 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 21:17:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 2.5376, loss: 2.5376 2023-12-19 11:02:53,428 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 21:16:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 2.5570, loss: 2.5570 2023-12-19 11:03:15,873 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 21:16:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 2.5497, loss: 2.5497 2023-12-19 11:03:38,388 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 21:16:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 2.5467, loss: 2.5467 2023-12-19 11:04:00,844 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 21:15:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 2.5516, loss: 2.5516 2023-12-19 11:04:23,342 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 21:15:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9556, loss_cls: 2.5516, loss: 2.5516 2023-12-19 11:04:45,886 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 21:14:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9581, loss_cls: 2.5668, loss: 2.5668 2023-12-19 11:05:08,423 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 21:14:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9506, loss_cls: 2.5948, loss: 2.5948 2023-12-19 11:05:30,996 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 21:14:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 2.5641, loss: 2.5641 2023-12-19 11:05:53,504 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 21:13:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 2.5337, loss: 2.5337 2023-12-19 11:06:16,074 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 21:13:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 2.5206, loss: 2.5206 2023-12-19 11:06:38,702 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 21:12:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 2.5855, loss: 2.5855 2023-12-19 11:07:01,258 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 21:12:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 2.5731, loss: 2.5731 2023-12-19 11:07:23,825 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 21:12:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 2.5186, loss: 2.5186 2023-12-19 11:07:46,405 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 21:11:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 2.5223, loss: 2.5223 2023-12-19 11:08:08,961 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 21:11:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 2.5530, loss: 2.5530 2023-12-19 11:08:31,595 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 21:11:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.5935, loss: 2.5935 2023-12-19 11:08:54,082 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 21:10:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 2.5343, loss: 2.5343 2023-12-19 11:09:16,757 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 21:10:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 2.5784, loss: 2.5784 2023-12-19 11:09:39,302 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 21:09:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9556, loss_cls: 2.5834, loss: 2.5834 2023-12-19 11:10:01,762 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 21:09:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 2.5317, loss: 2.5317 2023-12-19 11:10:24,334 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 21:09:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 2.5195, loss: 2.5195 2023-12-19 11:10:46,890 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 21:08:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 2.5291, loss: 2.5291 2023-12-19 11:11:09,525 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 21:08:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 2.5932, loss: 2.5932 2023-12-19 11:11:32,194 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 21:07:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9625, loss_cls: 2.5747, loss: 2.5747 2023-12-19 11:11:54,787 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 21:07:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 2.6173, loss: 2.6173 2023-12-19 11:12:04,332 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-19 11:15:41,553 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 11:15:42,037 - pyskl - INFO - top1_acc 0.7194 top5_acc 0.9353 2023-12-19 11:15:42,060 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7194, top5_acc: 0.9353 2023-12-19 11:16:28,911 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 21:07:16, time: 0.468, data_time: 0.242, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 2.5087, loss: 2.5087 2023-12-19 11:16:51,483 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 21:06:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 2.4896, loss: 2.4896 2023-12-19 11:17:14,126 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 21:06:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 2.5233, loss: 2.5233 2023-12-19 11:17:36,725 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 21:06:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 2.5093, loss: 2.5093 2023-12-19 11:17:59,411 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 21:05:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 2.5592, loss: 2.5592 2023-12-19 11:18:22,129 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 21:05:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 2.5283, loss: 2.5283 2023-12-19 11:18:44,713 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 21:04:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9613, loss_cls: 2.5640, loss: 2.5640 2023-12-19 11:19:07,341 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 21:04:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 2.5476, loss: 2.5476 2023-12-19 11:19:29,903 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 21:04:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9587, loss_cls: 2.5607, loss: 2.5607 2023-12-19 11:19:52,473 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 21:03:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 2.4753, loss: 2.4753 2023-12-19 11:20:15,063 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 21:03:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 2.5045, loss: 2.5045 2023-12-19 11:20:37,690 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 21:02:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 2.5247, loss: 2.5247 2023-12-19 11:21:00,295 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 21:02:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 2.5547, loss: 2.5547 2023-12-19 11:21:22,880 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 21:02:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 2.5202, loss: 2.5202 2023-12-19 11:21:45,429 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 21:01:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 2.5540, loss: 2.5540 2023-12-19 11:22:07,919 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 21:01:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 2.4865, loss: 2.4865 2023-12-19 11:22:30,486 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 21:01:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 2.6021, loss: 2.6021 2023-12-19 11:22:53,132 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 21:00:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 2.5817, loss: 2.5817 2023-12-19 11:23:15,759 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 21:00:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9594, loss_cls: 2.5712, loss: 2.5712 2023-12-19 11:23:38,333 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 20:59:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 2.5759, loss: 2.5759 2023-12-19 11:24:00,954 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 20:59:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9563, loss_cls: 2.6041, loss: 2.6041 2023-12-19 11:24:23,549 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 20:59:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 2.5542, loss: 2.5542 2023-12-19 11:24:46,201 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 20:58:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 2.5788, loss: 2.5788 2023-12-19 11:25:08,776 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 20:58:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 2.5883, loss: 2.5883 2023-12-19 11:25:31,356 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 20:57:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 2.5675, loss: 2.5675 2023-12-19 11:25:53,831 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 20:57:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 2.6183, loss: 2.6183 2023-12-19 11:26:16,383 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 20:57:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 2.6545, loss: 2.6545 2023-12-19 11:26:38,982 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 20:56:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 2.5454, loss: 2.5454 2023-12-19 11:27:01,513 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 20:56:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 2.5413, loss: 2.5413 2023-12-19 11:27:24,116 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 20:55:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9575, loss_cls: 2.5124, loss: 2.5124 2023-12-19 11:27:46,741 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 20:55:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 2.5276, loss: 2.5276 2023-12-19 11:28:09,303 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 20:55:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 2.5517, loss: 2.5517 2023-12-19 11:28:31,943 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 20:54:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 2.5935, loss: 2.5935 2023-12-19 11:28:54,695 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 20:54:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 2.5904, loss: 2.5904 2023-12-19 11:29:17,303 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 20:53:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 2.5363, loss: 2.5363 2023-12-19 11:29:39,950 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 20:53:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 2.5558, loss: 2.5558 2023-12-19 11:30:02,607 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 20:53:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 2.5334, loss: 2.5334 2023-12-19 11:30:25,243 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 20:52:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 2.5985, loss: 2.5985 2023-12-19 11:30:47,854 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 20:52:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 2.5444, loss: 2.5444 2023-12-19 11:30:57,397 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-19 11:34:33,110 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 11:34:33,665 - pyskl - INFO - top1_acc 0.7507 top5_acc 0.9487 2023-12-19 11:34:33,669 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_60.pth was removed 2023-12-19 11:34:33,814 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. 2023-12-19 11:34:33,817 - pyskl - INFO - Best top1_acc is 0.7507 at 67 epoch. 2023-12-19 11:34:33,843 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7507, top5_acc: 0.9487 2023-12-19 11:35:21,452 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 20:52:12, time: 0.476, data_time: 0.250, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 2.5027, loss: 2.5027 2023-12-19 11:35:44,013 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 20:51:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 2.5033, loss: 2.5033 2023-12-19 11:36:06,500 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 20:51:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 2.5312, loss: 2.5312 2023-12-19 11:36:29,047 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 20:51:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 2.4992, loss: 2.4992 2023-12-19 11:36:51,593 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 20:50:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 2.5143, loss: 2.5143 2023-12-19 11:37:14,188 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 20:50:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 2.5559, loss: 2.5559 2023-12-19 11:37:36,795 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 20:49:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 2.4844, loss: 2.4844 2023-12-19 11:37:59,411 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 20:49:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9644, loss_cls: 2.4985, loss: 2.4985 2023-12-19 11:38:22,000 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 20:49:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 2.5782, loss: 2.5782 2023-12-19 11:38:44,575 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 20:48:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 2.5337, loss: 2.5337 2023-12-19 11:39:07,156 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 20:48:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 2.5420, loss: 2.5420 2023-12-19 11:39:29,764 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 20:47:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 2.4913, loss: 2.4913 2023-12-19 11:39:52,198 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 20:47:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 2.5403, loss: 2.5403 2023-12-19 11:40:14,537 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 20:47:06, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 2.5441, loss: 2.5441 2023-12-19 11:40:37,170 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 20:46:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 2.5637, loss: 2.5637 2023-12-19 11:40:59,920 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 20:46:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 2.5342, loss: 2.5342 2023-12-19 11:41:22,481 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 20:45:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 2.5027, loss: 2.5027 2023-12-19 11:41:44,972 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 20:45:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 2.5311, loss: 2.5311 2023-12-19 11:42:07,458 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 20:45:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 2.5426, loss: 2.5426 2023-12-19 11:42:30,096 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 20:44:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 2.6062, loss: 2.6062 2023-12-19 11:42:52,607 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 20:44:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 2.4999, loss: 2.4999 2023-12-19 11:43:15,169 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 20:43:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 2.5791, loss: 2.5791 2023-12-19 11:43:37,831 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 20:43:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 2.6222, loss: 2.6222 2023-12-19 11:44:00,310 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 20:43:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 2.5895, loss: 2.5895 2023-12-19 11:44:22,816 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 20:42:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 2.5462, loss: 2.5462 2023-12-19 11:44:45,364 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 20:42:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 2.5646, loss: 2.5646 2023-12-19 11:45:07,912 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 20:42:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 2.5467, loss: 2.5467 2023-12-19 11:45:30,501 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 20:41:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 2.5305, loss: 2.5305 2023-12-19 11:45:53,185 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 20:41:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 2.5719, loss: 2.5719 2023-12-19 11:46:15,625 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 20:40:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9575, loss_cls: 2.5485, loss: 2.5485 2023-12-19 11:46:38,195 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 20:40:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 2.5607, loss: 2.5607 2023-12-19 11:47:00,732 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 20:40:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 2.4965, loss: 2.4965 2023-12-19 11:47:23,260 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 20:39:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9594, loss_cls: 2.5733, loss: 2.5733 2023-12-19 11:47:45,719 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 20:39:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9625, loss_cls: 2.5278, loss: 2.5278 2023-12-19 11:48:08,114 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 20:38:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9606, loss_cls: 2.5173, loss: 2.5173 2023-12-19 11:48:30,622 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 20:38:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 2.5630, loss: 2.5630 2023-12-19 11:48:53,233 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 20:38:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 2.5459, loss: 2.5459 2023-12-19 11:49:15,715 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 20:37:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 2.5683, loss: 2.5683 2023-12-19 11:49:38,283 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 20:37:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 2.5479, loss: 2.5479 2023-12-19 11:49:47,822 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-19 11:53:23,626 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 11:53:24,203 - pyskl - INFO - top1_acc 0.7510 top5_acc 0.9495 2023-12-19 11:53:24,207 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_67.pth was removed 2023-12-19 11:53:24,365 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2023-12-19 11:53:24,367 - pyskl - INFO - Best top1_acc is 0.7510 at 68 epoch. 2023-12-19 11:53:24,394 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.7510, top5_acc: 0.9495 2023-12-19 11:54:11,978 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 20:37:05, time: 0.476, data_time: 0.250, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 2.4956, loss: 2.4956 2023-12-19 11:54:34,485 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 20:36:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 2.5025, loss: 2.5025 2023-12-19 11:54:57,140 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 20:36:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 2.5372, loss: 2.5372 2023-12-19 11:55:19,723 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 20:35:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 2.5085, loss: 2.5085 2023-12-19 11:55:42,289 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 20:35:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 2.5356, loss: 2.5356 2023-12-19 11:56:04,854 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 20:35:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 2.5248, loss: 2.5248 2023-12-19 11:56:27,458 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 20:34:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 2.5235, loss: 2.5235 2023-12-19 11:56:50,089 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 20:34:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 2.5056, loss: 2.5056 2023-12-19 11:57:12,591 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 20:33:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.4698, loss: 2.4698 2023-12-19 11:57:35,055 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 20:33:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 2.4924, loss: 2.4924 2023-12-19 11:57:57,584 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 20:33:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 2.5099, loss: 2.5099 2023-12-19 11:58:20,192 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 20:32:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 2.5010, loss: 2.5010 2023-12-19 11:58:42,806 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 20:32:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 2.6165, loss: 2.6165 2023-12-19 11:59:05,438 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 20:32:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 2.4932, loss: 2.4932 2023-12-19 11:59:28,083 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 20:31:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 2.5040, loss: 2.5040 2023-12-19 11:59:50,576 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 20:31:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 2.5671, loss: 2.5671 2023-12-19 12:00:13,076 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 20:30:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 2.5629, loss: 2.5629 2023-12-19 12:00:35,503 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 20:30:25, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 2.5119, loss: 2.5119 2023-12-19 12:00:58,076 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 20:30:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 2.5573, loss: 2.5573 2023-12-19 12:01:20,649 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 20:29:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 2.5763, loss: 2.5763 2023-12-19 12:01:43,224 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 20:29:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 2.5596, loss: 2.5596 2023-12-19 12:02:05,788 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 20:28:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 2.5746, loss: 2.5746 2023-12-19 12:02:28,377 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 20:28:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9575, loss_cls: 2.5412, loss: 2.5412 2023-12-19 12:02:50,993 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 20:28:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 2.5224, loss: 2.5224 2023-12-19 12:03:13,613 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 20:27:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 2.5190, loss: 2.5190 2023-12-19 12:03:36,173 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 20:27:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 2.5414, loss: 2.5414 2023-12-19 12:03:58,782 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 20:26:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 2.5025, loss: 2.5025 2023-12-19 12:04:21,295 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 20:26:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 2.5514, loss: 2.5514 2023-12-19 12:04:43,748 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 20:26:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 2.5547, loss: 2.5547 2023-12-19 12:05:06,254 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 20:25:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 2.6015, loss: 2.6015 2023-12-19 12:05:28,730 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 20:25:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 2.5497, loss: 2.5497 2023-12-19 12:05:51,336 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 20:24:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 2.5404, loss: 2.5404 2023-12-19 12:06:13,832 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 20:24:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 2.5057, loss: 2.5057 2023-12-19 12:06:36,337 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 20:24:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 2.5855, loss: 2.5855 2023-12-19 12:06:58,987 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 20:23:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 2.5382, loss: 2.5382 2023-12-19 12:07:21,474 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 20:23:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 2.6006, loss: 2.6006 2023-12-19 12:07:44,043 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 20:22:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 2.5635, loss: 2.5635 2023-12-19 12:08:06,562 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 20:22:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 2.5641, loss: 2.5641 2023-12-19 12:08:29,119 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 20:22:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9575, loss_cls: 2.5607, loss: 2.5607 2023-12-19 12:08:38,660 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-19 12:12:14,541 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:12:15,127 - pyskl - INFO - top1_acc 0.7320 top5_acc 0.9415 2023-12-19 12:12:15,150 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7320, top5_acc: 0.9415 2023-12-19 12:13:02,413 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 20:21:58, time: 0.473, data_time: 0.247, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 2.5269, loss: 2.5269 2023-12-19 12:13:24,923 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 20:21:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 2.5386, loss: 2.5386 2023-12-19 12:13:47,487 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 20:21:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 2.5121, loss: 2.5121 2023-12-19 12:14:10,108 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 20:20:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 2.4764, loss: 2.4764 2023-12-19 12:14:32,715 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 20:20:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 2.5148, loss: 2.5148 2023-12-19 12:14:55,423 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 20:20:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 2.4939, loss: 2.4939 2023-12-19 12:15:18,013 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 20:19:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.4567, loss: 2.4567 2023-12-19 12:15:40,586 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 20:19:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 2.5629, loss: 2.5629 2023-12-19 12:16:03,234 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 20:18:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 2.4556, loss: 2.4556 2023-12-19 12:16:25,703 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 20:18:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 2.5299, loss: 2.5299 2023-12-19 12:16:48,114 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 20:18:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 2.5797, loss: 2.5797 2023-12-19 12:17:10,700 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 20:17:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 2.5555, loss: 2.5555 2023-12-19 12:17:33,403 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 20:17:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 2.5549, loss: 2.5549 2023-12-19 12:17:55,792 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 20:16:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9575, loss_cls: 2.5564, loss: 2.5564 2023-12-19 12:18:18,401 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 20:16:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 2.5857, loss: 2.5857 2023-12-19 12:18:41,032 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 20:16:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 2.5385, loss: 2.5385 2023-12-19 12:19:03,437 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 20:15:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 2.5313, loss: 2.5313 2023-12-19 12:19:26,014 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 20:15:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 2.5182, loss: 2.5182 2023-12-19 12:19:48,619 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 20:14:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 2.5434, loss: 2.5434 2023-12-19 12:20:11,254 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 20:14:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 2.4653, loss: 2.4653 2023-12-19 12:20:33,729 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 20:14:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 2.5251, loss: 2.5251 2023-12-19 12:20:56,385 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 20:13:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 2.5394, loss: 2.5394 2023-12-19 12:21:18,985 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 20:13:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 2.5342, loss: 2.5342 2023-12-19 12:21:41,507 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 20:12:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 2.5982, loss: 2.5982 2023-12-19 12:22:04,132 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 20:12:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 2.5200, loss: 2.5200 2023-12-19 12:22:26,819 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 20:12:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 2.5707, loss: 2.5707 2023-12-19 12:22:49,357 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 20:11:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9587, loss_cls: 2.5345, loss: 2.5345 2023-12-19 12:23:11,941 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 20:11:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 2.4883, loss: 2.4883 2023-12-19 12:23:34,401 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 20:11:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.5084, loss: 2.5084 2023-12-19 12:23:56,961 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 20:10:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 2.5503, loss: 2.5503 2023-12-19 12:24:19,626 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 20:10:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 2.5827, loss: 2.5827 2023-12-19 12:24:42,277 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 20:09:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 2.4993, loss: 2.4993 2023-12-19 12:25:04,890 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 20:09:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 2.5238, loss: 2.5238 2023-12-19 12:25:27,269 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 20:09:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 2.5183, loss: 2.5183 2023-12-19 12:25:49,696 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 20:08:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 2.5127, loss: 2.5127 2023-12-19 12:26:12,301 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 20:08:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 2.5565, loss: 2.5565 2023-12-19 12:26:34,914 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 20:07:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 2.5049, loss: 2.5049 2023-12-19 12:26:57,360 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 20:07:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 2.5296, loss: 2.5296 2023-12-19 12:27:19,863 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 20:07:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 2.5271, loss: 2.5271 2023-12-19 12:27:29,437 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-19 12:31:05,421 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:31:05,929 - pyskl - INFO - top1_acc 0.7275 top5_acc 0.9394 2023-12-19 12:31:05,953 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7275, top5_acc: 0.9394 2023-12-19 12:31:53,182 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 20:06:52, time: 0.472, data_time: 0.248, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 2.5333, loss: 2.5333 2023-12-19 12:32:15,664 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 20:06:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 2.4816, loss: 2.4816 2023-12-19 12:32:38,242 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 20:06:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 2.4651, loss: 2.4651 2023-12-19 12:33:00,878 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 20:05:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 2.4548, loss: 2.4548 2023-12-19 12:33:23,491 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 20:05:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 2.4801, loss: 2.4801 2023-12-19 12:33:46,051 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 20:04:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 2.5526, loss: 2.5526 2023-12-19 12:34:08,750 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 20:04:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 2.5224, loss: 2.5224 2023-12-19 12:34:31,337 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 20:04:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9706, loss_cls: 2.4473, loss: 2.4473 2023-12-19 12:34:53,960 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 20:03:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 2.4852, loss: 2.4852 2023-12-19 12:35:16,484 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 20:03:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 2.5132, loss: 2.5132 2023-12-19 12:35:38,969 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 20:02:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 2.5964, loss: 2.5964 2023-12-19 12:36:01,617 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 20:02:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9575, loss_cls: 2.5253, loss: 2.5253 2023-12-19 12:36:24,182 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 20:02:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 2.4835, loss: 2.4835 2023-12-19 12:36:46,742 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 20:01:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 2.5066, loss: 2.5066 2023-12-19 12:37:09,194 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 20:01:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9663, loss_cls: 2.4967, loss: 2.4967 2023-12-19 12:37:31,898 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 20:01:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 2.4919, loss: 2.4919 2023-12-19 12:37:54,505 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 20:00:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 2.5404, loss: 2.5404 2023-12-19 12:38:16,956 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 20:00:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 2.5161, loss: 2.5161 2023-12-19 12:38:39,508 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 19:59:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 2.5691, loss: 2.5691 2023-12-19 12:39:02,055 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 19:59:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 2.5317, loss: 2.5317 2023-12-19 12:39:24,600 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 19:59:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 2.5804, loss: 2.5804 2023-12-19 12:39:47,194 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 19:58:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 2.5552, loss: 2.5552 2023-12-19 12:40:09,605 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 19:58:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 2.5666, loss: 2.5666 2023-12-19 12:40:32,253 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 19:57:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 2.5604, loss: 2.5604 2023-12-19 12:40:54,805 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 19:57:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 2.5899, loss: 2.5899 2023-12-19 12:41:17,391 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 19:57:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 2.5759, loss: 2.5759 2023-12-19 12:41:39,861 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 19:56:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 2.5635, loss: 2.5635 2023-12-19 12:42:02,429 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 19:56:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 2.5424, loss: 2.5424 2023-12-19 12:42:24,977 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 19:55:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 2.5144, loss: 2.5144 2023-12-19 12:42:47,560 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 19:55:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 2.4970, loss: 2.4970 2023-12-19 12:43:10,075 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 19:55:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 2.5153, loss: 2.5153 2023-12-19 12:43:32,595 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 19:54:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 2.5548, loss: 2.5548 2023-12-19 12:43:55,230 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 19:54:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 2.5866, loss: 2.5866 2023-12-19 12:44:17,877 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 19:53:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 2.5624, loss: 2.5624 2023-12-19 12:44:40,416 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 19:53:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 2.4857, loss: 2.4857 2023-12-19 12:45:02,865 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 19:53:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 2.5272, loss: 2.5272 2023-12-19 12:45:25,452 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 19:52:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 2.4997, loss: 2.4997 2023-12-19 12:45:47,829 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 19:52:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 2.5336, loss: 2.5336 2023-12-19 12:46:10,362 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 19:52:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 2.5957, loss: 2.5957 2023-12-19 12:46:19,895 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-19 12:49:56,012 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 12:49:56,532 - pyskl - INFO - top1_acc 0.7190 top5_acc 0.9363 2023-12-19 12:49:56,555 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7190, top5_acc: 0.9363 2023-12-19 12:50:43,907 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 19:51:45, time: 0.473, data_time: 0.247, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.4867, loss: 2.4867 2023-12-19 12:51:06,403 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 19:51:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 2.5065, loss: 2.5065 2023-12-19 12:51:28,813 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 19:50:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 2.4735, loss: 2.4735 2023-12-19 12:51:51,324 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 19:50:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 2.5025, loss: 2.5025 2023-12-19 12:52:13,979 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 19:50:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 2.5094, loss: 2.5094 2023-12-19 12:52:36,635 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 19:49:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 2.4449, loss: 2.4449 2023-12-19 12:52:59,247 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 19:49:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 2.4920, loss: 2.4920 2023-12-19 12:53:21,875 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 19:49:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 2.5162, loss: 2.5162 2023-12-19 12:53:44,528 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 19:48:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 2.5005, loss: 2.5005 2023-12-19 12:54:07,028 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 19:48:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 2.5742, loss: 2.5742 2023-12-19 12:54:29,662 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 19:47:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 2.5212, loss: 2.5212 2023-12-19 12:54:52,244 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 19:47:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.4581, loss: 2.4581 2023-12-19 12:55:14,921 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 19:47:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.5027, loss: 2.5027 2023-12-19 12:55:37,489 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 19:46:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 2.5137, loss: 2.5137 2023-12-19 12:56:00,119 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 19:46:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 2.5251, loss: 2.5251 2023-12-19 12:56:22,516 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 19:45:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 2.5017, loss: 2.5017 2023-12-19 12:56:45,028 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 19:45:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 2.5736, loss: 2.5736 2023-12-19 12:57:07,535 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 19:45:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9594, loss_cls: 2.5630, loss: 2.5630 2023-12-19 12:57:30,102 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 19:44:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 2.4996, loss: 2.4996 2023-12-19 12:57:52,634 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 19:44:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 2.4720, loss: 2.4720 2023-12-19 12:58:15,138 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 19:43:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 2.4746, loss: 2.4746 2023-12-19 12:58:37,729 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 19:43:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9625, loss_cls: 2.5424, loss: 2.5424 2023-12-19 12:59:00,311 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 19:43:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 2.5764, loss: 2.5764 2023-12-19 12:59:22,940 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 19:42:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 2.5479, loss: 2.5479 2023-12-19 12:59:45,533 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 19:42:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 2.5709, loss: 2.5709 2023-12-19 13:00:08,130 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 19:41:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 2.5185, loss: 2.5185 2023-12-19 13:00:30,679 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 19:41:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 2.5301, loss: 2.5301 2023-12-19 13:00:53,326 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 19:41:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 2.4939, loss: 2.4939 2023-12-19 13:01:15,768 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 19:40:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 2.5178, loss: 2.5178 2023-12-19 13:01:38,388 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 19:40:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 2.5562, loss: 2.5562 2023-12-19 13:02:00,861 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 19:40:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.4839, loss: 2.4839 2023-12-19 13:02:23,578 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 19:39:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 2.5351, loss: 2.5351 2023-12-19 13:02:46,163 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 19:39:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 2.5173, loss: 2.5173 2023-12-19 13:03:08,784 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 19:38:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 2.5810, loss: 2.5810 2023-12-19 13:03:31,243 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 19:38:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 2.5522, loss: 2.5522 2023-12-19 13:03:53,698 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 19:38:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 2.5528, loss: 2.5528 2023-12-19 13:04:16,348 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 19:37:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 2.5426, loss: 2.5426 2023-12-19 13:04:38,868 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 19:37:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 2.5415, loss: 2.5415 2023-12-19 13:05:01,460 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 19:36:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 2.5963, loss: 2.5963 2023-12-19 13:05:11,093 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-19 13:08:47,634 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 13:08:48,134 - pyskl - INFO - top1_acc 0.7453 top5_acc 0.9449 2023-12-19 13:08:48,159 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7453, top5_acc: 0.9449 2023-12-19 13:09:35,265 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 19:36:39, time: 0.471, data_time: 0.246, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 2.4739, loss: 2.4739 2023-12-19 13:09:57,914 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 19:36:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 2.4780, loss: 2.4780 2023-12-19 13:10:20,446 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 19:35:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 2.4860, loss: 2.4860 2023-12-19 13:10:43,070 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 19:35:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 2.5262, loss: 2.5262 2023-12-19 13:11:05,665 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 19:35:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 2.4857, loss: 2.4857 2023-12-19 13:11:28,178 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 19:34:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 2.5004, loss: 2.5004 2023-12-19 13:11:50,721 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 19:34:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 2.4970, loss: 2.4970 2023-12-19 13:12:13,253 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 19:33:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 2.5032, loss: 2.5032 2023-12-19 13:12:35,903 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 19:33:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.4895, loss: 2.4895 2023-12-19 13:12:58,590 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 19:33:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 2.4994, loss: 2.4994 2023-12-19 13:13:21,264 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 19:32:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 2.5105, loss: 2.5105 2023-12-19 13:13:43,966 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 19:32:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 2.4720, loss: 2.4720 2023-12-19 13:14:06,608 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 19:31:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 2.4721, loss: 2.4721 2023-12-19 13:14:29,141 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 19:31:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 2.4935, loss: 2.4935 2023-12-19 13:14:51,521 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 19:31:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 2.4974, loss: 2.4974 2023-12-19 13:15:14,055 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 19:30:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 2.4470, loss: 2.4470 2023-12-19 13:15:36,534 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 19:30:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 2.4828, loss: 2.4828 2023-12-19 13:15:58,985 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 19:30:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9663, loss_cls: 2.5139, loss: 2.5139 2023-12-19 13:16:21,573 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 19:29:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 2.4625, loss: 2.4625 2023-12-19 13:16:44,105 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 19:29:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 2.6079, loss: 2.6079 2023-12-19 13:17:06,722 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 19:28:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 2.4897, loss: 2.4897 2023-12-19 13:17:29,354 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 19:28:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 2.5014, loss: 2.5014 2023-12-19 13:17:51,883 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 19:28:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 2.5142, loss: 2.5142 2023-12-19 13:18:14,363 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 19:27:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 2.5201, loss: 2.5201 2023-12-19 13:18:36,928 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 19:27:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 2.5138, loss: 2.5138 2023-12-19 13:18:59,303 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 19:26:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 2.5473, loss: 2.5473 2023-12-19 13:19:21,816 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 19:26:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 2.5467, loss: 2.5467 2023-12-19 13:19:44,499 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 19:26:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 2.4980, loss: 2.4980 2023-12-19 13:20:07,075 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 19:25:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 2.4996, loss: 2.4996 2023-12-19 13:20:29,548 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 19:25:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 2.5001, loss: 2.5001 2023-12-19 13:20:52,155 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 19:24:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 2.5364, loss: 2.5364 2023-12-19 13:21:14,713 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 19:24:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 2.5422, loss: 2.5422 2023-12-19 13:21:37,449 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 19:24:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 2.4921, loss: 2.4921 2023-12-19 13:22:00,056 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 19:23:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 2.5604, loss: 2.5604 2023-12-19 13:22:22,622 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 19:23:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 2.4782, loss: 2.4782 2023-12-19 13:22:45,103 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 19:22:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 2.5402, loss: 2.5402 2023-12-19 13:23:07,591 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 19:22:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 2.5413, loss: 2.5413 2023-12-19 13:23:30,197 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 19:22:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 2.5364, loss: 2.5364 2023-12-19 13:23:52,789 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 19:21:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 2.5424, loss: 2.5424 2023-12-19 13:24:02,299 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-19 13:27:38,157 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 13:27:38,696 - pyskl - INFO - top1_acc 0.7528 top5_acc 0.9440 2023-12-19 13:27:38,701 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_68.pth was removed 2023-12-19 13:27:38,853 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. 2023-12-19 13:27:38,856 - pyskl - INFO - Best top1_acc is 0.7528 at 73 epoch. 2023-12-19 13:27:38,879 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7528, top5_acc: 0.9440 2023-12-19 13:28:26,221 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 19:21:33, time: 0.473, data_time: 0.248, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.4528, loss: 2.4528 2023-12-19 13:28:48,817 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 19:21:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.4376, loss: 2.4376 2023-12-19 13:29:11,502 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 19:20:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 2.4634, loss: 2.4634 2023-12-19 13:29:33,948 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 19:20:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 2.4613, loss: 2.4613 2023-12-19 13:29:56,589 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 19:19:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 2.4563, loss: 2.4563 2023-12-19 13:30:19,234 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 19:19:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 2.5037, loss: 2.5037 2023-12-19 13:30:41,879 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 19:19:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 2.4831, loss: 2.4831 2023-12-19 13:31:04,559 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 19:18:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 2.4690, loss: 2.4690 2023-12-19 13:31:27,165 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 19:18:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 2.4770, loss: 2.4770 2023-12-19 13:31:49,683 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 19:18:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 2.4894, loss: 2.4894 2023-12-19 13:32:12,381 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 19:17:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 2.4332, loss: 2.4332 2023-12-19 13:32:35,064 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 19:17:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 2.5241, loss: 2.5241 2023-12-19 13:32:57,697 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 19:16:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 2.5114, loss: 2.5114 2023-12-19 13:33:20,377 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 19:16:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 2.4921, loss: 2.4921 2023-12-19 13:33:42,947 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 19:16:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9688, loss_cls: 2.4713, loss: 2.4713 2023-12-19 13:34:05,441 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 19:15:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 2.5111, loss: 2.5111 2023-12-19 13:34:28,088 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 19:15:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.5018, loss: 2.5018 2023-12-19 13:34:50,686 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 19:14:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 2.5298, loss: 2.5298 2023-12-19 13:35:13,394 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 19:14:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 2.4745, loss: 2.4745 2023-12-19 13:35:36,083 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 19:14:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 2.5468, loss: 2.5468 2023-12-19 13:35:58,629 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 19:13:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 2.4920, loss: 2.4920 2023-12-19 13:36:21,170 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 19:13:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 2.5066, loss: 2.5066 2023-12-19 13:36:43,742 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 19:12:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 2.5225, loss: 2.5225 2023-12-19 13:37:06,411 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 19:12:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 2.5072, loss: 2.5072 2023-12-19 13:37:29,016 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 19:12:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 2.5125, loss: 2.5125 2023-12-19 13:37:51,573 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 19:11:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 2.4737, loss: 2.4737 2023-12-19 13:38:14,243 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 19:11:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 2.5553, loss: 2.5553 2023-12-19 13:38:36,752 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 19:11:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 2.5412, loss: 2.5412 2023-12-19 13:38:59,250 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 19:10:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 2.5332, loss: 2.5332 2023-12-19 13:39:21,897 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 19:10:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9625, loss_cls: 2.5593, loss: 2.5593 2023-12-19 13:39:44,757 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 19:09:52, time: 0.229, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 2.5211, loss: 2.5211 2023-12-19 13:40:07,312 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 19:09:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 2.4942, loss: 2.4942 2023-12-19 13:40:29,943 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 19:09:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 2.5567, loss: 2.5567 2023-12-19 13:40:52,684 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 19:08:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 2.5233, loss: 2.5233 2023-12-19 13:41:15,192 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 19:08:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 2.5115, loss: 2.5115 2023-12-19 13:41:37,723 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 19:07:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 2.5390, loss: 2.5390 2023-12-19 13:42:00,417 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 19:07:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 2.5282, loss: 2.5282 2023-12-19 13:42:23,025 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 19:07:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 2.5625, loss: 2.5625 2023-12-19 13:42:45,673 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 19:06:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9631, loss_cls: 2.5050, loss: 2.5050 2023-12-19 13:42:55,209 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-19 13:46:31,521 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 13:46:32,025 - pyskl - INFO - top1_acc 0.7530 top5_acc 0.9439 2023-12-19 13:46:32,030 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_73.pth was removed 2023-12-19 13:46:32,176 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. 2023-12-19 13:46:32,178 - pyskl - INFO - Best top1_acc is 0.7530 at 74 epoch. 2023-12-19 13:46:32,204 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7530, top5_acc: 0.9439 2023-12-19 13:47:19,702 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 19:06:29, time: 0.475, data_time: 0.249, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 2.4694, loss: 2.4694 2023-12-19 13:47:42,264 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 19:06:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 2.4700, loss: 2.4700 2023-12-19 13:48:04,866 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 19:05:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9819, loss_cls: 2.4857, loss: 2.4857 2023-12-19 13:48:27,440 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 19:05:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 2.4759, loss: 2.4759 2023-12-19 13:48:50,141 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 19:04:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 2.5504, loss: 2.5504 2023-12-19 13:49:12,822 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 19:04:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 2.5010, loss: 2.5010 2023-12-19 13:49:35,348 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 19:04:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9619, loss_cls: 2.5230, loss: 2.5230 2023-12-19 13:49:58,026 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 19:03:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 2.4781, loss: 2.4781 2023-12-19 13:50:20,654 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 19:03:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 2.4666, loss: 2.4666 2023-12-19 13:50:43,268 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 19:02:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 2.5126, loss: 2.5126 2023-12-19 13:51:05,846 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 19:02:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 2.4541, loss: 2.4541 2023-12-19 13:51:28,484 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 19:02:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 2.4954, loss: 2.4954 2023-12-19 13:51:51,178 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 19:01:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 2.4671, loss: 2.4671 2023-12-19 13:52:13,881 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 19:01:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9613, loss_cls: 2.5099, loss: 2.5099 2023-12-19 13:52:36,414 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 19:01:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.4349, loss: 2.4349 2023-12-19 13:52:58,886 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 19:00:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 2.4893, loss: 2.4893 2023-12-19 13:53:21,519 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 19:00:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 2.4956, loss: 2.4956 2023-12-19 13:53:44,038 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 18:59:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 2.4614, loss: 2.4614 2023-12-19 13:54:06,641 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 18:59:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 2.5177, loss: 2.5177 2023-12-19 13:54:29,286 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 18:59:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 2.5000, loss: 2.5000 2023-12-19 13:54:51,843 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 18:58:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 2.5536, loss: 2.5536 2023-12-19 13:55:14,548 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 18:58:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 2.5341, loss: 2.5341 2023-12-19 13:55:37,181 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 18:57:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9681, loss_cls: 2.4695, loss: 2.4695 2023-12-19 13:55:59,641 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 18:57:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9600, loss_cls: 2.5092, loss: 2.5092 2023-12-19 13:56:22,155 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 18:57:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 2.5066, loss: 2.5066 2023-12-19 13:56:44,718 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 18:56:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 2.4865, loss: 2.4865 2023-12-19 13:57:07,200 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 18:56:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 2.5251, loss: 2.5251 2023-12-19 13:57:29,776 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 18:55:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 2.5015, loss: 2.5015 2023-12-19 13:57:52,340 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 18:55:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 2.5037, loss: 2.5037 2023-12-19 13:58:14,979 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 18:55:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 2.5250, loss: 2.5250 2023-12-19 13:58:37,543 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 18:54:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 2.4638, loss: 2.4638 2023-12-19 13:59:00,126 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 18:54:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 2.4987, loss: 2.4987 2023-12-19 13:59:22,736 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 18:54:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 2.4967, loss: 2.4967 2023-12-19 13:59:45,126 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 18:53:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 2.5249, loss: 2.5249 2023-12-19 14:00:07,691 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 18:53:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 2.5289, loss: 2.5289 2023-12-19 14:00:30,344 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 18:52:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 2.4951, loss: 2.4951 2023-12-19 14:00:52,896 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 18:52:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 2.4739, loss: 2.4739 2023-12-19 14:01:15,496 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 18:52:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 2.5491, loss: 2.5491 2023-12-19 14:01:38,026 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 18:51:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 2.5393, loss: 2.5393 2023-12-19 14:01:47,462 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-19 14:05:23,883 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 14:05:24,460 - pyskl - INFO - top1_acc 0.7416 top5_acc 0.9433 2023-12-19 14:05:24,485 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7416, top5_acc: 0.9433 2023-12-19 14:06:11,680 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 18:51:24, time: 0.472, data_time: 0.246, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 2.4566, loss: 2.4566 2023-12-19 14:06:34,338 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 18:51:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 2.4286, loss: 2.4286 2023-12-19 14:06:57,019 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 18:50:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 2.4796, loss: 2.4796 2023-12-19 14:07:19,581 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 18:50:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.4101, loss: 2.4101 2023-12-19 14:07:42,307 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 18:49:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 2.5022, loss: 2.5022 2023-12-19 14:08:04,966 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 18:49:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 2.5363, loss: 2.5363 2023-12-19 14:08:27,633 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 18:49:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 2.5109, loss: 2.5109 2023-12-19 14:08:50,193 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 18:48:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 2.5584, loss: 2.5584 2023-12-19 14:09:12,818 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 18:48:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9688, loss_cls: 2.4376, loss: 2.4376 2023-12-19 14:09:35,411 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 18:47:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 2.4918, loss: 2.4918 2023-12-19 14:09:58,061 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 18:47:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 2.4410, loss: 2.4410 2023-12-19 14:10:20,649 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 18:47:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 2.4808, loss: 2.4808 2023-12-19 14:10:43,285 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 18:46:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9669, loss_cls: 2.4575, loss: 2.4575 2023-12-19 14:11:05,816 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 18:46:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 2.4911, loss: 2.4911 2023-12-19 14:11:28,327 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 18:45:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.4419, loss: 2.4419 2023-12-19 14:11:50,931 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 18:45:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 2.5059, loss: 2.5059 2023-12-19 14:12:13,476 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 18:45:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 2.4566, loss: 2.4566 2023-12-19 14:12:36,105 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 18:44:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 2.4574, loss: 2.4574 2023-12-19 14:12:58,666 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 18:44:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 2.5101, loss: 2.5101 2023-12-19 14:13:21,325 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 18:44:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 2.4885, loss: 2.4885 2023-12-19 14:13:43,931 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 18:43:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 2.5313, loss: 2.5313 2023-12-19 14:14:06,466 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 18:43:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 2.4484, loss: 2.4484 2023-12-19 14:14:29,014 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 18:42:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 2.4822, loss: 2.4822 2023-12-19 14:14:51,653 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 18:42:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 2.5046, loss: 2.5046 2023-12-19 14:15:14,214 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 18:42:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 2.4548, loss: 2.4548 2023-12-19 14:15:36,747 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 18:41:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 2.4743, loss: 2.4743 2023-12-19 14:15:59,348 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 18:41:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9631, loss_cls: 2.5318, loss: 2.5318 2023-12-19 14:16:21,787 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 18:40:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 2.5401, loss: 2.5401 2023-12-19 14:16:44,315 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 18:40:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.4720, loss: 2.4720 2023-12-19 14:17:06,829 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 18:40:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 2.5282, loss: 2.5282 2023-12-19 14:17:29,350 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 18:39:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8106, top5_acc: 0.9575, loss_cls: 2.5534, loss: 2.5534 2023-12-19 14:17:51,967 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 18:39:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 2.5303, loss: 2.5303 2023-12-19 14:18:14,592 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 18:38:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 2.5211, loss: 2.5211 2023-12-19 14:18:37,047 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 18:38:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 2.4915, loss: 2.4915 2023-12-19 14:18:59,597 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 18:38:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 2.5023, loss: 2.5023 2023-12-19 14:19:22,131 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 18:37:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 2.4617, loss: 2.4617 2023-12-19 14:19:44,593 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 18:37:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 2.5081, loss: 2.5081 2023-12-19 14:20:06,978 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 18:36:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 2.4733, loss: 2.4733 2023-12-19 14:20:29,571 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 18:36:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 2.5621, loss: 2.5621 2023-12-19 14:20:39,126 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-19 14:24:15,217 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 14:24:15,979 - pyskl - INFO - top1_acc 0.7608 top5_acc 0.9500 2023-12-19 14:24:15,985 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_74.pth was removed 2023-12-19 14:24:16,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. 2023-12-19 14:24:16,150 - pyskl - INFO - Best top1_acc is 0.7608 at 76 epoch. 2023-12-19 14:24:16,181 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7608, top5_acc: 0.9500 2023-12-19 14:25:03,431 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 18:36:18, time: 0.472, data_time: 0.247, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.3803, loss: 2.3803 2023-12-19 14:25:26,009 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 18:35:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 2.5251, loss: 2.5251 2023-12-19 14:25:48,625 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 18:35:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 2.4556, loss: 2.4556 2023-12-19 14:26:11,119 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 18:35:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.4667, loss: 2.4667 2023-12-19 14:26:33,722 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 18:34:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.3969, loss: 2.3969 2023-12-19 14:26:56,269 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 18:34:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 2.4717, loss: 2.4717 2023-12-19 14:27:18,840 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 18:33:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 2.4504, loss: 2.4504 2023-12-19 14:27:41,479 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 18:33:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 2.4654, loss: 2.4654 2023-12-19 14:28:04,155 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 18:33:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 2.4610, loss: 2.4610 2023-12-19 14:28:26,775 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 18:32:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 2.4679, loss: 2.4679 2023-12-19 14:28:49,412 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 18:32:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 2.4401, loss: 2.4401 2023-12-19 14:29:12,114 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 18:32:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 2.4855, loss: 2.4855 2023-12-19 14:29:34,805 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 18:31:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 2.4863, loss: 2.4863 2023-12-19 14:29:57,504 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 18:31:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 2.4461, loss: 2.4461 2023-12-19 14:30:20,136 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 18:30:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 2.4729, loss: 2.4729 2023-12-19 14:30:42,642 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 18:30:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 2.4774, loss: 2.4774 2023-12-19 14:31:05,141 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 18:30:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 2.4860, loss: 2.4860 2023-12-19 14:31:27,681 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 18:29:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 2.4098, loss: 2.4098 2023-12-19 14:31:50,098 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 18:29:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 2.4801, loss: 2.4801 2023-12-19 14:32:12,588 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 18:28:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 2.5040, loss: 2.5040 2023-12-19 14:32:35,175 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 18:28:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 2.4626, loss: 2.4626 2023-12-19 14:32:57,809 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 18:28:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 2.5424, loss: 2.5424 2023-12-19 14:33:20,430 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 18:27:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 2.4695, loss: 2.4695 2023-12-19 14:33:43,067 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 18:27:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 2.4728, loss: 2.4728 2023-12-19 14:34:05,744 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 18:26:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 2.4812, loss: 2.4812 2023-12-19 14:34:28,257 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 18:26:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 2.5175, loss: 2.5175 2023-12-19 14:34:50,668 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 18:26:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 2.4747, loss: 2.4747 2023-12-19 14:35:13,305 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 18:25:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 2.4995, loss: 2.4995 2023-12-19 14:35:35,746 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 18:25:24, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 2.4986, loss: 2.4986 2023-12-19 14:35:58,361 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 18:25:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 2.4664, loss: 2.4664 2023-12-19 14:36:20,870 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 18:24:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 2.5225, loss: 2.5225 2023-12-19 14:36:43,501 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 18:24:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 2.4825, loss: 2.4825 2023-12-19 14:37:06,038 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 18:23:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 2.5057, loss: 2.5057 2023-12-19 14:37:28,617 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 18:23:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 2.4567, loss: 2.4567 2023-12-19 14:37:51,297 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 18:23:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 2.4430, loss: 2.4430 2023-12-19 14:38:13,783 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 18:22:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 2.5425, loss: 2.5425 2023-12-19 14:38:36,286 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 18:22:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 2.4530, loss: 2.4530 2023-12-19 14:38:58,843 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 18:21:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 2.5199, loss: 2.5199 2023-12-19 14:39:21,342 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 18:21:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 2.5302, loss: 2.5302 2023-12-19 14:39:30,854 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-19 14:43:06,790 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 14:43:07,686 - pyskl - INFO - top1_acc 0.7590 top5_acc 0.9468 2023-12-19 14:43:07,717 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7590, top5_acc: 0.9468 2023-12-19 14:43:55,359 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 18:21:12, time: 0.476, data_time: 0.250, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.4270, loss: 2.4270 2023-12-19 14:44:17,925 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 18:20:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.4034, loss: 2.4034 2023-12-19 14:44:40,641 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 18:20:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 2.4524, loss: 2.4524 2023-12-19 14:45:03,261 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 18:20:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.4375, loss: 2.4375 2023-12-19 14:45:25,847 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 18:19:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.4402, loss: 2.4402 2023-12-19 14:45:48,402 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 18:19:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 2.4542, loss: 2.4542 2023-12-19 14:46:10,920 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 18:18:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.3959, loss: 2.3959 2023-12-19 14:46:33,427 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 18:18:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 2.4247, loss: 2.4247 2023-12-19 14:46:55,985 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 18:18:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.4448, loss: 2.4448 2023-12-19 14:47:18,559 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 18:17:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 2.4477, loss: 2.4477 2023-12-19 14:47:41,166 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 18:17:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 2.4857, loss: 2.4857 2023-12-19 14:48:03,797 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 18:16:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 2.4881, loss: 2.4881 2023-12-19 14:48:26,367 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 18:16:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9619, loss_cls: 2.4972, loss: 2.4972 2023-12-19 14:48:48,930 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 18:16:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 2.4717, loss: 2.4717 2023-12-19 14:49:11,573 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 18:15:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 2.4416, loss: 2.4416 2023-12-19 14:49:34,159 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 18:15:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 2.4792, loss: 2.4792 2023-12-19 14:49:56,708 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 18:14:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 2.4977, loss: 2.4977 2023-12-19 14:50:19,361 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 18:14:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 2.4963, loss: 2.4963 2023-12-19 14:50:42,025 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 18:14:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 2.4525, loss: 2.4525 2023-12-19 14:51:04,551 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 18:13:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 2.4969, loss: 2.4969 2023-12-19 14:51:27,189 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 18:13:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 2.4672, loss: 2.4672 2023-12-19 14:51:49,785 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 18:13:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 2.4581, loss: 2.4581 2023-12-19 14:52:12,186 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 18:12:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 2.4766, loss: 2.4766 2023-12-19 14:52:34,837 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 18:12:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 2.5074, loss: 2.5074 2023-12-19 14:52:57,474 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 18:11:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 2.5103, loss: 2.5103 2023-12-19 14:53:19,966 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 18:11:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 2.4439, loss: 2.4439 2023-12-19 14:53:42,534 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 18:11:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 2.4660, loss: 2.4660 2023-12-19 14:54:04,984 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 18:10:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 2.4974, loss: 2.4974 2023-12-19 14:54:27,614 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 18:10:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 2.4607, loss: 2.4607 2023-12-19 14:54:50,163 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 18:09:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 2.4556, loss: 2.4556 2023-12-19 14:55:12,685 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 18:09:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 2.5060, loss: 2.5060 2023-12-19 14:55:35,269 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 18:09:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 2.4969, loss: 2.4969 2023-12-19 14:55:57,918 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 18:08:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 2.4736, loss: 2.4736 2023-12-19 14:56:20,483 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 18:08:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 2.5344, loss: 2.5344 2023-12-19 14:56:43,170 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 18:07:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 2.4920, loss: 2.4920 2023-12-19 14:57:05,756 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 18:07:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 2.4667, loss: 2.4667 2023-12-19 14:57:28,340 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 18:07:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 2.4795, loss: 2.4795 2023-12-19 14:57:50,956 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 18:06:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 2.4781, loss: 2.4781 2023-12-19 14:58:13,463 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 18:06:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 2.5368, loss: 2.5368 2023-12-19 14:58:23,020 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-19 15:01:59,113 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:01:59,834 - pyskl - INFO - top1_acc 0.7647 top5_acc 0.9537 2023-12-19 15:01:59,838 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_76.pth was removed 2023-12-19 15:01:59,976 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. 2023-12-19 15:01:59,978 - pyskl - INFO - Best top1_acc is 0.7647 at 78 epoch. 2023-12-19 15:02:00,004 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7647, top5_acc: 0.9537 2023-12-19 15:02:47,346 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 18:06:07, time: 0.473, data_time: 0.248, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 2.4178, loss: 2.4178 2023-12-19 15:03:09,866 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 18:05:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9663, loss_cls: 2.4568, loss: 2.4568 2023-12-19 15:03:32,304 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 18:05:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.4094, loss: 2.4094 2023-12-19 15:03:54,903 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 18:04:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.4069, loss: 2.4069 2023-12-19 15:04:17,509 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 18:04:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 2.4590, loss: 2.4590 2023-12-19 15:04:40,075 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 18:04:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 2.4455, loss: 2.4455 2023-12-19 15:05:02,497 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 18:03:47, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 2.4987, loss: 2.4987 2023-12-19 15:05:25,144 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 18:03:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9656, loss_cls: 2.4784, loss: 2.4784 2023-12-19 15:05:47,745 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 18:03:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.4137, loss: 2.4137 2023-12-19 15:06:10,212 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 18:02:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 2.4822, loss: 2.4822 2023-12-19 15:06:32,819 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 18:02:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 2.4984, loss: 2.4984 2023-12-19 15:06:55,563 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 18:01:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 2.4607, loss: 2.4607 2023-12-19 15:07:18,123 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 18:01:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 2.4949, loss: 2.4949 2023-12-19 15:07:40,578 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 18:01:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 2.4710, loss: 2.4710 2023-12-19 15:08:03,086 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 18:00:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 2.5126, loss: 2.5126 2023-12-19 15:08:25,581 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 18:00:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.4577, loss: 2.4577 2023-12-19 15:08:48,112 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 17:59:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 2.4932, loss: 2.4932 2023-12-19 15:09:10,685 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 17:59:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 2.4989, loss: 2.4989 2023-12-19 15:09:33,198 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 17:59:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 2.4441, loss: 2.4441 2023-12-19 15:09:55,711 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 17:58:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 2.4505, loss: 2.4505 2023-12-19 15:10:18,258 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 17:58:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8250, top5_acc: 0.9663, loss_cls: 2.5005, loss: 2.5005 2023-12-19 15:10:40,846 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 17:57:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 2.4454, loss: 2.4454 2023-12-19 15:11:03,454 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 17:57:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 2.4406, loss: 2.4406 2023-12-19 15:11:25,982 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 17:57:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.4327, loss: 2.4327 2023-12-19 15:11:48,453 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 17:56:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 2.4963, loss: 2.4963 2023-12-19 15:12:11,021 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 17:56:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 2.4797, loss: 2.4797 2023-12-19 15:12:33,534 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 17:55:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 2.4663, loss: 2.4663 2023-12-19 15:12:56,214 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 17:55:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 2.4719, loss: 2.4719 2023-12-19 15:13:18,897 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 17:55:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 2.5153, loss: 2.5153 2023-12-19 15:13:41,375 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 17:54:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 2.4769, loss: 2.4769 2023-12-19 15:14:03,878 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 17:54:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 2.4511, loss: 2.4511 2023-12-19 15:14:26,386 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 17:54:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9700, loss_cls: 2.4161, loss: 2.4161 2023-12-19 15:14:48,846 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 17:53:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 2.4952, loss: 2.4952 2023-12-19 15:15:11,257 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 17:53:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 2.4764, loss: 2.4764 2023-12-19 15:15:33,871 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 17:52:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 2.4471, loss: 2.4471 2023-12-19 15:15:56,529 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 17:52:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.4566, loss: 2.4566 2023-12-19 15:16:19,096 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 17:52:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 2.4570, loss: 2.4570 2023-12-19 15:16:41,629 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 17:51:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 2.4320, loss: 2.4320 2023-12-19 15:17:04,272 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 17:51:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 2.4876, loss: 2.4876 2023-12-19 15:17:13,792 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-19 15:20:49,533 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:20:50,090 - pyskl - INFO - top1_acc 0.7373 top5_acc 0.9426 2023-12-19 15:20:50,115 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7373, top5_acc: 0.9426 2023-12-19 15:21:37,242 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 17:51:00, time: 0.471, data_time: 0.246, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 2.4425, loss: 2.4425 2023-12-19 15:21:59,788 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 17:50:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.3881, loss: 2.3881 2023-12-19 15:22:22,320 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 17:50:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9681, loss_cls: 2.4974, loss: 2.4974 2023-12-19 15:22:44,854 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 17:49:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.3868, loss: 2.3868 2023-12-19 15:23:07,379 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 17:49:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 2.4582, loss: 2.4582 2023-12-19 15:23:30,008 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 17:49:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.4370, loss: 2.4370 2023-12-19 15:23:52,589 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 17:48:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.4327, loss: 2.4327 2023-12-19 15:24:15,268 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 17:48:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.4239, loss: 2.4239 2023-12-19 15:24:37,878 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 17:47:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 2.4700, loss: 2.4700 2023-12-19 15:25:00,392 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 17:47:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.4150, loss: 2.4150 2023-12-19 15:25:22,973 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 17:47:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 2.4742, loss: 2.4742 2023-12-19 15:25:45,442 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 17:46:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 2.4322, loss: 2.4322 2023-12-19 15:26:07,984 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 17:46:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 2.4510, loss: 2.4510 2023-12-19 15:26:30,614 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 17:45:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 2.4710, loss: 2.4710 2023-12-19 15:26:53,203 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 17:45:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 2.4660, loss: 2.4660 2023-12-19 15:27:15,783 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 17:45:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 2.4841, loss: 2.4841 2023-12-19 15:27:38,239 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 17:44:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 2.4465, loss: 2.4465 2023-12-19 15:28:00,795 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 17:44:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 2.4683, loss: 2.4683 2023-12-19 15:28:23,314 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 17:44:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 2.4300, loss: 2.4300 2023-12-19 15:28:45,828 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 17:43:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 2.4634, loss: 2.4634 2023-12-19 15:29:08,421 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 17:43:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 2.5166, loss: 2.5166 2023-12-19 15:29:30,978 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 17:42:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 2.4578, loss: 2.4578 2023-12-19 15:29:53,525 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 17:42:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.4538, loss: 2.4538 2023-12-19 15:30:16,040 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 17:42:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 2.4377, loss: 2.4377 2023-12-19 15:30:38,564 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 17:41:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 2.5057, loss: 2.5057 2023-12-19 15:31:01,053 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 17:41:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9675, loss_cls: 2.4466, loss: 2.4466 2023-12-19 15:31:23,631 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 17:40:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 2.5086, loss: 2.5086 2023-12-19 15:31:46,215 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 17:40:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 2.4855, loss: 2.4855 2023-12-19 15:32:08,846 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 17:40:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 2.4878, loss: 2.4878 2023-12-19 15:32:31,496 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 17:39:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.4464, loss: 2.4464 2023-12-19 15:32:53,937 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 17:39:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 2.4785, loss: 2.4785 2023-12-19 15:33:16,410 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 17:38:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 2.5011, loss: 2.5011 2023-12-19 15:33:38,998 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 17:38:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.4238, loss: 2.4238 2023-12-19 15:34:01,582 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 17:38:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.4347, loss: 2.4347 2023-12-19 15:34:24,176 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 17:37:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 2.4847, loss: 2.4847 2023-12-19 15:34:46,643 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 17:37:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 2.4493, loss: 2.4493 2023-12-19 15:35:09,232 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 17:37:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 2.4943, loss: 2.4943 2023-12-19 15:35:31,847 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 17:36:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 2.5088, loss: 2.5088 2023-12-19 15:35:54,494 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 17:36:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 2.4936, loss: 2.4936 2023-12-19 15:36:04,037 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-19 15:39:40,260 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:39:41,043 - pyskl - INFO - top1_acc 0.7650 top5_acc 0.9449 2023-12-19 15:39:41,047 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_78.pth was removed 2023-12-19 15:39:41,191 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. 2023-12-19 15:39:41,193 - pyskl - INFO - Best top1_acc is 0.7650 at 80 epoch. 2023-12-19 15:39:41,220 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7650, top5_acc: 0.9449 2023-12-19 15:40:28,600 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 17:35:54, time: 0.474, data_time: 0.249, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 2.4337, loss: 2.4337 2023-12-19 15:40:51,123 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 17:35:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.3889, loss: 2.3889 2023-12-19 15:41:13,579 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 17:35:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.4702, loss: 2.4702 2023-12-19 15:41:36,239 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 17:34:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.4277, loss: 2.4277 2023-12-19 15:41:58,955 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 17:34:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.4047, loss: 2.4047 2023-12-19 15:42:21,497 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 17:33:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 2.4645, loss: 2.4645 2023-12-19 15:42:44,035 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 17:33:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 2.4798, loss: 2.4798 2023-12-19 15:43:06,573 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 17:33:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.3871, loss: 2.3871 2023-12-19 15:43:29,071 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 17:32:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 2.4443, loss: 2.4443 2023-12-19 15:43:51,676 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 17:32:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 2.4572, loss: 2.4572 2023-12-19 15:44:14,326 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 17:32:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 2.4602, loss: 2.4602 2023-12-19 15:44:36,818 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 17:31:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 2.4601, loss: 2.4601 2023-12-19 15:44:59,231 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 17:31:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 2.4269, loss: 2.4269 2023-12-19 15:45:21,785 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 17:30:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 2.5000, loss: 2.5000 2023-12-19 15:45:44,359 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 17:30:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 2.4762, loss: 2.4762 2023-12-19 15:46:06,826 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 17:30:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.4532, loss: 2.4532 2023-12-19 15:46:29,182 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 17:29:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.4204, loss: 2.4204 2023-12-19 15:46:51,569 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 17:29:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.4242, loss: 2.4242 2023-12-19 15:47:14,039 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 17:28:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9681, loss_cls: 2.4728, loss: 2.4728 2023-12-19 15:47:36,595 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 17:28:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.4188, loss: 2.4188 2023-12-19 15:47:59,197 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 17:28:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 2.5006, loss: 2.5006 2023-12-19 15:48:21,717 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 17:27:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 2.4433, loss: 2.4433 2023-12-19 15:48:44,208 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 17:27:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 2.4557, loss: 2.4557 2023-12-19 15:49:06,755 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 17:26:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 2.4366, loss: 2.4366 2023-12-19 15:49:29,319 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 17:26:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.4271, loss: 2.4271 2023-12-19 15:49:51,800 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 17:26:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 2.4503, loss: 2.4503 2023-12-19 15:50:14,471 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 17:25:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 2.4611, loss: 2.4611 2023-12-19 15:50:37,033 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 17:25:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.4359, loss: 2.4359 2023-12-19 15:50:59,435 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 17:25:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 2.4269, loss: 2.4269 2023-12-19 15:51:22,026 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 17:24:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.4269, loss: 2.4269 2023-12-19 15:51:44,675 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 17:24:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 2.4899, loss: 2.4899 2023-12-19 15:52:07,172 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 17:23:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 2.4409, loss: 2.4409 2023-12-19 15:52:29,627 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 17:23:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 2.4685, loss: 2.4685 2023-12-19 15:52:52,199 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 17:23:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.4144, loss: 2.4144 2023-12-19 15:53:14,689 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 17:22:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 2.4846, loss: 2.4846 2023-12-19 15:53:37,249 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 17:22:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 2.5388, loss: 2.5388 2023-12-19 15:53:59,696 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 17:21:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 2.4651, loss: 2.4651 2023-12-19 15:54:22,215 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 17:21:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 2.4254, loss: 2.4254 2023-12-19 15:54:44,716 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 17:21:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 2.4741, loss: 2.4741 2023-12-19 15:54:54,270 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-19 15:58:29,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 15:58:29,499 - pyskl - INFO - top1_acc 0.7326 top5_acc 0.9343 2023-12-19 15:58:29,524 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7326, top5_acc: 0.9343 2023-12-19 15:59:15,622 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 17:20:46, time: 0.461, data_time: 0.234, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 2.4680, loss: 2.4680 2023-12-19 15:59:38,061 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 17:20:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 2.4488, loss: 2.4488 2023-12-19 16:00:00,613 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 17:19:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 2.4488, loss: 2.4488 2023-12-19 16:00:23,267 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 17:19:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 2.3618, loss: 2.3618 2023-12-19 16:00:45,851 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 17:19:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 2.4471, loss: 2.4471 2023-12-19 16:01:08,384 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 17:18:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.4088, loss: 2.4088 2023-12-19 16:01:30,878 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 17:18:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.3595, loss: 2.3595 2023-12-19 16:01:53,425 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 17:18:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 2.4532, loss: 2.4532 2023-12-19 16:02:16,030 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 17:17:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.4508, loss: 2.4508 2023-12-19 16:02:38,625 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 17:17:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 2.4485, loss: 2.4485 2023-12-19 16:03:01,267 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 17:16:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 2.4420, loss: 2.4420 2023-12-19 16:03:23,797 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 17:16:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.3942, loss: 2.3942 2023-12-19 16:03:46,362 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 17:16:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 2.4472, loss: 2.4472 2023-12-19 16:04:08,848 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 17:15:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 2.4376, loss: 2.4376 2023-12-19 16:04:31,407 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 17:15:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 2.4517, loss: 2.4517 2023-12-19 16:04:53,984 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 17:14:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 2.4737, loss: 2.4737 2023-12-19 16:05:16,685 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 17:14:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 2.4401, loss: 2.4401 2023-12-19 16:05:39,293 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 17:14:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 2.4869, loss: 2.4869 2023-12-19 16:06:01,817 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 17:13:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 2.4705, loss: 2.4705 2023-12-19 16:06:24,382 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 17:13:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.4350, loss: 2.4350 2023-12-19 16:06:46,878 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 17:13:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 2.4749, loss: 2.4749 2023-12-19 16:07:09,544 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 17:12:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 2.4553, loss: 2.4553 2023-12-19 16:07:32,187 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 17:12:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 2.4399, loss: 2.4399 2023-12-19 16:07:54,710 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 17:11:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9725, loss_cls: 2.4147, loss: 2.4147 2023-12-19 16:08:17,146 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 17:11:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.4407, loss: 2.4407 2023-12-19 16:08:39,670 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 17:11:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 2.4260, loss: 2.4260 2023-12-19 16:09:02,069 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 17:10:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 2.4365, loss: 2.4365 2023-12-19 16:09:24,667 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 17:10:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.4252, loss: 2.4252 2023-12-19 16:09:47,196 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 17:09:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.4186, loss: 2.4186 2023-12-19 16:10:09,578 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 17:09:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 2.4585, loss: 2.4585 2023-12-19 16:10:32,132 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 17:09:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.4082, loss: 2.4082 2023-12-19 16:10:54,684 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 17:08:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 2.4983, loss: 2.4983 2023-12-19 16:11:17,212 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 17:08:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 2.4249, loss: 2.4249 2023-12-19 16:11:39,761 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 17:07:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 2.4849, loss: 2.4849 2023-12-19 16:12:02,438 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 17:07:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 2.4705, loss: 2.4705 2023-12-19 16:12:25,058 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 17:07:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 2.4703, loss: 2.4703 2023-12-19 16:12:47,707 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 17:06:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 2.4699, loss: 2.4699 2023-12-19 16:13:10,289 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 17:06:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 2.4726, loss: 2.4726 2023-12-19 16:13:32,864 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 17:06:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.4256, loss: 2.4256 2023-12-19 16:13:42,336 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-19 16:17:16,646 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 16:17:17,620 - pyskl - INFO - top1_acc 0.7727 top5_acc 0.9518 2023-12-19 16:17:17,625 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_80.pth was removed 2023-12-19 16:17:17,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. 2023-12-19 16:17:17,777 - pyskl - INFO - Best top1_acc is 0.7727 at 82 epoch. 2023-12-19 16:17:17,802 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7727, top5_acc: 0.9518 2023-12-19 16:18:04,041 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 17:05:39, time: 0.462, data_time: 0.237, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.4245, loss: 2.4245 2023-12-19 16:18:26,563 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 17:05:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.4398, loss: 2.4398 2023-12-19 16:18:49,204 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 17:04:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.4109, loss: 2.4109 2023-12-19 16:19:11,867 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 17:04:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 2.4629, loss: 2.4629 2023-12-19 16:19:34,309 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 17:04:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 2.4207, loss: 2.4207 2023-12-19 16:19:56,755 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 17:03:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 2.4343, loss: 2.4343 2023-12-19 16:20:19,376 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 17:03:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.4215, loss: 2.4215 2023-12-19 16:20:41,805 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 17:02:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.4185, loss: 2.4185 2023-12-19 16:21:04,268 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 17:02:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 2.4238, loss: 2.4238 2023-12-19 16:21:26,841 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 17:02:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 2.4871, loss: 2.4871 2023-12-19 16:21:49,435 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 17:01:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 2.4206, loss: 2.4206 2023-12-19 16:22:11,943 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 17:01:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 2.4386, loss: 2.4386 2023-12-19 16:22:34,435 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 17:00:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 2.4371, loss: 2.4371 2023-12-19 16:22:56,937 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 17:00:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 2.4258, loss: 2.4258 2023-12-19 16:23:19,345 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 17:00:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.4188, loss: 2.4188 2023-12-19 16:23:41,850 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 16:59:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.4439, loss: 2.4439 2023-12-19 16:24:04,478 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 16:59:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.4339, loss: 2.4339 2023-12-19 16:24:27,030 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 16:59:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 2.4423, loss: 2.4423 2023-12-19 16:24:49,505 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 16:58:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 2.4461, loss: 2.4461 2023-12-19 16:25:12,051 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 16:58:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9688, loss_cls: 2.4482, loss: 2.4482 2023-12-19 16:25:34,706 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 16:57:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 2.4610, loss: 2.4610 2023-12-19 16:25:57,374 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 16:57:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.4270, loss: 2.4270 2023-12-19 16:26:19,896 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 16:57:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.3838, loss: 2.3838 2023-12-19 16:26:42,424 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 16:56:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 2.4431, loss: 2.4431 2023-12-19 16:27:05,026 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 16:56:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 2.4472, loss: 2.4472 2023-12-19 16:27:27,590 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 16:55:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 2.3951, loss: 2.3951 2023-12-19 16:27:50,198 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 16:55:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.4231, loss: 2.4231 2023-12-19 16:28:12,835 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 16:55:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 2.4304, loss: 2.4304 2023-12-19 16:28:35,428 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 16:54:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 2.4476, loss: 2.4476 2023-12-19 16:28:57,992 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 16:54:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 2.4699, loss: 2.4699 2023-12-19 16:29:20,462 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 16:53:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 2.4785, loss: 2.4785 2023-12-19 16:29:43,002 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 16:53:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.4049, loss: 2.4049 2023-12-19 16:30:05,518 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 16:53:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 2.4280, loss: 2.4280 2023-12-19 16:30:27,959 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 16:52:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.4037, loss: 2.4037 2023-12-19 16:30:50,445 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 16:52:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.4141, loss: 2.4141 2023-12-19 16:31:13,057 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 16:52:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.4317, loss: 2.4317 2023-12-19 16:31:35,561 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 16:51:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.4593, loss: 2.4593 2023-12-19 16:31:58,133 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 16:51:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.4221, loss: 2.4221 2023-12-19 16:32:20,686 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 16:50:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9694, loss_cls: 2.4219, loss: 2.4219 2023-12-19 16:32:30,121 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-19 16:36:04,916 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 16:36:05,466 - pyskl - INFO - top1_acc 0.7566 top5_acc 0.9465 2023-12-19 16:36:05,487 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7566, top5_acc: 0.9465 2023-12-19 16:36:51,387 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 16:50:32, time: 0.459, data_time: 0.234, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 2.4130, loss: 2.4130 2023-12-19 16:37:13,811 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 16:50:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.3844, loss: 2.3844 2023-12-19 16:37:36,393 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 16:49:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.3591, loss: 2.3591 2023-12-19 16:37:58,866 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 16:49:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.3912, loss: 2.3912 2023-12-19 16:38:21,419 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 16:48:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.4138, loss: 2.4138 2023-12-19 16:38:43,894 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 16:48:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.4217, loss: 2.4217 2023-12-19 16:39:06,467 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 16:48:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.3962, loss: 2.3962 2023-12-19 16:39:29,007 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 16:47:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.3833, loss: 2.3833 2023-12-19 16:39:51,531 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 16:47:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 2.4604, loss: 2.4604 2023-12-19 16:40:14,050 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 16:47:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 2.4775, loss: 2.4775 2023-12-19 16:40:36,596 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 16:46:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.3776, loss: 2.3776 2023-12-19 16:40:59,122 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 16:46:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.3791, loss: 2.3791 2023-12-19 16:41:21,676 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 16:45:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 2.4224, loss: 2.4224 2023-12-19 16:41:44,221 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 16:45:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 2.4298, loss: 2.4298 2023-12-19 16:42:06,664 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 16:45:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.4042, loss: 2.4042 2023-12-19 16:42:29,263 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 16:44:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.3992, loss: 2.3992 2023-12-19 16:42:51,807 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 16:44:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 2.4404, loss: 2.4404 2023-12-19 16:43:14,325 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 16:43:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 2.4321, loss: 2.4321 2023-12-19 16:43:36,802 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 16:43:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.4290, loss: 2.4290 2023-12-19 16:43:59,355 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 16:43:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.3968, loss: 2.3968 2023-12-19 16:44:21,909 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 16:42:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 2.4694, loss: 2.4694 2023-12-19 16:44:44,315 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 16:42:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 2.4157, loss: 2.4157 2023-12-19 16:45:06,767 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 16:41:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.4254, loss: 2.4254 2023-12-19 16:45:29,378 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 16:41:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 2.4050, loss: 2.4050 2023-12-19 16:45:51,876 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 16:41:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.4424, loss: 2.4424 2023-12-19 16:46:14,373 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 16:40:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8150, top5_acc: 0.9825, loss_cls: 2.4760, loss: 2.4760 2023-12-19 16:46:36,883 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 16:40:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 2.4622, loss: 2.4622 2023-12-19 16:46:59,407 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 16:40:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 2.4313, loss: 2.4313 2023-12-19 16:47:21,851 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 16:39:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.4230, loss: 2.4230 2023-12-19 16:47:44,364 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 16:39:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 2.4473, loss: 2.4473 2023-12-19 16:48:06,853 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 16:38:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 2.4536, loss: 2.4536 2023-12-19 16:48:29,487 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 16:38:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 2.4419, loss: 2.4419 2023-12-19 16:48:52,002 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 16:38:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 2.4657, loss: 2.4657 2023-12-19 16:49:14,435 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 16:37:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 2.4725, loss: 2.4725 2023-12-19 16:49:36,959 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 16:37:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.4230, loss: 2.4230 2023-12-19 16:49:59,438 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 16:36:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 2.4737, loss: 2.4737 2023-12-19 16:50:21,918 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 16:36:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.4354, loss: 2.4354 2023-12-19 16:50:44,461 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 16:36:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 2.4434, loss: 2.4434 2023-12-19 16:51:06,936 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 16:35:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.4646, loss: 2.4646 2023-12-19 16:51:16,461 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-19 16:54:50,461 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 16:54:51,068 - pyskl - INFO - top1_acc 0.6818 top5_acc 0.8980 2023-12-19 16:54:51,090 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.6818, top5_acc: 0.8980 2023-12-19 16:55:36,744 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 16:35:23, time: 0.456, data_time: 0.231, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.3807, loss: 2.3807 2023-12-19 16:55:59,145 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 16:35:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.3545, loss: 2.3545 2023-12-19 16:56:21,628 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 16:34:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.4171, loss: 2.4171 2023-12-19 16:56:44,208 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 16:34:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.3670, loss: 2.3670 2023-12-19 16:57:06,825 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 16:33:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.3728, loss: 2.3728 2023-12-19 16:57:29,335 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 16:33:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.3979, loss: 2.3979 2023-12-19 16:57:51,855 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 16:33:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.4100, loss: 2.4100 2023-12-19 16:58:14,377 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 16:32:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.3671, loss: 2.3671 2023-12-19 16:58:36,991 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 16:32:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.3792, loss: 2.3792 2023-12-19 16:58:59,577 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 16:31:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.4027, loss: 2.4027 2023-12-19 16:59:22,068 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 16:31:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 2.4297, loss: 2.4297 2023-12-19 16:59:44,632 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 16:31:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.3709, loss: 2.3709 2023-12-19 17:00:07,298 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 16:30:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.3958, loss: 2.3958 2023-12-19 17:00:29,910 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 16:30:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.3926, loss: 2.3926 2023-12-19 17:00:52,425 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 16:29:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.3913, loss: 2.3913 2023-12-19 17:01:14,973 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 16:29:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 2.4395, loss: 2.4395 2023-12-19 17:01:37,481 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 16:29:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 2.4420, loss: 2.4420 2023-12-19 17:01:59,988 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 16:28:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 2.4361, loss: 2.4361 2023-12-19 17:02:22,601 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 16:28:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 2.4487, loss: 2.4487 2023-12-19 17:02:45,165 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 16:28:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.4279, loss: 2.4279 2023-12-19 17:03:07,654 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 16:27:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.4154, loss: 2.4154 2023-12-19 17:03:30,147 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 16:27:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 2.4237, loss: 2.4237 2023-12-19 17:03:52,697 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 16:26:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.4208, loss: 2.4208 2023-12-19 17:04:15,184 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 16:26:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.4026, loss: 2.4026 2023-12-19 17:04:37,729 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 16:26:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9712, loss_cls: 2.4186, loss: 2.4186 2023-12-19 17:05:00,321 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 16:25:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.3910, loss: 2.3910 2023-12-19 17:05:22,831 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 16:25:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 2.4453, loss: 2.4453 2023-12-19 17:05:45,323 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 16:24:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 2.4409, loss: 2.4409 2023-12-19 17:06:07,849 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 16:24:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.4442, loss: 2.4442 2023-12-19 17:06:30,456 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 16:24:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.4704, loss: 2.4704 2023-12-19 17:06:52,929 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 16:23:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 2.4538, loss: 2.4538 2023-12-19 17:07:15,572 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 16:23:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.4025, loss: 2.4025 2023-12-19 17:07:38,192 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 16:22:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 2.4451, loss: 2.4451 2023-12-19 17:08:00,767 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 16:22:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.4257, loss: 2.4257 2023-12-19 17:08:23,250 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 16:22:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 2.4240, loss: 2.4240 2023-12-19 17:08:45,714 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 16:21:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.4022, loss: 2.4022 2023-12-19 17:09:08,358 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 16:21:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 2.4316, loss: 2.4316 2023-12-19 17:09:30,858 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 16:21:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 2.4770, loss: 2.4770 2023-12-19 17:09:53,410 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 16:20:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 2.4178, loss: 2.4178 2023-12-19 17:10:02,969 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-19 17:13:37,075 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 17:13:37,877 - pyskl - INFO - top1_acc 0.7865 top5_acc 0.9576 2023-12-19 17:13:37,881 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_82.pth was removed 2023-12-19 17:13:38,017 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2023-12-19 17:13:38,019 - pyskl - INFO - Best top1_acc is 0.7865 at 85 epoch. 2023-12-19 17:13:38,040 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7865, top5_acc: 0.9576 2023-12-19 17:14:23,530 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 16:20:15, time: 0.455, data_time: 0.228, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.3961, loss: 2.3961 2023-12-19 17:14:46,046 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 16:19:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.4157, loss: 2.4157 2023-12-19 17:15:08,657 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 16:19:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.3699, loss: 2.3699 2023-12-19 17:15:31,150 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 16:19:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.4088, loss: 2.4088 2023-12-19 17:15:53,712 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 16:18:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.3779, loss: 2.3779 2023-12-19 17:16:16,291 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 16:18:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.3715, loss: 2.3715 2023-12-19 17:16:38,737 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 16:17:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.3211, loss: 2.3211 2023-12-19 17:17:01,274 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 16:17:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.3534, loss: 2.3534 2023-12-19 17:17:23,913 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 16:17:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.3694, loss: 2.3694 2023-12-19 17:17:46,518 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 16:16:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 2.4013, loss: 2.4013 2023-12-19 17:18:09,078 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 16:16:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.4115, loss: 2.4115 2023-12-19 17:18:31,655 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 16:15:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 2.4089, loss: 2.4089 2023-12-19 17:18:54,125 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 16:15:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 2.4064, loss: 2.4064 2023-12-19 17:19:16,649 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 16:15:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 2.4120, loss: 2.4120 2023-12-19 17:19:39,115 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 16:14:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.4076, loss: 2.4076 2023-12-19 17:20:01,576 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 16:14:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.4075, loss: 2.4075 2023-12-19 17:20:24,113 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 16:14:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.4046, loss: 2.4046 2023-12-19 17:20:46,659 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 16:13:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.4166, loss: 2.4166 2023-12-19 17:21:09,168 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 16:13:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.4123, loss: 2.4123 2023-12-19 17:21:31,807 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 16:12:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 2.4632, loss: 2.4632 2023-12-19 17:21:54,321 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 16:12:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.3895, loss: 2.3895 2023-12-19 17:22:16,858 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 16:12:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.3885, loss: 2.3885 2023-12-19 17:22:39,344 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 16:11:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9688, loss_cls: 2.4488, loss: 2.4488 2023-12-19 17:23:01,773 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 16:11:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 2.4210, loss: 2.4210 2023-12-19 17:23:24,166 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 16:10:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 2.4307, loss: 2.4307 2023-12-19 17:23:46,754 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 16:10:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.3947, loss: 2.3947 2023-12-19 17:24:09,346 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 16:10:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 2.4247, loss: 2.4247 2023-12-19 17:24:31,980 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 16:09:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 2.4057, loss: 2.4057 2023-12-19 17:24:54,540 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 16:09:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 2.4426, loss: 2.4426 2023-12-19 17:25:17,047 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 16:09:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.4095, loss: 2.4095 2023-12-19 17:25:39,580 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 16:08:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 2.4344, loss: 2.4344 2023-12-19 17:26:02,190 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 16:08:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 2.4604, loss: 2.4604 2023-12-19 17:26:24,799 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 16:07:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.3873, loss: 2.3873 2023-12-19 17:26:47,344 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 16:07:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.4146, loss: 2.4146 2023-12-19 17:27:09,941 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 16:07:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.3786, loss: 2.3786 2023-12-19 17:27:32,386 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 16:06:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 2.4870, loss: 2.4870 2023-12-19 17:27:54,904 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 16:06:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 2.4392, loss: 2.4392 2023-12-19 17:28:17,415 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 16:05:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.4282, loss: 2.4282 2023-12-19 17:28:39,927 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 16:05:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.3918, loss: 2.3918 2023-12-19 17:28:49,316 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-19 17:32:23,411 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 17:32:23,975 - pyskl - INFO - top1_acc 0.7521 top5_acc 0.9446 2023-12-19 17:32:24,004 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.7521, top5_acc: 0.9446 2023-12-19 17:33:09,332 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 16:05:08, time: 0.453, data_time: 0.229, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.3723, loss: 2.3723 2023-12-19 17:33:31,872 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 16:04:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.3796, loss: 2.3796 2023-12-19 17:33:54,448 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 16:04:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.3758, loss: 2.3758 2023-12-19 17:34:16,860 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 16:03:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.3971, loss: 2.3971 2023-12-19 17:34:39,477 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 16:03:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.3883, loss: 2.3883 2023-12-19 17:35:02,100 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 16:03:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 2.3649, loss: 2.3649 2023-12-19 17:35:24,626 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 16:02:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 2.4137, loss: 2.4137 2023-12-19 17:35:47,178 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 16:02:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 2.4161, loss: 2.4161 2023-12-19 17:36:09,825 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 16:02:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.3762, loss: 2.3762 2023-12-19 17:36:32,311 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 16:01:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 2.4129, loss: 2.4129 2023-12-19 17:36:54,910 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 16:01:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.3410, loss: 2.3410 2023-12-19 17:37:17,452 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 16:00:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.3949, loss: 2.3949 2023-12-19 17:37:40,043 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 16:00:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.3775, loss: 2.3775 2023-12-19 17:38:02,585 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 16:00:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.4177, loss: 2.4177 2023-12-19 17:38:25,047 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 15:59:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.3743, loss: 2.3743 2023-12-19 17:38:47,589 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 15:59:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.3660, loss: 2.3660 2023-12-19 17:39:10,153 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 15:58:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9663, loss_cls: 2.4188, loss: 2.4188 2023-12-19 17:39:32,652 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 15:58:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.3721, loss: 2.3721 2023-12-19 17:39:55,181 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 15:58:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.3569, loss: 2.3569 2023-12-19 17:40:17,735 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 15:57:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.4053, loss: 2.4053 2023-12-19 17:40:40,232 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 15:57:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 2.4150, loss: 2.4150 2023-12-19 17:41:02,659 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 15:56:58, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 2.4107, loss: 2.4107 2023-12-19 17:41:25,177 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 15:56:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.4326, loss: 2.4326 2023-12-19 17:41:47,761 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 15:56:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.4377, loss: 2.4377 2023-12-19 17:42:10,253 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 15:55:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9706, loss_cls: 2.4276, loss: 2.4276 2023-12-19 17:42:32,814 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 15:55:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.3575, loss: 2.3575 2023-12-19 17:42:55,364 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 15:55:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.4050, loss: 2.4050 2023-12-19 17:43:17,964 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 15:54:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9738, loss_cls: 2.3915, loss: 2.3915 2023-12-19 17:43:40,398 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 15:54:15, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.3730, loss: 2.3730 2023-12-19 17:44:02,933 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 15:53:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.3951, loss: 2.3951 2023-12-19 17:44:25,627 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 15:53:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 2.4227, loss: 2.4227 2023-12-19 17:44:48,223 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 15:53:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.4016, loss: 2.4016 2023-12-19 17:45:10,751 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 15:52:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9675, loss_cls: 2.4288, loss: 2.4288 2023-12-19 17:45:33,265 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 15:52:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.4186, loss: 2.4186 2023-12-19 17:45:55,876 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 15:51:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 2.4540, loss: 2.4540 2023-12-19 17:46:18,466 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 15:51:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.4046, loss: 2.4046 2023-12-19 17:46:41,050 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 15:51:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 2.4527, loss: 2.4527 2023-12-19 17:47:03,591 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 15:50:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.3947, loss: 2.3947 2023-12-19 17:47:26,158 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 15:50:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.3682, loss: 2.3682 2023-12-19 17:47:35,612 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-19 17:51:09,237 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 17:51:09,738 - pyskl - INFO - top1_acc 0.7769 top5_acc 0.9566 2023-12-19 17:51:09,760 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7769, top5_acc: 0.9566 2023-12-19 17:51:55,457 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 15:50:00, time: 0.457, data_time: 0.231, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.3368, loss: 2.3368 2023-12-19 17:52:17,986 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 15:49:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.3524, loss: 2.3524 2023-12-19 17:52:40,458 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 15:49:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.3437, loss: 2.3437 2023-12-19 17:53:02,989 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 15:48:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.3661, loss: 2.3661 2023-12-19 17:53:25,450 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 15:48:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.3591, loss: 2.3591 2023-12-19 17:53:48,095 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 15:48:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.4032, loss: 2.4032 2023-12-19 17:54:10,732 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 15:47:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 2.4069, loss: 2.4069 2023-12-19 17:54:33,375 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 15:47:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 2.3834, loss: 2.3834 2023-12-19 17:54:55,850 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 15:46:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.3631, loss: 2.3631 2023-12-19 17:55:18,286 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 15:46:31, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.3854, loss: 2.3854 2023-12-19 17:55:40,893 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 15:46:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.3786, loss: 2.3786 2023-12-19 17:56:03,412 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 15:45:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.3915, loss: 2.3915 2023-12-19 17:56:25,998 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 15:45:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.3453, loss: 2.3453 2023-12-19 17:56:48,640 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 15:44:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9725, loss_cls: 2.4023, loss: 2.4023 2023-12-19 17:57:11,240 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 15:44:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.3624, loss: 2.3624 2023-12-19 17:57:33,786 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 15:44:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.3900, loss: 2.3900 2023-12-19 17:57:56,349 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 15:43:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.3817, loss: 2.3817 2023-12-19 17:58:18,920 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 15:43:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.3854, loss: 2.3854 2023-12-19 17:58:41,434 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 15:43:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.3677, loss: 2.3677 2023-12-19 17:59:03,972 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 15:42:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.4156, loss: 2.4156 2023-12-19 17:59:26,481 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 15:42:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.3869, loss: 2.3869 2023-12-19 17:59:49,079 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 15:41:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.3748, loss: 2.3748 2023-12-19 18:00:11,552 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 15:41:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 2.4095, loss: 2.4095 2023-12-19 18:00:34,111 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 15:41:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 2.4296, loss: 2.4296 2023-12-19 18:00:56,627 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 15:40:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 2.4270, loss: 2.4270 2023-12-19 18:01:19,105 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 15:40:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.3865, loss: 2.3865 2023-12-19 18:01:41,678 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 15:39:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.3859, loss: 2.3859 2023-12-19 18:02:04,269 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 15:39:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 2.4139, loss: 2.4139 2023-12-19 18:02:26,924 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 15:39:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 2.4456, loss: 2.4456 2023-12-19 18:02:49,337 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 15:38:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9700, loss_cls: 2.4477, loss: 2.4477 2023-12-19 18:03:11,860 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 15:38:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.3609, loss: 2.3609 2023-12-19 18:03:34,333 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 15:37:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.4260, loss: 2.4260 2023-12-19 18:03:56,961 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 15:37:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 2.4700, loss: 2.4700 2023-12-19 18:04:19,498 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 15:37:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.4108, loss: 2.4108 2023-12-19 18:04:41,942 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 15:36:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.3974, loss: 2.3974 2023-12-19 18:05:04,313 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 15:36:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9712, loss_cls: 2.3949, loss: 2.3949 2023-12-19 18:05:26,764 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 15:36:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 2.4029, loss: 2.4029 2023-12-19 18:05:49,309 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 15:35:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9650, loss_cls: 2.4645, loss: 2.4645 2023-12-19 18:06:11,748 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 15:35:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.3759, loss: 2.3759 2023-12-19 18:06:21,207 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-19 18:09:55,889 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 18:09:56,536 - pyskl - INFO - top1_acc 0.7807 top5_acc 0.9550 2023-12-19 18:09:56,557 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7807, top5_acc: 0.9550 2023-12-19 18:10:42,168 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 15:34:53, time: 0.456, data_time: 0.231, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.3379, loss: 2.3379 2023-12-19 18:11:04,655 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 15:34:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.3667, loss: 2.3667 2023-12-19 18:11:27,277 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 15:34:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.3414, loss: 2.3414 2023-12-19 18:11:49,910 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 15:33:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.3943, loss: 2.3943 2023-12-19 18:12:12,446 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 15:33:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 2.4056, loss: 2.4056 2023-12-19 18:12:34,985 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 15:32:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.3966, loss: 2.3966 2023-12-19 18:12:57,638 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 15:32:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.3948, loss: 2.3948 2023-12-19 18:13:20,209 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 15:32:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.3432, loss: 2.3432 2023-12-19 18:13:42,773 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 15:31:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3396, loss: 2.3396 2023-12-19 18:14:05,376 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 15:31:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.3521, loss: 2.3521 2023-12-19 18:14:27,958 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 15:31:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.3718, loss: 2.3718 2023-12-19 18:14:50,457 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 15:30:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.3274, loss: 2.3274 2023-12-19 18:15:12,908 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 15:30:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.4036, loss: 2.4036 2023-12-19 18:15:35,411 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 15:29:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.4056, loss: 2.4056 2023-12-19 18:15:57,957 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 15:29:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.3872, loss: 2.3872 2023-12-19 18:16:20,651 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 15:29:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.3979, loss: 2.3979 2023-12-19 18:16:43,188 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 15:28:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.3652, loss: 2.3652 2023-12-19 18:17:05,754 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 15:28:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.3826, loss: 2.3826 2023-12-19 18:17:28,264 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 15:27:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.3468, loss: 2.3468 2023-12-19 18:17:50,729 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 15:27:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9744, loss_cls: 2.3780, loss: 2.3780 2023-12-19 18:18:13,338 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 15:27:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 2.3754, loss: 2.3754 2023-12-19 18:18:35,924 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 15:26:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 2.4072, loss: 2.4072 2023-12-19 18:18:58,552 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 15:26:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 2.3864, loss: 2.3864 2023-12-19 18:19:21,161 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 15:25:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9681, loss_cls: 2.4329, loss: 2.4329 2023-12-19 18:19:43,595 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 15:25:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.4081, loss: 2.4081 2023-12-19 18:20:06,107 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 15:25:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.3720, loss: 2.3720 2023-12-19 18:20:28,626 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 15:24:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.3875, loss: 2.3875 2023-12-19 18:20:51,125 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 15:24:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.3919, loss: 2.3919 2023-12-19 18:21:13,797 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 15:24:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.3661, loss: 2.3661 2023-12-19 18:21:36,380 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 15:23:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.4211, loss: 2.4211 2023-12-19 18:21:58,945 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 15:23:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.3647, loss: 2.3647 2023-12-19 18:22:21,371 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 15:22:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9681, loss_cls: 2.4063, loss: 2.4063 2023-12-19 18:22:43,963 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 15:22:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.3843, loss: 2.3843 2023-12-19 18:23:06,373 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 15:22:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 2.4035, loss: 2.4035 2023-12-19 18:23:28,794 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 15:21:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9756, loss_cls: 2.3887, loss: 2.3887 2023-12-19 18:23:51,308 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 15:21:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.3819, loss: 2.3819 2023-12-19 18:24:13,872 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 15:20:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.3408, loss: 2.3408 2023-12-19 18:24:36,555 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 15:20:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.4047, loss: 2.4047 2023-12-19 18:24:58,924 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 15:20:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 2.4709, loss: 2.4709 2023-12-19 18:25:08,341 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-19 18:28:43,438 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 18:28:44,136 - pyskl - INFO - top1_acc 0.7699 top5_acc 0.9500 2023-12-19 18:28:44,159 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7699, top5_acc: 0.9500 2023-12-19 18:29:29,894 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 15:19:46, time: 0.457, data_time: 0.232, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.3447, loss: 2.3447 2023-12-19 18:29:52,439 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 15:19:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.3282, loss: 2.3282 2023-12-19 18:30:15,109 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 15:19:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.3727, loss: 2.3727 2023-12-19 18:30:37,689 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 15:18:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.3657, loss: 2.3657 2023-12-19 18:31:00,096 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 15:18:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9744, loss_cls: 2.3842, loss: 2.3842 2023-12-19 18:31:22,781 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 15:17:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.3629, loss: 2.3629 2023-12-19 18:31:45,265 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 15:17:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.3554, loss: 2.3554 2023-12-19 18:32:07,912 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 15:17:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.2909, loss: 2.2909 2023-12-19 18:32:30,493 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 15:16:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.3361, loss: 2.3361 2023-12-19 18:32:53,009 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 15:16:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.3422, loss: 2.3422 2023-12-19 18:33:15,528 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 15:15:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.3551, loss: 2.3551 2023-12-19 18:33:38,163 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 15:15:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.3678, loss: 2.3678 2023-12-19 18:34:00,645 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 15:15:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.3706, loss: 2.3706 2023-12-19 18:34:23,262 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 15:14:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.3521, loss: 2.3521 2023-12-19 18:34:45,806 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 15:14:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 2.3522, loss: 2.3522 2023-12-19 18:35:08,382 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 15:13:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.4179, loss: 2.4179 2023-12-19 18:35:30,990 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 15:13:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.3726, loss: 2.3726 2023-12-19 18:35:53,503 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 15:13:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.3796, loss: 2.3796 2023-12-19 18:36:16,053 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 15:12:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.4053, loss: 2.4053 2023-12-19 18:36:38,663 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 15:12:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.4061, loss: 2.4061 2023-12-19 18:37:01,363 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 15:12:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.3560, loss: 2.3560 2023-12-19 18:37:23,938 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 15:11:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.3867, loss: 2.3867 2023-12-19 18:37:46,407 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 15:11:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 2.3796, loss: 2.3796 2023-12-19 18:38:08,795 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 15:10:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 2.3967, loss: 2.3967 2023-12-19 18:38:31,490 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 15:10:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.4246, loss: 2.4246 2023-12-19 18:38:53,825 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 15:10:05, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 2.4080, loss: 2.4080 2023-12-19 18:39:16,348 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 15:09:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.3902, loss: 2.3902 2023-12-19 18:39:38,909 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 15:09:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 2.4283, loss: 2.4283 2023-12-19 18:40:01,545 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 15:08:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.3546, loss: 2.3546 2023-12-19 18:40:24,085 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 15:08:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.3811, loss: 2.3811 2023-12-19 18:40:46,573 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 15:08:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.4022, loss: 2.4022 2023-12-19 18:41:09,060 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 15:07:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.3595, loss: 2.3595 2023-12-19 18:41:31,522 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 15:07:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 2.3786, loss: 2.3786 2023-12-19 18:41:54,055 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 15:06:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 2.3873, loss: 2.3873 2023-12-19 18:42:16,537 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 15:06:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 2.4009, loss: 2.4009 2023-12-19 18:42:39,107 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 15:06:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.4170, loss: 2.4170 2023-12-19 18:43:01,727 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 15:05:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.4013, loss: 2.4013 2023-12-19 18:43:24,261 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 15:05:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.3649, loss: 2.3649 2023-12-19 18:43:46,822 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 15:05:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.3916, loss: 2.3916 2023-12-19 18:43:56,240 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-19 18:47:31,275 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 18:47:31,884 - pyskl - INFO - top1_acc 0.7450 top5_acc 0.9422 2023-12-19 18:47:31,908 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7450, top5_acc: 0.9422 2023-12-19 18:48:18,012 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 15:04:40, time: 0.461, data_time: 0.236, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.3502, loss: 2.3502 2023-12-19 18:48:40,582 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 15:04:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.3252, loss: 2.3252 2023-12-19 18:49:03,037 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 15:03:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.3530, loss: 2.3530 2023-12-19 18:49:25,443 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 15:03:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.3749, loss: 2.3749 2023-12-19 18:49:47,999 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 15:03:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.3899, loss: 2.3899 2023-12-19 18:50:10,529 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 15:02:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.3634, loss: 2.3634 2023-12-19 18:50:33,088 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 15:02:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.3858, loss: 2.3858 2023-12-19 18:50:55,788 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 15:01:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.3792, loss: 2.3792 2023-12-19 18:51:18,343 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 15:01:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.3718, loss: 2.3718 2023-12-19 18:51:40,891 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 15:01:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9719, loss_cls: 2.4141, loss: 2.4141 2023-12-19 18:52:03,365 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 15:00:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.3502, loss: 2.3502 2023-12-19 18:52:26,008 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 15:00:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 2.3285, loss: 2.3285 2023-12-19 18:52:48,626 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 15:00:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.3604, loss: 2.3604 2023-12-19 18:53:11,362 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 14:59:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.3273, loss: 2.3273 2023-12-19 18:53:33,796 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 14:59:14, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.3492, loss: 2.3492 2023-12-19 18:53:56,382 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 14:58:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.3700, loss: 2.3700 2023-12-19 18:54:19,036 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 14:58:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.3127, loss: 2.3127 2023-12-19 18:54:41,705 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 14:58:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.3489, loss: 2.3489 2023-12-19 18:55:04,329 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 14:57:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.3516, loss: 2.3516 2023-12-19 18:55:26,844 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 14:57:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.3844, loss: 2.3844 2023-12-19 18:55:49,350 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 14:56:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.3629, loss: 2.3629 2023-12-19 18:56:11,904 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 14:56:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.3552, loss: 2.3552 2023-12-19 18:56:34,395 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 14:56:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.3416, loss: 2.3416 2023-12-19 18:56:56,922 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 14:55:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.4030, loss: 2.4030 2023-12-19 18:57:19,429 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 14:55:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.3825, loss: 2.3825 2023-12-19 18:57:42,019 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 14:54:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 2.3950, loss: 2.3950 2023-12-19 18:58:04,567 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 14:54:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9788, loss_cls: 2.3558, loss: 2.3558 2023-12-19 18:58:27,150 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 14:54:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.4227, loss: 2.4227 2023-12-19 18:58:49,760 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 14:53:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9725, loss_cls: 2.3842, loss: 2.3842 2023-12-19 18:59:12,462 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 14:53:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.3641, loss: 2.3641 2023-12-19 18:59:35,072 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 14:53:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 2.3864, loss: 2.3864 2023-12-19 18:59:57,660 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 14:52:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.4014, loss: 2.4014 2023-12-19 19:00:20,203 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 14:52:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.3732, loss: 2.3732 2023-12-19 19:00:42,796 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 14:51:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.3418, loss: 2.3418 2023-12-19 19:01:05,467 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 14:51:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9775, loss_cls: 2.3435, loss: 2.3435 2023-12-19 19:01:28,089 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 14:51:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.3357, loss: 2.3357 2023-12-19 19:01:50,622 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 14:50:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.3547, loss: 2.3547 2023-12-19 19:02:13,170 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 14:50:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.3842, loss: 2.3842 2023-12-19 19:02:35,750 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 14:49:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 2.4350, loss: 2.4350 2023-12-19 19:02:45,372 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-19 19:06:20,492 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 19:06:21,068 - pyskl - INFO - top1_acc 0.7428 top5_acc 0.9356 2023-12-19 19:06:21,091 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7428, top5_acc: 0.9356 2023-12-19 19:07:07,852 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 14:49:34, time: 0.468, data_time: 0.243, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.3533, loss: 2.3533 2023-12-19 19:07:30,407 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 14:49:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 2.3058, loss: 2.3058 2023-12-19 19:07:52,831 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 14:48:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.3215, loss: 2.3215 2023-12-19 19:08:15,486 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 14:48:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.3408, loss: 2.3408 2023-12-19 19:08:38,054 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 14:48:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.3441, loss: 2.3441 2023-12-19 19:09:00,767 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 14:47:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3428, loss: 2.3428 2023-12-19 19:09:23,318 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 14:47:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.3656, loss: 2.3656 2023-12-19 19:09:45,970 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 14:46:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.3484, loss: 2.3484 2023-12-19 19:10:08,547 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 14:46:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.3573, loss: 2.3573 2023-12-19 19:10:31,207 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 14:46:05, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.3828, loss: 2.3828 2023-12-19 19:10:53,755 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 14:45:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.3196, loss: 2.3196 2023-12-19 19:11:16,352 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 14:45:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.3517, loss: 2.3517 2023-12-19 19:11:38,962 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 14:44:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.3122, loss: 2.3122 2023-12-19 19:12:01,457 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 14:44:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.3748, loss: 2.3748 2023-12-19 19:12:23,982 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 14:44:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.3762, loss: 2.3762 2023-12-19 19:12:46,455 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 14:43:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.3327, loss: 2.3327 2023-12-19 19:13:09,125 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 14:43:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.3726, loss: 2.3726 2023-12-19 19:13:31,698 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 14:42:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 2.3396, loss: 2.3396 2023-12-19 19:13:54,268 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 14:42:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.3844, loss: 2.3844 2023-12-19 19:14:16,891 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 14:42:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.3413, loss: 2.3413 2023-12-19 19:14:39,494 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 14:41:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.3710, loss: 2.3710 2023-12-19 19:15:01,980 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 14:41:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.3914, loss: 2.3914 2023-12-19 19:15:24,471 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 14:41:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.4071, loss: 2.4071 2023-12-19 19:15:47,087 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 14:40:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.3747, loss: 2.3747 2023-12-19 19:16:09,740 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 14:40:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 2.3200, loss: 2.3200 2023-12-19 19:16:32,306 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 14:39:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.3664, loss: 2.3664 2023-12-19 19:16:54,848 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 14:39:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.3962, loss: 2.3962 2023-12-19 19:17:17,332 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 14:39:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.3697, loss: 2.3697 2023-12-19 19:17:39,933 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 14:38:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 2.3990, loss: 2.3990 2023-12-19 19:18:02,541 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 14:38:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.3572, loss: 2.3572 2023-12-19 19:18:25,096 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 14:37:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 2.4104, loss: 2.4104 2023-12-19 19:18:47,648 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 14:37:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.3746, loss: 2.3746 2023-12-19 19:19:10,289 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 14:37:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.3864, loss: 2.3864 2023-12-19 19:19:32,922 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 14:36:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.3332, loss: 2.3332 2023-12-19 19:19:55,514 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 14:36:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.3643, loss: 2.3643 2023-12-19 19:20:18,080 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 14:36:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.3476, loss: 2.3476 2023-12-19 19:20:40,562 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 14:35:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.3923, loss: 2.3923 2023-12-19 19:21:03,100 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 14:35:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.3861, loss: 2.3861 2023-12-19 19:21:25,614 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 14:34:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 2.3446, loss: 2.3446 2023-12-19 19:21:35,091 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-19 19:25:10,073 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 19:25:10,862 - pyskl - INFO - top1_acc 0.7868 top5_acc 0.9587 2023-12-19 19:25:10,866 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_85.pth was removed 2023-12-19 19:25:11,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-19 19:25:11,004 - pyskl - INFO - Best top1_acc is 0.7868 at 92 epoch. 2023-12-19 19:25:11,027 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.7868, top5_acc: 0.9587 2023-12-19 19:25:57,970 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 14:34:29, time: 0.469, data_time: 0.242, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.2962, loss: 2.2962 2023-12-19 19:26:20,620 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 14:34:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.2850, loss: 2.2850 2023-12-19 19:26:43,287 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 14:33:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.3337, loss: 2.3337 2023-12-19 19:27:06,042 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 14:33:19, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9738, loss_cls: 2.3457, loss: 2.3457 2023-12-19 19:27:28,668 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 14:32:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.3132, loss: 2.3132 2023-12-19 19:27:51,315 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 14:32:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.3230, loss: 2.3230 2023-12-19 19:28:14,067 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 14:32:10, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.3151, loss: 2.3151 2023-12-19 19:28:36,655 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 14:31:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.3156, loss: 2.3156 2023-12-19 19:28:59,222 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 14:31:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.3504, loss: 2.3504 2023-12-19 19:29:21,868 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 14:31:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.3783, loss: 2.3783 2023-12-19 19:29:44,450 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 14:30:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.3514, loss: 2.3514 2023-12-19 19:30:07,082 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 14:30:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.3349, loss: 2.3349 2023-12-19 19:30:29,713 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 14:29:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.3853, loss: 2.3853 2023-12-19 19:30:52,264 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 14:29:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.3659, loss: 2.3659 2023-12-19 19:31:14,844 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 14:29:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.3644, loss: 2.3644 2023-12-19 19:31:37,503 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 14:28:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.3503, loss: 2.3503 2023-12-19 19:31:59,987 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 14:28:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.3194, loss: 2.3194 2023-12-19 19:32:22,485 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 14:27:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.3654, loss: 2.3654 2023-12-19 19:32:45,042 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 14:27:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.3255, loss: 2.3255 2023-12-19 19:33:07,604 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 14:27:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.3496, loss: 2.3496 2023-12-19 19:33:30,198 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 14:26:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.3760, loss: 2.3760 2023-12-19 19:33:52,809 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 14:26:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.3779, loss: 2.3779 2023-12-19 19:34:15,366 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 14:25:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 2.3902, loss: 2.3902 2023-12-19 19:34:37,868 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 14:25:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9750, loss_cls: 2.3563, loss: 2.3563 2023-12-19 19:35:00,359 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 14:25:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.3859, loss: 2.3859 2023-12-19 19:35:22,846 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 14:24:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.3837, loss: 2.3837 2023-12-19 19:35:45,393 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 14:24:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 2.3400, loss: 2.3400 2023-12-19 19:36:07,921 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 14:24:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.3172, loss: 2.3172 2023-12-19 19:36:30,479 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 14:23:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.3636, loss: 2.3636 2023-12-19 19:36:53,092 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 14:23:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.3988, loss: 2.3988 2023-12-19 19:37:15,744 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 14:22:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.3960, loss: 2.3960 2023-12-19 19:37:38,466 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 14:22:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 2.3667, loss: 2.3667 2023-12-19 19:38:01,130 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 14:22:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.3589, loss: 2.3589 2023-12-19 19:38:23,763 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 14:21:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.3736, loss: 2.3736 2023-12-19 19:38:46,333 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 14:21:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.3544, loss: 2.3544 2023-12-19 19:39:09,034 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 14:20:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.3493, loss: 2.3493 2023-12-19 19:39:31,657 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 14:20:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9756, loss_cls: 2.3584, loss: 2.3584 2023-12-19 19:39:54,078 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 14:20:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.3740, loss: 2.3740 2023-12-19 19:40:16,578 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 14:19:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 2.3951, loss: 2.3951 2023-12-19 19:40:26,181 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-19 19:44:02,208 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 19:44:02,790 - pyskl - INFO - top1_acc 0.7591 top5_acc 0.9515 2023-12-19 19:44:02,827 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7591, top5_acc: 0.9515 2023-12-19 19:44:49,503 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 14:19:24, time: 0.467, data_time: 0.242, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.3103, loss: 2.3103 2023-12-19 19:45:12,221 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 14:19:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.2923, loss: 2.2923 2023-12-19 19:45:34,787 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 14:18:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.3513, loss: 2.3513 2023-12-19 19:45:57,391 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 14:18:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.3189, loss: 2.3189 2023-12-19 19:46:20,059 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 14:17:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.2826, loss: 2.2826 2023-12-19 19:46:42,621 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 14:17:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.3551, loss: 2.3551 2023-12-19 19:47:05,132 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 14:17:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.3619, loss: 2.3619 2023-12-19 19:47:27,924 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 14:16:42, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.3594, loss: 2.3594 2023-12-19 19:47:50,582 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 14:16:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.3513, loss: 2.3513 2023-12-19 19:48:13,107 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 14:15:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.3110, loss: 2.3110 2023-12-19 19:48:35,719 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 14:15:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.3025, loss: 2.3025 2023-12-19 19:48:58,324 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 14:15:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.3343, loss: 2.3343 2023-12-19 19:49:20,982 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 14:14:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.3229, loss: 2.3229 2023-12-19 19:49:43,512 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 14:14:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.3376, loss: 2.3376 2023-12-19 19:50:05,975 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 14:13:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.3362, loss: 2.3362 2023-12-19 19:50:28,525 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 14:13:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.3443, loss: 2.3443 2023-12-19 19:50:51,158 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 14:13:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.3478, loss: 2.3478 2023-12-19 19:51:13,666 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 14:12:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.3585, loss: 2.3585 2023-12-19 19:51:36,150 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 14:12:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.3535, loss: 2.3535 2023-12-19 19:51:58,814 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 14:12:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.3736, loss: 2.3736 2023-12-19 19:52:21,334 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 14:11:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.3462, loss: 2.3462 2023-12-19 19:52:43,919 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 14:11:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.3519, loss: 2.3519 2023-12-19 19:53:06,527 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 14:10:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.3378, loss: 2.3378 2023-12-19 19:53:29,085 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 14:10:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.3898, loss: 2.3898 2023-12-19 19:53:51,645 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 14:10:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.3610, loss: 2.3610 2023-12-19 19:54:14,264 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 14:09:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.3256, loss: 2.3256 2023-12-19 19:54:36,826 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 14:09:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 2.3164, loss: 2.3164 2023-12-19 19:54:59,435 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 14:08:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.3368, loss: 2.3368 2023-12-19 19:55:21,996 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 14:08:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.3585, loss: 2.3585 2023-12-19 19:55:44,623 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 14:08:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.3489, loss: 2.3489 2023-12-19 19:56:07,283 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 14:07:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.3540, loss: 2.3540 2023-12-19 19:56:29,871 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 14:07:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 2.3855, loss: 2.3855 2023-12-19 19:56:52,497 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 14:07:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.3394, loss: 2.3394 2023-12-19 19:57:15,049 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 14:06:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.3451, loss: 2.3451 2023-12-19 19:57:37,537 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 14:06:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.3428, loss: 2.3428 2023-12-19 19:58:00,156 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 14:05:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.3696, loss: 2.3696 2023-12-19 19:58:22,825 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 14:05:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.3609, loss: 2.3609 2023-12-19 19:58:45,397 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 14:05:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.3507, loss: 2.3507 2023-12-19 19:59:08,064 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 14:04:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.3565, loss: 2.3565 2023-12-19 19:59:17,611 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-19 20:02:53,048 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:02:53,585 - pyskl - INFO - top1_acc 0.7738 top5_acc 0.9493 2023-12-19 20:02:53,609 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7738, top5_acc: 0.9493 2023-12-19 20:03:40,576 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 14:04:19, time: 0.470, data_time: 0.242, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.3275, loss: 2.3275 2023-12-19 20:04:03,162 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 14:03:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.3168, loss: 2.3168 2023-12-19 20:04:25,755 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 14:03:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.3220, loss: 2.3220 2023-12-19 20:04:48,489 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 14:03:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.3201, loss: 2.3201 2023-12-19 20:05:11,195 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 14:02:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.2944, loss: 2.2944 2023-12-19 20:05:33,755 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 14:02:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.3540, loss: 2.3540 2023-12-19 20:05:56,282 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 14:02:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.3282, loss: 2.3282 2023-12-19 20:06:18,788 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 14:01:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.2961, loss: 2.2961 2023-12-19 20:06:41,545 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 14:01:14, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.3123, loss: 2.3123 2023-12-19 20:07:04,035 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 14:00:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.3205, loss: 2.3205 2023-12-19 20:07:26,514 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 14:00:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.3367, loss: 2.3367 2023-12-19 20:07:49,066 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 14:00:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.3409, loss: 2.3409 2023-12-19 20:08:11,626 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 13:59:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.3472, loss: 2.3472 2023-12-19 20:08:34,132 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 13:59:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.3003, loss: 2.3003 2023-12-19 20:08:56,729 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 13:58:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3125, loss: 2.3125 2023-12-19 20:09:19,267 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 13:58:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9806, loss_cls: 2.3033, loss: 2.3033 2023-12-19 20:09:41,874 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 13:58:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.3046, loss: 2.3046 2023-12-19 20:10:04,482 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 13:57:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.3372, loss: 2.3372 2023-12-19 20:10:27,005 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 13:57:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3330, loss: 2.3330 2023-12-19 20:10:49,681 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 13:56:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.3082, loss: 2.3082 2023-12-19 20:11:12,212 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 13:56:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.3537, loss: 2.3537 2023-12-19 20:11:34,978 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 13:56:12, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.3397, loss: 2.3397 2023-12-19 20:11:57,580 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 13:55:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.3717, loss: 2.3717 2023-12-19 20:12:20,117 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 13:55:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.3424, loss: 2.3424 2023-12-19 20:12:42,633 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 13:55:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.3313, loss: 2.3313 2023-12-19 20:13:05,191 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 13:54:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.3618, loss: 2.3618 2023-12-19 20:13:27,734 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 13:54:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.3159, loss: 2.3159 2023-12-19 20:13:50,305 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 13:53:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.3591, loss: 2.3591 2023-12-19 20:14:12,823 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 13:53:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 2.3598, loss: 2.3598 2023-12-19 20:14:35,438 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 13:53:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.3432, loss: 2.3432 2023-12-19 20:14:58,076 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 13:52:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.3180, loss: 2.3180 2023-12-19 20:15:20,653 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 13:52:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.3662, loss: 2.3662 2023-12-19 20:15:43,275 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 13:51:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.3483, loss: 2.3483 2023-12-19 20:16:05,926 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 13:51:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.3725, loss: 2.3725 2023-12-19 20:16:28,465 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 13:51:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.3901, loss: 2.3901 2023-12-19 20:16:51,141 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 13:50:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9769, loss_cls: 2.3625, loss: 2.3625 2023-12-19 20:17:13,770 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 13:50:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.3584, loss: 2.3584 2023-12-19 20:17:36,356 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 13:50:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.3735, loss: 2.3735 2023-12-19 20:17:58,906 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 13:49:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.2879, loss: 2.2879 2023-12-19 20:18:08,469 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-19 20:21:44,054 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:21:44,569 - pyskl - INFO - top1_acc 0.7587 top5_acc 0.9474 2023-12-19 20:21:44,599 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.7587, top5_acc: 0.9474 2023-12-19 20:22:31,651 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 13:49:14, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.3153, loss: 2.3153 2023-12-19 20:22:54,310 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 13:48:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.3107, loss: 2.3107 2023-12-19 20:23:16,934 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 13:48:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.2821, loss: 2.2821 2023-12-19 20:23:39,506 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 13:48:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.3050, loss: 2.3050 2023-12-19 20:24:02,116 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 13:47:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.2664, loss: 2.2664 2023-12-19 20:24:24,593 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 13:47:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.2672, loss: 2.2672 2023-12-19 20:24:47,158 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 13:46:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.2787, loss: 2.2787 2023-12-19 20:25:09,786 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 13:46:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.3039, loss: 2.3039 2023-12-19 20:25:32,373 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 13:46:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.2831, loss: 2.2831 2023-12-19 20:25:54,922 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 13:45:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.3032, loss: 2.3032 2023-12-19 20:26:17,477 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 13:45:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 2.3475, loss: 2.3475 2023-12-19 20:26:40,150 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 13:44:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.3303, loss: 2.3303 2023-12-19 20:27:02,782 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 13:44:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.3375, loss: 2.3375 2023-12-19 20:27:25,353 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 13:44:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.2951, loss: 2.2951 2023-12-19 20:27:47,941 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 13:43:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.3425, loss: 2.3425 2023-12-19 20:28:10,449 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 13:43:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.3223, loss: 2.3223 2023-12-19 20:28:32,891 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 13:43:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.3287, loss: 2.3287 2023-12-19 20:28:55,422 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 13:42:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.2945, loss: 2.2945 2023-12-19 20:29:18,002 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 13:42:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.3210, loss: 2.3210 2023-12-19 20:29:40,480 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 13:41:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.3403, loss: 2.3403 2023-12-19 20:30:03,064 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 13:41:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.2937, loss: 2.2937 2023-12-19 20:30:25,697 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 13:41:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.3303, loss: 2.3303 2023-12-19 20:30:48,242 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 13:40:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.3385, loss: 2.3385 2023-12-19 20:31:10,848 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 13:40:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 2.3732, loss: 2.3732 2023-12-19 20:31:33,479 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 13:39:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.3144, loss: 2.3144 2023-12-19 20:31:56,100 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 13:39:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.3337, loss: 2.3337 2023-12-19 20:32:18,631 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 13:39:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3088, loss: 2.3088 2023-12-19 20:32:41,193 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 13:38:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.3319, loss: 2.3319 2023-12-19 20:33:03,794 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 13:38:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.3247, loss: 2.3247 2023-12-19 20:33:26,405 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 13:38:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.3132, loss: 2.3132 2023-12-19 20:33:48,991 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 13:37:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.3313, loss: 2.3313 2023-12-19 20:34:11,543 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 13:37:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3313, loss: 2.3313 2023-12-19 20:34:34,115 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 13:36:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.3368, loss: 2.3368 2023-12-19 20:34:56,719 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 13:36:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.2798, loss: 2.2798 2023-12-19 20:35:19,137 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 13:36:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 2.3494, loss: 2.3494 2023-12-19 20:35:41,709 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 13:35:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.3591, loss: 2.3591 2023-12-19 20:36:04,101 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 13:35:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.3129, loss: 2.3129 2023-12-19 20:36:26,676 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 13:34:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.3378, loss: 2.3378 2023-12-19 20:36:49,132 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 13:34:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.2675, loss: 2.2675 2023-12-19 20:36:58,771 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-19 20:40:34,306 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:40:34,945 - pyskl - INFO - top1_acc 0.8043 top5_acc 0.9642 2023-12-19 20:40:34,949 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_92.pth was removed 2023-12-19 20:40:35,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. 2023-12-19 20:40:35,112 - pyskl - INFO - Best top1_acc is 0.8043 at 96 epoch. 2023-12-19 20:40:35,142 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8043, top5_acc: 0.9642 2023-12-19 20:41:22,181 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 13:34:09, time: 0.470, data_time: 0.245, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.3106, loss: 2.3106 2023-12-19 20:41:44,825 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 13:33:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.2854, loss: 2.2854 2023-12-19 20:42:07,406 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 13:33:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.2887, loss: 2.2887 2023-12-19 20:42:29,974 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 13:32:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 2.3228, loss: 2.3228 2023-12-19 20:42:52,654 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 13:32:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.2901, loss: 2.2901 2023-12-19 20:43:15,183 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 13:32:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.2653, loss: 2.2653 2023-12-19 20:43:37,637 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 13:31:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.3309, loss: 2.3309 2023-12-19 20:44:00,221 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 13:31:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2925, loss: 2.2925 2023-12-19 20:44:22,747 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 13:31:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.2941, loss: 2.2941 2023-12-19 20:44:45,312 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 13:30:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.2776, loss: 2.2776 2023-12-19 20:45:07,872 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 13:30:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.3603, loss: 2.3603 2023-12-19 20:45:30,447 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 13:29:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.2979, loss: 2.2979 2023-12-19 20:45:53,024 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 13:29:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.2799, loss: 2.2799 2023-12-19 20:46:15,571 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 13:29:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.3056, loss: 2.3056 2023-12-19 20:46:38,171 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 13:28:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 2.3132, loss: 2.3132 2023-12-19 20:47:00,722 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 13:28:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.2869, loss: 2.2869 2023-12-19 20:47:23,230 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 13:27:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.3164, loss: 2.3164 2023-12-19 20:47:45,856 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 13:27:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.3200, loss: 2.3200 2023-12-19 20:48:08,438 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 13:27:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 2.3104, loss: 2.3104 2023-12-19 20:48:31,017 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 13:26:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.3236, loss: 2.3236 2023-12-19 20:48:53,564 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 13:26:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.3085, loss: 2.3085 2023-12-19 20:49:16,136 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 13:26:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 2.3396, loss: 2.3396 2023-12-19 20:49:38,695 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 13:25:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.3051, loss: 2.3051 2023-12-19 20:50:01,235 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 13:25:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.3086, loss: 2.3086 2023-12-19 20:50:23,810 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 13:24:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.3314, loss: 2.3314 2023-12-19 20:50:46,333 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 13:24:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.3374, loss: 2.3374 2023-12-19 20:51:08,764 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 13:24:06, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9800, loss_cls: 2.3197, loss: 2.3197 2023-12-19 20:51:31,260 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 13:23:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.3531, loss: 2.3531 2023-12-19 20:51:53,736 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 13:23:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3087, loss: 2.3087 2023-12-19 20:52:16,207 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 13:22:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9794, loss_cls: 2.2992, loss: 2.2992 2023-12-19 20:52:38,825 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 13:22:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 2.2878, loss: 2.2878 2023-12-19 20:53:01,504 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 13:22:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 2.3856, loss: 2.3856 2023-12-19 20:53:24,129 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 13:21:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.3291, loss: 2.3291 2023-12-19 20:53:46,665 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 13:21:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.3265, loss: 2.3265 2023-12-19 20:54:09,311 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 13:21:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.3060, loss: 2.3060 2023-12-19 20:54:31,857 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 13:20:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.2803, loss: 2.2803 2023-12-19 20:54:54,434 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 13:20:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.3255, loss: 2.3255 2023-12-19 20:55:16,855 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 13:19:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 2.3106, loss: 2.3106 2023-12-19 20:55:39,371 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 13:19:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.3584, loss: 2.3584 2023-12-19 20:55:48,855 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-19 20:59:23,635 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 20:59:24,219 - pyskl - INFO - top1_acc 0.7821 top5_acc 0.9534 2023-12-19 20:59:24,241 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.7821, top5_acc: 0.9534 2023-12-19 21:00:10,382 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 13:19:03, time: 0.461, data_time: 0.235, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2618, loss: 2.2618 2023-12-19 21:00:32,764 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 13:18:40, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.3118, loss: 2.3118 2023-12-19 21:00:55,261 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 13:18:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.2981, loss: 2.2981 2023-12-19 21:01:17,710 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 13:17:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.2864, loss: 2.2864 2023-12-19 21:01:40,230 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 13:17:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.2796, loss: 2.2796 2023-12-19 21:02:02,845 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 13:17:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 2.3173, loss: 2.3173 2023-12-19 21:02:25,318 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 13:16:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9912, loss_cls: 2.3254, loss: 2.3254 2023-12-19 21:02:47,885 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 13:16:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.2920, loss: 2.2920 2023-12-19 21:03:10,471 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 13:15:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 2.3193, loss: 2.3193 2023-12-19 21:03:33,027 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 13:15:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.3313, loss: 2.3313 2023-12-19 21:03:55,623 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 13:15:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.3235, loss: 2.3235 2023-12-19 21:04:18,274 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 13:14:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.3190, loss: 2.3190 2023-12-19 21:04:40,910 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 13:14:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3386, loss: 2.3386 2023-12-19 21:05:03,425 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 13:14:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9794, loss_cls: 2.3039, loss: 2.3039 2023-12-19 21:05:26,023 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 13:13:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.2858, loss: 2.2858 2023-12-19 21:05:48,525 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 13:13:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.2865, loss: 2.2865 2023-12-19 21:06:11,160 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 13:12:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.3123, loss: 2.3123 2023-12-19 21:06:33,709 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 13:12:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.3156, loss: 2.3156 2023-12-19 21:06:56,177 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 13:12:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.3148, loss: 2.3148 2023-12-19 21:07:18,797 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 13:11:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.3077, loss: 2.3077 2023-12-19 21:07:41,194 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 13:11:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 2.3145, loss: 2.3145 2023-12-19 21:08:03,684 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 13:10:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.3084, loss: 2.3084 2023-12-19 21:08:26,183 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 13:10:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.2981, loss: 2.2981 2023-12-19 21:08:48,570 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 13:10:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 2.3002, loss: 2.3002 2023-12-19 21:09:11,118 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 13:09:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.3391, loss: 2.3391 2023-12-19 21:09:33,662 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 13:09:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2922, loss: 2.2922 2023-12-19 21:09:56,260 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 13:09:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.3300, loss: 2.3300 2023-12-19 21:10:18,741 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 13:08:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.2999, loss: 2.2999 2023-12-19 21:10:41,300 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 13:08:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.2793, loss: 2.2793 2023-12-19 21:11:03,998 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 13:07:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.2977, loss: 2.2977 2023-12-19 21:11:26,442 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 13:07:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9781, loss_cls: 2.3330, loss: 2.3330 2023-12-19 21:11:49,053 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 13:07:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.3340, loss: 2.3340 2023-12-19 21:12:11,610 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 13:06:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.3588, loss: 2.3588 2023-12-19 21:12:34,199 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 13:06:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.3088, loss: 2.3088 2023-12-19 21:12:56,749 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 13:05:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.3291, loss: 2.3291 2023-12-19 21:13:19,386 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 13:05:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9769, loss_cls: 2.3238, loss: 2.3238 2023-12-19 21:13:41,889 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 13:05:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.3647, loss: 2.3647 2023-12-19 21:14:04,418 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 13:04:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.2903, loss: 2.2903 2023-12-19 21:14:26,945 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 13:04:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.3023, loss: 2.3023 2023-12-19 21:14:36,500 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-19 21:18:10,900 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 21:18:11,439 - pyskl - INFO - top1_acc 0.7920 top5_acc 0.9608 2023-12-19 21:18:11,463 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.7920, top5_acc: 0.9608 2023-12-19 21:18:58,313 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 13:03:57, time: 0.468, data_time: 0.242, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.2730, loss: 2.2730 2023-12-19 21:19:20,760 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 13:03:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2536, loss: 2.2536 2023-12-19 21:19:43,328 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 13:03:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.2520, loss: 2.2520 2023-12-19 21:20:05,930 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 13:02:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.2693, loss: 2.2693 2023-12-19 21:20:28,430 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 13:02:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.2899, loss: 2.2899 2023-12-19 21:20:50,950 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 13:02:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.2647, loss: 2.2647 2023-12-19 21:21:13,436 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 13:01:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 2.2916, loss: 2.2916 2023-12-19 21:21:35,968 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 13:01:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.2740, loss: 2.2740 2023-12-19 21:21:58,591 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 13:00:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.2646, loss: 2.2646 2023-12-19 21:22:21,130 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 13:00:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.2847, loss: 2.2847 2023-12-19 21:22:43,639 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 13:00:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.3052, loss: 2.3052 2023-12-19 21:23:06,176 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 12:59:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.2942, loss: 2.2942 2023-12-19 21:23:28,638 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 12:59:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.3278, loss: 2.3278 2023-12-19 21:23:51,169 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 12:58:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.2905, loss: 2.2905 2023-12-19 21:24:13,689 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 12:58:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.2222, loss: 2.2222 2023-12-19 21:24:36,239 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 12:58:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.2874, loss: 2.2874 2023-12-19 21:24:58,868 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 12:57:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.3216, loss: 2.3216 2023-12-19 21:25:21,394 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 12:57:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 2.3549, loss: 2.3549 2023-12-19 21:25:44,074 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 12:57:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.3154, loss: 2.3154 2023-12-19 21:26:06,760 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 12:56:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.2918, loss: 2.2918 2023-12-19 21:26:29,318 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 12:56:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 2.2986, loss: 2.2986 2023-12-19 21:26:51,980 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 12:55:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.2711, loss: 2.2711 2023-12-19 21:27:14,425 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 12:55:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.3009, loss: 2.3009 2023-12-19 21:27:37,018 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 12:55:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.3166, loss: 2.3166 2023-12-19 21:27:59,542 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 12:54:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.2963, loss: 2.2963 2023-12-19 21:28:21,979 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 12:54:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.3054, loss: 2.3054 2023-12-19 21:28:44,515 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 12:53:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.2993, loss: 2.2993 2023-12-19 21:29:07,083 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 12:53:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.2949, loss: 2.2949 2023-12-19 21:29:29,660 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 12:53:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.3687, loss: 2.3687 2023-12-19 21:29:52,199 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 12:52:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.3200, loss: 2.3200 2023-12-19 21:30:14,824 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 12:52:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.2675, loss: 2.2675 2023-12-19 21:30:37,442 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 12:51:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.2855, loss: 2.2855 2023-12-19 21:30:59,959 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 12:51:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.3716, loss: 2.3716 2023-12-19 21:31:22,609 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 12:51:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.2908, loss: 2.2908 2023-12-19 21:31:45,200 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 12:50:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.2936, loss: 2.2936 2023-12-19 21:32:07,800 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 12:50:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.3302, loss: 2.3302 2023-12-19 21:32:30,305 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 12:50:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.3106, loss: 2.3106 2023-12-19 21:32:52,858 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 12:49:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8800, top5_acc: 0.9794, loss_cls: 2.3165, loss: 2.3165 2023-12-19 21:33:15,360 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 12:49:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 2.3036, loss: 2.3036 2023-12-19 21:33:24,902 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-19 21:37:01,602 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 21:37:02,290 - pyskl - INFO - top1_acc 0.7910 top5_acc 0.9587 2023-12-19 21:37:02,317 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.7910, top5_acc: 0.9587 2023-12-19 21:37:48,908 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 12:48:51, time: 0.466, data_time: 0.240, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.2635, loss: 2.2635 2023-12-19 21:38:11,500 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 12:48:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9825, loss_cls: 2.2765, loss: 2.2765 2023-12-19 21:38:33,950 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 12:48:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.2452, loss: 2.2452 2023-12-19 21:38:56,420 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 12:47:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 2.2828, loss: 2.2828 2023-12-19 21:39:18,937 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 12:47:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2450, loss: 2.2450 2023-12-19 21:39:41,559 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 12:46:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.2588, loss: 2.2588 2023-12-19 21:40:04,073 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 12:46:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 2.2710, loss: 2.2710 2023-12-19 21:40:26,693 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 12:46:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2668, loss: 2.2668 2023-12-19 21:40:49,258 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 12:45:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9844, loss_cls: 2.2524, loss: 2.2524 2023-12-19 21:41:11,741 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 12:45:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.2842, loss: 2.2842 2023-12-19 21:41:34,315 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 12:44:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.2633, loss: 2.2633 2023-12-19 21:41:56,914 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 12:44:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.2842, loss: 2.2842 2023-12-19 21:42:19,494 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 12:44:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.2208, loss: 2.2208 2023-12-19 21:42:42,052 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 12:43:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.2899, loss: 2.2899 2023-12-19 21:43:04,645 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 12:43:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.2860, loss: 2.2860 2023-12-19 21:43:27,252 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 12:43:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.2842, loss: 2.2842 2023-12-19 21:43:49,737 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 12:42:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 2.2963, loss: 2.2963 2023-12-19 21:44:12,202 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 12:42:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2428, loss: 2.2428 2023-12-19 21:44:34,736 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 12:41:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.3107, loss: 2.3107 2023-12-19 21:44:57,383 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 12:41:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 2.2956, loss: 2.2956 2023-12-19 21:45:19,894 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 12:41:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 2.2792, loss: 2.2792 2023-12-19 21:45:42,427 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 12:40:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.2746, loss: 2.2746 2023-12-19 21:46:05,161 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 12:40:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.2945, loss: 2.2945 2023-12-19 21:46:27,707 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 12:39:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.3268, loss: 2.3268 2023-12-19 21:46:50,325 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 12:39:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.3225, loss: 2.3225 2023-12-19 21:47:12,959 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 12:39:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.2884, loss: 2.2884 2023-12-19 21:47:35,411 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 12:38:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.2846, loss: 2.2846 2023-12-19 21:47:57,995 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 12:38:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.3521, loss: 2.3521 2023-12-19 21:48:20,626 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 12:38:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2684, loss: 2.2684 2023-12-19 21:48:43,232 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 12:37:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.2971, loss: 2.2971 2023-12-19 21:49:05,802 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 12:37:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.3193, loss: 2.3193 2023-12-19 21:49:28,398 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 12:36:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.3019, loss: 2.3019 2023-12-19 21:49:50,904 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 12:36:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.3126, loss: 2.3126 2023-12-19 21:50:13,418 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 12:36:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.3311, loss: 2.3311 2023-12-19 21:50:35,965 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 12:35:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.3170, loss: 2.3170 2023-12-19 21:50:58,417 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 12:35:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.2979, loss: 2.2979 2023-12-19 21:51:20,852 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 12:34:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.2987, loss: 2.2987 2023-12-19 21:51:43,465 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 12:34:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9806, loss_cls: 2.3030, loss: 2.3030 2023-12-19 21:52:05,999 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 12:34:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.2769, loss: 2.2769 2023-12-19 21:52:15,469 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-19 21:55:50,166 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 21:55:50,675 - pyskl - INFO - top1_acc 0.7884 top5_acc 0.9572 2023-12-19 21:55:50,698 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.7884, top5_acc: 0.9572 2023-12-19 21:56:36,655 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 12:33:45, time: 0.460, data_time: 0.234, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2634, loss: 2.2634 2023-12-19 21:56:59,096 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 12:33:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2195, loss: 2.2195 2023-12-19 21:57:21,612 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 12:32:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.2426, loss: 2.2426 2023-12-19 21:57:44,144 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 12:32:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.2582, loss: 2.2582 2023-12-19 21:58:06,666 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 12:32:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.2882, loss: 2.2882 2023-12-19 21:58:29,153 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 12:31:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.2148, loss: 2.2148 2023-12-19 21:58:51,731 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 12:31:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.2495, loss: 2.2495 2023-12-19 21:59:14,286 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 12:31:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.2929, loss: 2.2929 2023-12-19 21:59:36,790 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 12:30:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.2830, loss: 2.2830 2023-12-19 21:59:59,335 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 12:30:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9838, loss_cls: 2.2849, loss: 2.2849 2023-12-19 22:00:21,932 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 12:29:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.2744, loss: 2.2744 2023-12-19 22:00:44,477 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 12:29:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.2411, loss: 2.2411 2023-12-19 22:01:06,951 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 12:29:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.2479, loss: 2.2479 2023-12-19 22:01:29,518 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 12:28:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.2507, loss: 2.2507 2023-12-19 22:01:51,979 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 12:28:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.2785, loss: 2.2785 2023-12-19 22:02:14,555 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 12:27:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9812, loss_cls: 2.2726, loss: 2.2726 2023-12-19 22:02:37,115 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 12:27:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.2668, loss: 2.2668 2023-12-19 22:02:59,708 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 12:27:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.2666, loss: 2.2666 2023-12-19 22:03:22,259 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 12:26:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2754, loss: 2.2754 2023-12-19 22:03:44,852 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 12:26:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.2832, loss: 2.2832 2023-12-19 22:04:07,353 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 12:26:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.2514, loss: 2.2514 2023-12-19 22:04:29,899 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 12:25:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.2650, loss: 2.2650 2023-12-19 22:04:52,469 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 12:25:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 2.3268, loss: 2.3268 2023-12-19 22:05:14,981 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 12:24:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.2973, loss: 2.2973 2023-12-19 22:05:37,529 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 12:24:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.3228, loss: 2.3228 2023-12-19 22:06:00,080 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 12:24:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.3385, loss: 2.3385 2023-12-19 22:06:22,697 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 12:23:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.2997, loss: 2.2997 2023-12-19 22:06:45,062 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 12:23:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.3057, loss: 2.3057 2023-12-19 22:07:07,599 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 12:22:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.2918, loss: 2.2918 2023-12-19 22:07:30,135 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 12:22:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2490, loss: 2.2490 2023-12-19 22:07:52,671 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 12:22:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3169, loss: 2.3169 2023-12-19 22:08:15,134 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 12:21:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.3184, loss: 2.3184 2023-12-19 22:08:37,574 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 12:21:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.2994, loss: 2.2994 2023-12-19 22:09:00,009 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 12:21:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.3333, loss: 2.3333 2023-12-19 22:09:22,496 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 12:20:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.2739, loss: 2.2739 2023-12-19 22:09:45,052 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 12:20:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.2806, loss: 2.2806 2023-12-19 22:10:07,527 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 12:19:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.2858, loss: 2.2858 2023-12-19 22:10:30,129 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 12:19:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.3150, loss: 2.3150 2023-12-19 22:10:52,627 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 12:19:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 2.2911, loss: 2.2911 2023-12-19 22:11:02,283 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-19 22:14:37,141 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 22:14:37,788 - pyskl - INFO - top1_acc 0.7925 top5_acc 0.9600 2023-12-19 22:14:37,813 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7925, top5_acc: 0.9600 2023-12-19 22:15:23,858 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 12:18:39, time: 0.460, data_time: 0.234, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.2565, loss: 2.2565 2023-12-19 22:15:46,401 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 12:18:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.2200, loss: 2.2200 2023-12-19 22:16:09,007 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 12:17:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.2795, loss: 2.2795 2023-12-19 22:16:31,547 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 12:17:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.2703, loss: 2.2703 2023-12-19 22:16:54,105 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 12:17:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2001, loss: 2.2001 2023-12-19 22:17:16,677 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 12:16:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2255, loss: 2.2255 2023-12-19 22:17:39,184 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 12:16:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1945, loss: 2.1945 2023-12-19 22:18:01,628 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 12:15:57, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.2435, loss: 2.2435 2023-12-19 22:18:24,228 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 12:15:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.2490, loss: 2.2490 2023-12-19 22:18:46,800 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 12:15:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.2572, loss: 2.2572 2023-12-19 22:19:09,457 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 12:14:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2257, loss: 2.2257 2023-12-19 22:19:32,031 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 12:14:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2385, loss: 2.2385 2023-12-19 22:19:54,643 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 12:14:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.2401, loss: 2.2401 2023-12-19 22:20:17,259 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 12:13:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 2.2727, loss: 2.2727 2023-12-19 22:20:39,881 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 12:13:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2754, loss: 2.2754 2023-12-19 22:21:02,416 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 12:12:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.2652, loss: 2.2652 2023-12-19 22:21:24,860 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 12:12:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.2970, loss: 2.2970 2023-12-19 22:21:47,351 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 12:12:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.2699, loss: 2.2699 2023-12-19 22:22:09,881 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 12:11:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2649, loss: 2.2649 2023-12-19 22:22:32,456 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 12:11:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.3013, loss: 2.3013 2023-12-19 22:22:54,999 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 12:10:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 2.2722, loss: 2.2722 2023-12-19 22:23:17,483 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 12:10:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2655, loss: 2.2655 2023-12-19 22:23:39,978 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 12:10:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.2609, loss: 2.2609 2023-12-19 22:24:02,602 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 12:09:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.2985, loss: 2.2985 2023-12-19 22:24:25,197 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 12:09:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2590, loss: 2.2590 2023-12-19 22:24:47,769 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 12:09:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.2522, loss: 2.2522 2023-12-19 22:25:10,368 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 12:08:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.2429, loss: 2.2429 2023-12-19 22:25:32,952 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 12:08:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.2698, loss: 2.2698 2023-12-19 22:25:55,563 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 12:07:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2713, loss: 2.2713 2023-12-19 22:26:18,398 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 12:07:27, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.2938, loss: 2.2938 2023-12-19 22:26:40,849 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 12:07:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.2803, loss: 2.2803 2023-12-19 22:27:03,424 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 12:06:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.2955, loss: 2.2955 2023-12-19 22:27:25,951 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 12:06:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9788, loss_cls: 2.2783, loss: 2.2783 2023-12-19 22:27:48,510 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 12:05:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.2654, loss: 2.2654 2023-12-19 22:28:11,104 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 12:05:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.2905, loss: 2.2905 2023-12-19 22:28:33,676 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 12:05:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 2.3506, loss: 2.3506 2023-12-19 22:28:56,272 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 12:04:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 2.2908, loss: 2.2908 2023-12-19 22:29:18,921 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 12:04:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.2867, loss: 2.2867 2023-12-19 22:29:41,523 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 12:03:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.2668, loss: 2.2668 2023-12-19 22:29:51,063 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-19 22:33:26,525 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 22:33:27,388 - pyskl - INFO - top1_acc 0.7886 top5_acc 0.9558 2023-12-19 22:33:27,414 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7886, top5_acc: 0.9558 2023-12-19 22:34:13,658 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 12:03:33, time: 0.462, data_time: 0.237, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.2839, loss: 2.2839 2023-12-19 22:34:36,251 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 12:03:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2366, loss: 2.2366 2023-12-19 22:34:58,866 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 12:02:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.2256, loss: 2.2256 2023-12-19 22:35:21,431 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 12:02:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.2108, loss: 2.2108 2023-12-19 22:35:44,039 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 12:02:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2218, loss: 2.2218 2023-12-19 22:36:06,745 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 12:01:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 2.2141, loss: 2.2141 2023-12-19 22:36:29,311 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 12:01:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2412, loss: 2.2412 2023-12-19 22:36:51,896 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 12:00:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.2267, loss: 2.2267 2023-12-19 22:37:14,443 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 12:00:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.2366, loss: 2.2366 2023-12-19 22:37:37,062 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 12:00:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.2577, loss: 2.2577 2023-12-19 22:37:59,633 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 11:59:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.2375, loss: 2.2375 2023-12-19 22:38:22,245 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 11:59:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.2562, loss: 2.2562 2023-12-19 22:38:44,877 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 11:58:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.2759, loss: 2.2759 2023-12-19 22:39:07,600 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 11:58:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2296, loss: 2.2296 2023-12-19 22:39:30,205 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 11:58:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2117, loss: 2.2117 2023-12-19 22:39:52,858 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 11:57:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.2711, loss: 2.2711 2023-12-19 22:40:15,471 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 11:57:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2322, loss: 2.2322 2023-12-19 22:40:37,947 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 11:57:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.2283, loss: 2.2283 2023-12-19 22:41:00,521 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 11:56:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.2529, loss: 2.2529 2023-12-19 22:41:23,069 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 11:56:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.2590, loss: 2.2590 2023-12-19 22:41:45,739 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 11:55:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.2526, loss: 2.2526 2023-12-19 22:42:08,263 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 11:55:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.2715, loss: 2.2715 2023-12-19 22:42:30,908 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 11:55:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.2581, loss: 2.2581 2023-12-19 22:42:53,494 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 11:54:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.2343, loss: 2.2343 2023-12-19 22:43:16,025 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 11:54:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.2726, loss: 2.2726 2023-12-19 22:43:38,627 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 11:53:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.2719, loss: 2.2719 2023-12-19 22:44:01,148 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 11:53:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.2695, loss: 2.2695 2023-12-19 22:44:23,763 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 11:53:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.3064, loss: 2.3064 2023-12-19 22:44:46,357 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 11:52:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.2917, loss: 2.2917 2023-12-19 22:45:09,038 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 11:52:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2189, loss: 2.2189 2023-12-19 22:45:31,557 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 11:51:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2218, loss: 2.2218 2023-12-19 22:45:53,978 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 11:51:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8831, top5_acc: 0.9800, loss_cls: 2.3001, loss: 2.3001 2023-12-19 22:46:16,555 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 11:51:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.2867, loss: 2.2867 2023-12-19 22:46:39,100 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 11:50:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.2562, loss: 2.2562 2023-12-19 22:47:01,770 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 11:50:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.2820, loss: 2.2820 2023-12-19 22:47:24,328 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 11:50:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.2778, loss: 2.2778 2023-12-19 22:47:46,951 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 11:49:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.2447, loss: 2.2447 2023-12-19 22:48:09,563 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 11:49:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.2978, loss: 2.2978 2023-12-19 22:48:32,101 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 11:48:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.2679, loss: 2.2679 2023-12-19 22:48:41,639 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-19 22:52:16,727 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 22:52:17,261 - pyskl - INFO - top1_acc 0.7904 top5_acc 0.9548 2023-12-19 22:52:17,290 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.7904, top5_acc: 0.9548 2023-12-19 22:53:03,316 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 11:48:28, time: 0.460, data_time: 0.234, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2153, loss: 2.2153 2023-12-19 22:53:25,949 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 11:48:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.2480, loss: 2.2480 2023-12-19 22:53:48,548 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 11:47:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1733, loss: 2.1733 2023-12-19 22:54:11,033 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 11:47:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.2494, loss: 2.2494 2023-12-19 22:54:33,576 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 11:46:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.1812, loss: 2.1812 2023-12-19 22:54:56,193 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 11:46:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2508, loss: 2.2508 2023-12-19 22:55:18,811 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 11:46:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2225, loss: 2.2225 2023-12-19 22:55:41,412 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 11:45:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.2211, loss: 2.2211 2023-12-19 22:56:03,948 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 11:45:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2041, loss: 2.2041 2023-12-19 22:56:26,741 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 11:45:00, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 2.2312, loss: 2.2312 2023-12-19 22:56:49,407 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 11:44:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2041, loss: 2.2041 2023-12-19 22:57:11,936 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 11:44:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1917, loss: 2.1917 2023-12-19 22:57:34,424 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 11:43:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.2524, loss: 2.2524 2023-12-19 22:57:57,018 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 11:43:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.2458, loss: 2.2458 2023-12-19 22:58:19,511 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 11:43:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2635, loss: 2.2635 2023-12-19 22:58:41,999 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 11:42:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.2516, loss: 2.2516 2023-12-19 22:59:04,586 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 11:42:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.2899, loss: 2.2899 2023-12-19 22:59:27,133 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 11:41:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.2736, loss: 2.2736 2023-12-19 22:59:49,802 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 11:41:32, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.2584, loss: 2.2584 2023-12-19 23:00:12,465 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 11:41:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.2681, loss: 2.2681 2023-12-19 23:00:35,052 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 11:40:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 2.2036, loss: 2.2036 2023-12-19 23:00:57,701 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 11:40:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.3109, loss: 2.3109 2023-12-19 23:01:20,131 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 11:39:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.2739, loss: 2.2739 2023-12-19 23:01:42,645 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 11:39:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2442, loss: 2.2442 2023-12-19 23:02:05,258 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 11:39:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.2644, loss: 2.2644 2023-12-19 23:02:27,758 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 11:38:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2468, loss: 2.2468 2023-12-19 23:02:50,336 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 11:38:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.2491, loss: 2.2491 2023-12-19 23:03:13,054 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 11:38:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.2744, loss: 2.2744 2023-12-19 23:03:35,615 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 11:37:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.2676, loss: 2.2676 2023-12-19 23:03:58,097 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 11:37:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.2391, loss: 2.2391 2023-12-19 23:04:20,610 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 11:36:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9806, loss_cls: 2.2882, loss: 2.2882 2023-12-19 23:04:43,178 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 11:36:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.2695, loss: 2.2695 2023-12-19 23:05:05,761 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 11:36:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.2770, loss: 2.2770 2023-12-19 23:05:28,357 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 11:35:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.2419, loss: 2.2419 2023-12-19 23:05:50,828 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 11:35:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.2356, loss: 2.2356 2023-12-19 23:06:13,365 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 11:34:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.2370, loss: 2.2370 2023-12-19 23:06:35,851 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 11:34:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 2.2586, loss: 2.2586 2023-12-19 23:06:58,363 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 11:34:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.2815, loss: 2.2815 2023-12-19 23:07:20,894 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 11:33:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.2887, loss: 2.2887 2023-12-19 23:07:30,419 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-19 23:11:06,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 23:11:06,519 - pyskl - INFO - top1_acc 0.7918 top5_acc 0.9588 2023-12-19 23:11:06,544 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7918, top5_acc: 0.9588 2023-12-19 23:11:53,393 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 11:33:23, time: 0.468, data_time: 0.243, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.2277, loss: 2.2277 2023-12-19 23:12:15,899 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 11:33:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.1994, loss: 2.1994 2023-12-19 23:12:38,504 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 11:32:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1692, loss: 2.1692 2023-12-19 23:13:01,105 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 11:32:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2203, loss: 2.2203 2023-12-19 23:13:23,664 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 11:31:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.2054, loss: 2.2054 2023-12-19 23:13:46,143 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 11:31:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2179, loss: 2.2179 2023-12-19 23:14:08,803 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 11:31:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 2.2328, loss: 2.2328 2023-12-19 23:14:31,537 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 11:30:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.1946, loss: 2.1946 2023-12-19 23:14:54,048 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 11:30:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.2467, loss: 2.2467 2023-12-19 23:15:16,558 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 11:29:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.2500, loss: 2.2500 2023-12-19 23:15:39,201 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 11:29:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.2418, loss: 2.2418 2023-12-19 23:16:01,793 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 11:29:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.2641, loss: 2.2641 2023-12-19 23:16:24,429 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 11:28:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2575, loss: 2.2575 2023-12-19 23:16:47,032 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 11:28:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2216, loss: 2.2216 2023-12-19 23:17:09,525 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 11:27:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.2293, loss: 2.2293 2023-12-19 23:17:32,165 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 11:27:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9881, loss_cls: 2.2138, loss: 2.2138 2023-12-19 23:17:54,778 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 11:27:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2228, loss: 2.2228 2023-12-19 23:18:17,366 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 11:26:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.2558, loss: 2.2558 2023-12-19 23:18:39,873 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 11:26:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.2224, loss: 2.2224 2023-12-19 23:19:02,501 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 11:26:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2099, loss: 2.2099 2023-12-19 23:19:25,133 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 11:25:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9962, loss_cls: 2.2220, loss: 2.2220 2023-12-19 23:19:47,780 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 11:25:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 2.2329, loss: 2.2329 2023-12-19 23:20:10,319 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 11:24:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 2.2470, loss: 2.2470 2023-12-19 23:20:32,861 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 11:24:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2420, loss: 2.2420 2023-12-19 23:20:55,481 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 11:24:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.2378, loss: 2.2378 2023-12-19 23:21:18,106 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 11:23:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2412, loss: 2.2412 2023-12-19 23:21:40,630 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 11:23:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8888, top5_acc: 0.9925, loss_cls: 2.2733, loss: 2.2733 2023-12-19 23:22:03,154 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 11:22:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2145, loss: 2.2145 2023-12-19 23:22:25,693 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 11:22:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2443, loss: 2.2443 2023-12-19 23:22:48,176 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 11:22:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.2757, loss: 2.2757 2023-12-19 23:23:10,766 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 11:21:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.2364, loss: 2.2364 2023-12-19 23:23:33,295 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 11:21:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 2.2273, loss: 2.2273 2023-12-19 23:23:55,788 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 11:21:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 2.2847, loss: 2.2847 2023-12-19 23:24:18,540 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 11:20:40, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2385, loss: 2.2385 2023-12-19 23:24:41,052 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 11:20:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.2523, loss: 2.2523 2023-12-19 23:25:03,551 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 11:19:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2442, loss: 2.2442 2023-12-19 23:25:26,173 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 11:19:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.2756, loss: 2.2756 2023-12-19 23:25:48,717 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 11:19:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 2.2829, loss: 2.2829 2023-12-19 23:26:11,249 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 11:18:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2596, loss: 2.2596 2023-12-19 23:26:20,839 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-19 23:29:55,947 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 23:29:56,564 - pyskl - INFO - top1_acc 0.8051 top5_acc 0.9630 2023-12-19 23:29:56,570 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_96.pth was removed 2023-12-19 23:29:56,731 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. 2023-12-19 23:29:56,733 - pyskl - INFO - Best top1_acc is 0.8051 at 105 epoch. 2023-12-19 23:29:56,759 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8051, top5_acc: 0.9630 2023-12-19 23:30:42,918 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 11:18:18, time: 0.462, data_time: 0.234, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.2232, loss: 2.2232 2023-12-19 23:31:05,491 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 11:17:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2073, loss: 2.2073 2023-12-19 23:31:27,966 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 11:17:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.2030, loss: 2.2030 2023-12-19 23:31:50,560 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 11:17:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2218, loss: 2.2218 2023-12-19 23:32:13,108 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 11:16:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.1807, loss: 2.1807 2023-12-19 23:32:35,901 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 11:16:22, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2214, loss: 2.2214 2023-12-19 23:32:58,639 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 11:15:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2416, loss: 2.2416 2023-12-19 23:33:21,196 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 11:15:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2303, loss: 2.2303 2023-12-19 23:33:43,749 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 11:15:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2311, loss: 2.2311 2023-12-19 23:34:06,432 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 11:14:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2220, loss: 2.2220 2023-12-19 23:34:29,028 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 11:14:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.1987, loss: 2.1987 2023-12-19 23:34:51,494 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 11:14:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 2.2256, loss: 2.2256 2023-12-19 23:35:14,053 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 11:13:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2453, loss: 2.2453 2023-12-19 23:35:36,669 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 11:13:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2085, loss: 2.2085 2023-12-19 23:35:59,310 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 11:12:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9869, loss_cls: 2.2340, loss: 2.2340 2023-12-19 23:36:21,959 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 11:12:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1996, loss: 2.1996 2023-12-19 23:36:44,521 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 11:12:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 2.2259, loss: 2.2259 2023-12-19 23:37:07,064 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 11:11:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.2655, loss: 2.2655 2023-12-19 23:37:29,616 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 11:11:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.2431, loss: 2.2431 2023-12-19 23:37:52,142 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 11:10:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2360, loss: 2.2360 2023-12-19 23:38:14,573 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 11:10:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2056, loss: 2.2056 2023-12-19 23:38:37,173 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 11:10:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1679, loss: 2.1679 2023-12-19 23:38:59,698 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 11:09:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 2.1940, loss: 2.1940 2023-12-19 23:39:22,244 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 11:09:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.2170, loss: 2.2170 2023-12-19 23:39:44,737 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 11:09:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2769, loss: 2.2769 2023-12-19 23:40:07,360 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 11:08:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.2297, loss: 2.2297 2023-12-19 23:40:29,956 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 11:08:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.2045, loss: 2.2045 2023-12-19 23:40:52,492 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 11:07:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9956, loss_cls: 2.2062, loss: 2.2062 2023-12-19 23:41:15,134 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 11:07:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.2220, loss: 2.2220 2023-12-19 23:41:37,738 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 11:07:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.2518, loss: 2.2518 2023-12-19 23:42:00,360 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 11:06:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.2586, loss: 2.2586 2023-12-19 23:42:22,917 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 11:06:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.2362, loss: 2.2362 2023-12-19 23:42:45,435 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 11:05:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2396, loss: 2.2396 2023-12-19 23:43:08,121 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 11:05:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.2450, loss: 2.2450 2023-12-19 23:43:30,754 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 11:05:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2281, loss: 2.2281 2023-12-19 23:43:53,387 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 11:04:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.2383, loss: 2.2383 2023-12-19 23:44:15,908 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 11:04:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 2.2548, loss: 2.2548 2023-12-19 23:44:38,435 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 11:04:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.2598, loss: 2.2598 2023-12-19 23:45:01,054 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 11:03:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.2446, loss: 2.2446 2023-12-19 23:45:10,536 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-19 23:48:45,230 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-19 23:48:45,737 - pyskl - INFO - top1_acc 0.8055 top5_acc 0.9595 2023-12-19 23:48:45,742 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_105.pth was removed 2023-12-19 23:48:45,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. 2023-12-19 23:48:45,914 - pyskl - INFO - Best top1_acc is 0.8055 at 106 epoch. 2023-12-19 23:48:45,942 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8055, top5_acc: 0.9595 2023-12-19 23:49:32,186 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 11:03:13, time: 0.462, data_time: 0.236, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 2.2114, loss: 2.2114 2023-12-19 23:49:54,818 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 11:02:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.2107, loss: 2.2107 2023-12-19 23:50:17,416 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 11:02:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.1531, loss: 2.1531 2023-12-19 23:50:39,956 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 11:02:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2059, loss: 2.2059 2023-12-19 23:51:02,572 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 11:01:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2084, loss: 2.2084 2023-12-19 23:51:25,223 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 11:01:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1635, loss: 2.1635 2023-12-19 23:51:47,825 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 11:00:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 2.1839, loss: 2.1839 2023-12-19 23:52:10,394 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 11:00:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.1783, loss: 2.1783 2023-12-19 23:52:33,007 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 11:00:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1968, loss: 2.1968 2023-12-19 23:52:55,665 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 10:59:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.2115, loss: 2.2115 2023-12-19 23:53:18,213 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 10:59:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1887, loss: 2.1887 2023-12-19 23:53:40,764 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 10:58:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1995, loss: 2.1995 2023-12-19 23:54:03,315 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 10:58:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2075, loss: 2.2075 2023-12-19 23:54:25,831 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 10:58:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.2108, loss: 2.2108 2023-12-19 23:54:48,386 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 10:57:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1665, loss: 2.1665 2023-12-19 23:55:10,833 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 10:57:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.1969, loss: 2.1969 2023-12-19 23:55:33,389 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 10:57:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.2293, loss: 2.2293 2023-12-19 23:55:56,009 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 10:56:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2060, loss: 2.2060 2023-12-19 23:56:18,716 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 10:56:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.2433, loss: 2.2433 2023-12-19 23:56:41,470 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 10:55:53, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.3129, loss: 2.3129 2023-12-19 23:57:04,162 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 10:55:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.2913, loss: 2.2913 2023-12-19 23:57:26,784 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 10:55:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.2596, loss: 2.2596 2023-12-19 23:57:49,387 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 10:54:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.2605, loss: 2.2605 2023-12-19 23:58:11,921 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 10:54:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9838, loss_cls: 2.2460, loss: 2.2460 2023-12-19 23:58:34,567 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 10:53:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2109, loss: 2.2109 2023-12-19 23:58:57,178 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 10:53:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2148, loss: 2.2148 2023-12-19 23:59:19,704 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 10:53:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.2528, loss: 2.2528 2023-12-19 23:59:42,146 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 10:52:48, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.2156, loss: 2.2156 2023-12-20 00:00:04,646 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 10:52:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2018, loss: 2.2018 2023-12-20 00:00:27,165 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 10:52:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2257, loss: 2.2257 2023-12-20 00:00:49,597 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 10:51:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2183, loss: 2.2183 2023-12-20 00:01:12,096 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 10:51:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2110, loss: 2.2110 2023-12-20 00:01:34,656 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 10:50:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2186, loss: 2.2186 2023-12-20 00:01:57,084 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 10:50:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.1997, loss: 2.1997 2023-12-20 00:02:19,607 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 10:50:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.2624, loss: 2.2624 2023-12-20 00:02:42,142 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 10:49:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.2597, loss: 2.2597 2023-12-20 00:03:04,740 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 10:49:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.2652, loss: 2.2652 2023-12-20 00:03:27,295 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 10:48:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2410, loss: 2.2410 2023-12-20 00:03:49,862 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 10:48:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2230, loss: 2.2230 2023-12-20 00:03:59,351 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-20 00:07:34,850 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 00:07:35,429 - pyskl - INFO - top1_acc 0.8112 top5_acc 0.9644 2023-12-20 00:07:35,433 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_106.pth was removed 2023-12-20 00:07:35,580 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2023-12-20 00:07:35,583 - pyskl - INFO - Best top1_acc is 0.8112 at 107 epoch. 2023-12-20 00:07:35,612 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8112, top5_acc: 0.9644 2023-12-20 00:08:22,296 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 10:48:08, time: 0.467, data_time: 0.241, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.2459, loss: 2.2459 2023-12-20 00:08:44,838 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 10:47:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1786, loss: 2.1786 2023-12-20 00:09:07,344 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 10:47:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1704, loss: 2.1704 2023-12-20 00:09:29,967 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 10:46:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.1600, loss: 2.1600 2023-12-20 00:09:52,465 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 10:46:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.1906, loss: 2.1906 2023-12-20 00:10:14,959 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 10:46:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.1733, loss: 2.1733 2023-12-20 00:10:37,492 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 10:45:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2077, loss: 2.2077 2023-12-20 00:11:00,051 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 10:45:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1943, loss: 2.1943 2023-12-20 00:11:22,631 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 10:45:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.2037, loss: 2.2037 2023-12-20 00:11:45,332 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 10:44:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.2341, loss: 2.2341 2023-12-20 00:12:07,793 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 10:44:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1681, loss: 2.1681 2023-12-20 00:12:30,312 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 10:43:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.2024, loss: 2.2024 2023-12-20 00:12:52,811 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 10:43:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.1858, loss: 2.1858 2023-12-20 00:13:15,293 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 10:43:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1940, loss: 2.1940 2023-12-20 00:13:37,817 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 10:42:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1868, loss: 2.1868 2023-12-20 00:14:00,347 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 10:42:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.2199, loss: 2.2199 2023-12-20 00:14:22,879 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 10:41:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2100, loss: 2.2100 2023-12-20 00:14:45,378 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 10:41:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1921, loss: 2.1921 2023-12-20 00:15:07,901 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 10:41:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2243, loss: 2.2243 2023-12-20 00:15:30,358 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 10:40:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1615, loss: 2.1615 2023-12-20 00:15:52,966 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 10:40:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.2290, loss: 2.2290 2023-12-20 00:16:15,570 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 10:40:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.2254, loss: 2.2254 2023-12-20 00:16:38,210 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 10:39:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1811, loss: 2.1811 2023-12-20 00:17:00,877 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 10:39:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2146, loss: 2.2146 2023-12-20 00:17:23,453 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 10:38:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.1940, loss: 2.1940 2023-12-20 00:17:46,066 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 10:38:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2200, loss: 2.2200 2023-12-20 00:18:08,854 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 10:38:06, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2125, loss: 2.2125 2023-12-20 00:18:31,325 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 10:37:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 2.2310, loss: 2.2310 2023-12-20 00:18:53,834 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 10:37:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1827, loss: 2.1827 2023-12-20 00:19:16,309 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 10:36:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.2127, loss: 2.2127 2023-12-20 00:19:38,766 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 10:36:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2017, loss: 2.2017 2023-12-20 00:20:01,260 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 10:36:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.2238, loss: 2.2238 2023-12-20 00:20:23,919 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 10:35:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9962, loss_cls: 2.2082, loss: 2.2082 2023-12-20 00:20:46,443 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 10:35:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.2469, loss: 2.2469 2023-12-20 00:21:08,968 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 10:35:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.2079, loss: 2.2079 2023-12-20 00:21:31,541 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 10:34:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.2013, loss: 2.2013 2023-12-20 00:21:54,068 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 10:34:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.2067, loss: 2.2067 2023-12-20 00:22:16,565 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 10:33:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2057, loss: 2.2057 2023-12-20 00:22:39,127 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 10:33:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.2123, loss: 2.2123 2023-12-20 00:22:48,675 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-20 00:26:24,606 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 00:26:25,161 - pyskl - INFO - top1_acc 0.8028 top5_acc 0.9626 2023-12-20 00:26:25,187 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8028, top5_acc: 0.9626 2023-12-20 00:27:11,247 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 10:33:02, time: 0.461, data_time: 0.236, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1896, loss: 2.1896 2023-12-20 00:27:33,835 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 10:32:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.1721, loss: 2.1721 2023-12-20 00:27:56,389 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 10:32:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.2099, loss: 2.2099 2023-12-20 00:28:19,095 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 10:31:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1605, loss: 2.1605 2023-12-20 00:28:41,673 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 10:31:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.1951, loss: 2.1951 2023-12-20 00:29:04,288 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 10:31:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.1943, loss: 2.1943 2023-12-20 00:29:26,733 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 10:30:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.1512, loss: 2.1512 2023-12-20 00:29:49,405 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 10:30:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.1825, loss: 2.1825 2023-12-20 00:30:12,019 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 10:29:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1642, loss: 2.1642 2023-12-20 00:30:34,687 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 10:29:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.1794, loss: 2.1794 2023-12-20 00:30:57,285 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 10:29:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.1810, loss: 2.1810 2023-12-20 00:31:19,885 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 10:28:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.1919, loss: 2.1919 2023-12-20 00:31:42,406 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 10:28:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1854, loss: 2.1854 2023-12-20 00:32:04,941 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 10:28:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.1524, loss: 2.1524 2023-12-20 00:32:27,551 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 10:27:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1632, loss: 2.1632 2023-12-20 00:32:50,191 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 10:27:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1799, loss: 2.1799 2023-12-20 00:33:12,772 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 10:26:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2048, loss: 2.2048 2023-12-20 00:33:35,383 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 10:26:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.1801, loss: 2.1801 2023-12-20 00:33:58,036 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 10:26:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.1806, loss: 2.1806 2023-12-20 00:34:20,540 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 10:25:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.1993, loss: 2.1993 2023-12-20 00:34:43,179 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 10:25:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 2.1982, loss: 2.1982 2023-12-20 00:35:05,839 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 10:24:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 2.1996, loss: 2.1996 2023-12-20 00:35:28,421 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 10:24:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.1592, loss: 2.1592 2023-12-20 00:35:50,971 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 10:24:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1775, loss: 2.1775 2023-12-20 00:36:13,615 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 10:23:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 2.2001, loss: 2.2001 2023-12-20 00:36:36,088 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 10:23:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2128, loss: 2.2128 2023-12-20 00:36:58,689 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 10:23:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.1815, loss: 2.1815 2023-12-20 00:37:21,297 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 10:22:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.1957, loss: 2.1957 2023-12-20 00:37:43,898 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 10:22:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9875, loss_cls: 2.1968, loss: 2.1968 2023-12-20 00:38:06,531 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 10:21:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 2.1970, loss: 2.1970 2023-12-20 00:38:29,021 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 10:21:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.2040, loss: 2.2040 2023-12-20 00:38:51,520 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 10:21:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1967, loss: 2.1967 2023-12-20 00:39:14,147 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 10:20:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1802, loss: 2.1802 2023-12-20 00:39:36,709 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 10:20:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.2326, loss: 2.2326 2023-12-20 00:39:59,303 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 10:19:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2223, loss: 2.2223 2023-12-20 00:40:21,834 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 10:19:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2027, loss: 2.2027 2023-12-20 00:40:44,514 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 10:19:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.2412, loss: 2.2412 2023-12-20 00:41:07,062 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 10:18:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2284, loss: 2.2284 2023-12-20 00:41:29,550 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 10:18:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2129, loss: 2.2129 2023-12-20 00:41:39,080 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-20 00:45:14,411 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 00:45:15,001 - pyskl - INFO - top1_acc 0.8080 top5_acc 0.9608 2023-12-20 00:45:15,025 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8080, top5_acc: 0.9608 2023-12-20 00:46:01,010 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 10:17:57, time: 0.460, data_time: 0.235, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.1816, loss: 2.1816 2023-12-20 00:46:23,538 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 10:17:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1718, loss: 2.1718 2023-12-20 00:46:46,206 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 10:17:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1519, loss: 2.1519 2023-12-20 00:47:08,865 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 10:16:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1531, loss: 2.1531 2023-12-20 00:47:31,433 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 10:16:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1610, loss: 2.1610 2023-12-20 00:47:53,857 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 10:16:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1722, loss: 2.1722 2023-12-20 00:48:16,387 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 10:15:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.1902, loss: 2.1902 2023-12-20 00:48:38,927 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 10:15:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1718, loss: 2.1718 2023-12-20 00:49:01,423 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 10:14:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1640, loss: 2.1640 2023-12-20 00:49:24,143 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 10:14:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1872, loss: 2.1872 2023-12-20 00:49:46,716 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 10:14:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1966, loss: 2.1966 2023-12-20 00:50:09,275 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 10:13:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 2.1752, loss: 2.1752 2023-12-20 00:50:31,899 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 10:13:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1625, loss: 2.1625 2023-12-20 00:50:54,439 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 10:12:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 2.1476, loss: 2.1476 2023-12-20 00:51:16,989 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 10:12:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.1575, loss: 2.1575 2023-12-20 00:51:39,509 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 10:12:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.1763, loss: 2.1763 2023-12-20 00:52:02,119 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 10:11:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1550, loss: 2.1550 2023-12-20 00:52:24,714 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 10:11:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1701, loss: 2.1701 2023-12-20 00:52:47,221 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 10:11:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 2.1657, loss: 2.1657 2023-12-20 00:53:09,720 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 10:10:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1512, loss: 2.1512 2023-12-20 00:53:32,306 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 10:10:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1631, loss: 2.1631 2023-12-20 00:53:54,878 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 10:09:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 2.2057, loss: 2.2057 2023-12-20 00:54:17,394 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 10:09:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.1935, loss: 2.1935 2023-12-20 00:54:39,945 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 10:09:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1818, loss: 2.1818 2023-12-20 00:55:02,485 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 10:08:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1800, loss: 2.1800 2023-12-20 00:55:25,095 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 10:08:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1832, loss: 2.1832 2023-12-20 00:55:47,595 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 10:07:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.1892, loss: 2.1892 2023-12-20 00:56:10,014 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 10:07:32, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2222, loss: 2.2222 2023-12-20 00:56:32,403 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 10:07:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.2235, loss: 2.2235 2023-12-20 00:56:54,946 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 10:06:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2000, loss: 2.2000 2023-12-20 00:57:17,467 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 10:06:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 2.2073, loss: 2.2073 2023-12-20 00:57:39,957 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 10:06:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.1565, loss: 2.1565 2023-12-20 00:58:02,488 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 10:05:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.2203, loss: 2.2203 2023-12-20 00:58:25,133 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 10:05:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.2212, loss: 2.2212 2023-12-20 00:58:47,632 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 10:04:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2068, loss: 2.2068 2023-12-20 00:59:10,209 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 10:04:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 2.1795, loss: 2.1795 2023-12-20 00:59:32,726 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 10:04:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 2.1764, loss: 2.1764 2023-12-20 00:59:55,276 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 10:03:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1813, loss: 2.1813 2023-12-20 01:00:17,802 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 10:03:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.1782, loss: 2.1782 2023-12-20 01:00:27,301 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-20 01:04:02,624 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:04:03,296 - pyskl - INFO - top1_acc 0.8041 top5_acc 0.9612 2023-12-20 01:04:03,318 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8041, top5_acc: 0.9612 2023-12-20 01:04:50,858 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 10:02:52, time: 0.475, data_time: 0.249, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1629, loss: 2.1629 2023-12-20 01:05:13,469 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 10:02:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1568, loss: 2.1568 2023-12-20 01:05:35,986 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 10:02:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1726, loss: 2.1726 2023-12-20 01:05:58,544 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 10:01:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 2.1867, loss: 2.1867 2023-12-20 01:06:21,170 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 10:01:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 2.1534, loss: 2.1534 2023-12-20 01:06:43,665 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 10:00:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1311, loss: 2.1311 2023-12-20 01:07:06,348 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 10:00:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1461, loss: 2.1461 2023-12-20 01:07:29,007 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 10:00:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 2.1410, loss: 2.1410 2023-12-20 01:07:51,574 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 9:59:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2152, loss: 2.2152 2023-12-20 01:08:14,188 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 9:59:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1417, loss: 2.1417 2023-12-20 01:08:36,766 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 9:59:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 2.1553, loss: 2.1553 2023-12-20 01:08:59,374 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 9:58:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1532, loss: 2.1532 2023-12-20 01:09:22,072 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 9:58:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.1580, loss: 2.1580 2023-12-20 01:09:44,567 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 9:57:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 2.1437, loss: 2.1437 2023-12-20 01:10:07,132 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 9:57:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 2.1954, loss: 2.1954 2023-12-20 01:10:29,667 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 9:57:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1639, loss: 2.1639 2023-12-20 01:10:52,238 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 9:56:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1692, loss: 2.1692 2023-12-20 01:11:14,921 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 9:56:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.1576, loss: 2.1576 2023-12-20 01:11:37,562 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 9:55:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.1585, loss: 2.1585 2023-12-20 01:12:00,079 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 9:55:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1559, loss: 2.1559 2023-12-20 01:12:22,609 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 9:55:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.1611, loss: 2.1611 2023-12-20 01:12:45,171 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 9:54:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.1646, loss: 2.1646 2023-12-20 01:13:07,742 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 9:54:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1971, loss: 2.1971 2023-12-20 01:13:30,315 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 9:54:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 2.1703, loss: 2.1703 2023-12-20 01:13:52,878 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 9:53:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2063, loss: 2.2063 2023-12-20 01:14:15,495 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 9:53:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1665, loss: 2.1665 2023-12-20 01:14:38,095 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 9:52:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 2.1794, loss: 2.1794 2023-12-20 01:15:00,650 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 9:52:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.1819, loss: 2.1819 2023-12-20 01:15:23,276 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 9:52:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.1583, loss: 2.1583 2023-12-20 01:15:45,849 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 9:51:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1518, loss: 2.1518 2023-12-20 01:16:08,473 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 9:51:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.1609, loss: 2.1609 2023-12-20 01:16:30,935 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 9:50:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2050, loss: 2.2050 2023-12-20 01:16:53,267 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 9:50:32, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1629, loss: 2.1629 2023-12-20 01:17:15,789 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 9:50:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.2167, loss: 2.2167 2023-12-20 01:17:38,411 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 9:49:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1711, loss: 2.1711 2023-12-20 01:18:00,990 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 9:49:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1645, loss: 2.1645 2023-12-20 01:18:23,656 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 9:49:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 2.1812, loss: 2.1812 2023-12-20 01:18:46,220 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 9:48:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2035, loss: 2.2035 2023-12-20 01:19:08,877 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 9:48:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1762, loss: 2.1762 2023-12-20 01:19:18,386 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-20 01:22:52,960 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:22:53,492 - pyskl - INFO - top1_acc 0.8075 top5_acc 0.9614 2023-12-20 01:22:53,517 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8075, top5_acc: 0.9614 2023-12-20 01:23:39,830 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 9:47:46, time: 0.463, data_time: 0.238, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1530, loss: 2.1530 2023-12-20 01:24:02,279 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 9:47:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.1285, loss: 2.1285 2023-12-20 01:24:24,865 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 9:47:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1209, loss: 2.1209 2023-12-20 01:24:47,425 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 9:46:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.1234, loss: 2.1234 2023-12-20 01:25:10,131 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 9:46:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1635, loss: 2.1635 2023-12-20 01:25:32,727 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 9:45:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1734, loss: 2.1734 2023-12-20 01:25:55,239 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 9:45:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.1471, loss: 2.1471 2023-12-20 01:26:17,727 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 9:45:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1283, loss: 2.1283 2023-12-20 01:26:40,192 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 9:44:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.1542, loss: 2.1542 2023-12-20 01:27:02,668 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 9:44:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1477, loss: 2.1477 2023-12-20 01:27:25,185 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 9:43:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9981, loss_cls: 2.1592, loss: 2.1592 2023-12-20 01:27:47,793 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 9:43:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1528, loss: 2.1528 2023-12-20 01:28:10,417 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 9:43:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1805, loss: 2.1805 2023-12-20 01:28:33,094 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 9:42:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 2.1308, loss: 2.1308 2023-12-20 01:28:55,605 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 9:42:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1709, loss: 2.1709 2023-12-20 01:29:18,124 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 9:42:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1709, loss: 2.1709 2023-12-20 01:29:40,722 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 9:41:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.1480, loss: 2.1480 2023-12-20 01:30:03,232 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 9:41:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1349, loss: 2.1349 2023-12-20 01:30:25,810 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 9:40:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.1191, loss: 2.1191 2023-12-20 01:30:48,412 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 9:40:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1751, loss: 2.1751 2023-12-20 01:31:10,991 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 9:40:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1682, loss: 2.1682 2023-12-20 01:31:33,521 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 9:39:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1794, loss: 2.1794 2023-12-20 01:31:56,093 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 9:39:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1770, loss: 2.1770 2023-12-20 01:32:18,664 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 9:38:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.1549, loss: 2.1549 2023-12-20 01:32:41,156 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 9:38:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1476, loss: 2.1476 2023-12-20 01:33:03,785 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 9:38:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1592, loss: 2.1592 2023-12-20 01:33:26,337 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 9:37:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.1778, loss: 2.1778 2023-12-20 01:33:48,911 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 9:37:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1629, loss: 2.1629 2023-12-20 01:34:11,375 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 9:36:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1694, loss: 2.1694 2023-12-20 01:34:33,880 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 9:36:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1783, loss: 2.1783 2023-12-20 01:34:56,360 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 9:36:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1573, loss: 2.1573 2023-12-20 01:35:18,892 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 9:35:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2036, loss: 2.2036 2023-12-20 01:35:41,409 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 9:35:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.2057, loss: 2.2057 2023-12-20 01:36:03,828 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 9:35:04, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 2.1736, loss: 2.1736 2023-12-20 01:36:26,363 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 9:34:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1731, loss: 2.1731 2023-12-20 01:36:48,955 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 9:34:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2161, loss: 2.2161 2023-12-20 01:37:11,465 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 9:33:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.1740, loss: 2.1740 2023-12-20 01:37:34,003 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 9:33:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 2.2121, loss: 2.2121 2023-12-20 01:37:56,423 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 9:33:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.1770, loss: 2.1770 2023-12-20 01:38:05,980 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-20 01:41:40,958 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 01:41:41,555 - pyskl - INFO - top1_acc 0.8211 top5_acc 0.9680 2023-12-20 01:41:41,559 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_107.pth was removed 2023-12-20 01:41:41,696 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. 2023-12-20 01:41:41,699 - pyskl - INFO - Best top1_acc is 0.8211 at 112 epoch. 2023-12-20 01:41:41,723 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.8211, top5_acc: 0.9680 2023-12-20 01:42:28,033 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 9:32:41, time: 0.463, data_time: 0.238, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1260, loss: 2.1260 2023-12-20 01:42:50,738 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 9:32:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1330, loss: 2.1330 2023-12-20 01:43:13,338 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 9:31:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1294, loss: 2.1294 2023-12-20 01:43:35,931 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 9:31:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1137, loss: 2.1137 2023-12-20 01:43:58,508 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 9:31:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1421, loss: 2.1421 2023-12-20 01:44:21,096 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 9:30:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1451, loss: 2.1451 2023-12-20 01:44:43,712 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 9:30:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1418, loss: 2.1418 2023-12-20 01:45:06,345 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 9:29:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 2.1409, loss: 2.1409 2023-12-20 01:45:28,931 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 9:29:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1174, loss: 2.1174 2023-12-20 01:45:51,464 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 9:29:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.1419, loss: 2.1419 2023-12-20 01:46:13,969 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 9:28:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.1380, loss: 2.1380 2023-12-20 01:46:36,638 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 9:28:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 2.1430, loss: 2.1430 2023-12-20 01:46:59,257 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 9:28:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1185, loss: 2.1185 2023-12-20 01:47:21,854 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 9:27:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 2.1401, loss: 2.1401 2023-12-20 01:47:44,340 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 9:27:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 2.1509, loss: 2.1509 2023-12-20 01:48:06,876 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 9:26:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1434, loss: 2.1434 2023-12-20 01:48:29,496 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 9:26:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.1338, loss: 2.1338 2023-12-20 01:48:52,040 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 9:26:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9906, loss_cls: 2.1529, loss: 2.1529 2023-12-20 01:49:14,437 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 9:25:45, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.1584, loss: 2.1584 2023-12-20 01:49:37,050 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 9:25:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.1460, loss: 2.1460 2023-12-20 01:49:59,685 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 9:24:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1632, loss: 2.1632 2023-12-20 01:50:22,261 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 9:24:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.1609, loss: 2.1609 2023-12-20 01:50:44,792 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 9:24:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1594, loss: 2.1594 2023-12-20 01:51:07,313 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 9:23:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.2043, loss: 2.2043 2023-12-20 01:51:29,832 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 9:23:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1611, loss: 2.1611 2023-12-20 01:51:52,401 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 9:23:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1843, loss: 2.1843 2023-12-20 01:52:14,967 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 9:22:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1651, loss: 2.1651 2023-12-20 01:52:37,520 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 9:22:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1566, loss: 2.1566 2023-12-20 01:52:59,980 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 9:21:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.1659, loss: 2.1659 2023-12-20 01:53:22,501 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 9:21:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.1578, loss: 2.1578 2023-12-20 01:53:45,105 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 9:21:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1514, loss: 2.1514 2023-12-20 01:54:07,629 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 9:20:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 2.1971, loss: 2.1971 2023-12-20 01:54:30,156 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 9:20:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1417, loss: 2.1417 2023-12-20 01:54:52,728 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 9:19:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.1458, loss: 2.1458 2023-12-20 01:55:15,351 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 9:19:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1668, loss: 2.1668 2023-12-20 01:55:37,793 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 9:19:13, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2047, loss: 2.2047 2023-12-20 01:56:00,347 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 9:18:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1559, loss: 2.1559 2023-12-20 01:56:22,984 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 9:18:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1416, loss: 2.1416 2023-12-20 01:56:45,512 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 9:18:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.1544, loss: 2.1544 2023-12-20 01:56:55,088 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-20 02:00:30,269 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:00:30,792 - pyskl - INFO - top1_acc 0.8179 top5_acc 0.9665 2023-12-20 02:00:30,820 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8179, top5_acc: 0.9665 2023-12-20 02:01:17,124 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 9:17:36, time: 0.463, data_time: 0.237, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.1257, loss: 2.1257 2023-12-20 02:01:39,685 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 9:17:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1187, loss: 2.1187 2023-12-20 02:02:02,177 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 9:16:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1251, loss: 2.1251 2023-12-20 02:02:24,687 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 9:16:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1221, loss: 2.1221 2023-12-20 02:02:47,143 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 9:16:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0826, loss: 2.0826 2023-12-20 02:03:09,788 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 9:15:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 2.0984, loss: 2.0984 2023-12-20 02:03:32,377 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 9:15:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1127, loss: 2.1127 2023-12-20 02:03:54,914 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 9:14:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.1008, loss: 2.1008 2023-12-20 02:04:17,549 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 9:14:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.1100, loss: 2.1100 2023-12-20 02:04:39,998 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 9:14:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1096, loss: 2.1096 2023-12-20 02:05:02,647 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 9:13:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.1272, loss: 2.1272 2023-12-20 02:05:25,308 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 9:13:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1175, loss: 2.1175 2023-12-20 02:05:47,832 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 9:12:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.1508, loss: 2.1508 2023-12-20 02:06:10,414 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 9:12:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 2.1161, loss: 2.1161 2023-12-20 02:06:32,910 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 9:12:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 2.1408, loss: 2.1408 2023-12-20 02:06:55,454 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 9:11:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.1254, loss: 2.1254 2023-12-20 02:07:17,964 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 9:11:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1435, loss: 2.1435 2023-12-20 02:07:40,577 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 9:11:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.1296, loss: 2.1296 2023-12-20 02:08:03,237 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 9:10:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 2.1283, loss: 2.1283 2023-12-20 02:08:25,766 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 9:10:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 2.1156, loss: 2.1156 2023-12-20 02:08:48,240 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 9:09:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.1647, loss: 2.1647 2023-12-20 02:09:10,892 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 9:09:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1771, loss: 2.1771 2023-12-20 02:09:33,470 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 9:09:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.1597, loss: 2.1597 2023-12-20 02:09:56,034 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 9:08:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 2.1407, loss: 2.1407 2023-12-20 02:10:18,659 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 9:08:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.1447, loss: 2.1447 2023-12-20 02:10:41,260 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 9:07:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1493, loss: 2.1493 2023-12-20 02:11:03,832 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 9:07:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1427, loss: 2.1427 2023-12-20 02:11:26,428 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 9:07:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.1673, loss: 2.1673 2023-12-20 02:11:49,061 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 9:06:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 2.1550, loss: 2.1550 2023-12-20 02:12:11,688 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 9:06:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.1537, loss: 2.1537 2023-12-20 02:12:34,429 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 9:06:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.1215, loss: 2.1215 2023-12-20 02:12:57,064 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 9:05:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1446, loss: 2.1446 2023-12-20 02:13:19,634 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 9:05:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1700, loss: 2.1700 2023-12-20 02:13:42,268 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 9:04:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1821, loss: 2.1821 2023-12-20 02:14:04,762 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 9:04:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1653, loss: 2.1653 2023-12-20 02:14:27,382 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 9:04:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.1408, loss: 2.1408 2023-12-20 02:14:49,912 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 9:03:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1601, loss: 2.1601 2023-12-20 02:15:12,267 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 9:03:21, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 2.1834, loss: 2.1834 2023-12-20 02:15:34,894 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 9:02:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.1344, loss: 2.1344 2023-12-20 02:15:44,465 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-20 02:19:19,711 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:19:20,291 - pyskl - INFO - top1_acc 0.8141 top5_acc 0.9643 2023-12-20 02:19:20,316 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8141, top5_acc: 0.9643 2023-12-20 02:20:06,763 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 9:02:31, time: 0.464, data_time: 0.238, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1197, loss: 2.1197 2023-12-20 02:20:29,291 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 9:02:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 2.1044, loss: 2.1044 2023-12-20 02:20:51,905 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 9:01:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0788, loss: 2.0788 2023-12-20 02:21:14,470 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 9:01:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.1028, loss: 2.1028 2023-12-20 02:21:37,164 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 9:00:58, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0834, loss: 2.0834 2023-12-20 02:21:59,855 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 9:00:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 2.1005, loss: 2.1005 2023-12-20 02:22:22,406 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 9:00:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.1230, loss: 2.1230 2023-12-20 02:22:45,009 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 8:59:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9925, loss_cls: 2.1186, loss: 2.1186 2023-12-20 02:23:07,718 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 8:59:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 2.1277, loss: 2.1277 2023-12-20 02:23:30,314 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 8:59:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1339, loss: 2.1339 2023-12-20 02:23:52,977 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 8:58:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1099, loss: 2.1099 2023-12-20 02:24:15,568 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 8:58:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.1341, loss: 2.1341 2023-12-20 02:24:38,229 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 8:57:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1431, loss: 2.1431 2023-12-20 02:25:00,828 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 8:57:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1367, loss: 2.1367 2023-12-20 02:25:23,380 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 8:57:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.1422, loss: 2.1422 2023-12-20 02:25:45,844 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 8:56:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1316, loss: 2.1316 2023-12-20 02:26:08,437 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 8:56:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.1287, loss: 2.1287 2023-12-20 02:26:31,057 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 8:55:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.1024, loss: 2.1024 2023-12-20 02:26:53,517 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 8:55:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.1374, loss: 2.1374 2023-12-20 02:27:15,955 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 8:55:12, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.1455, loss: 2.1455 2023-12-20 02:27:38,663 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 8:54:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1688, loss: 2.1688 2023-12-20 02:28:01,216 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 8:54:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1304, loss: 2.1304 2023-12-20 02:28:23,623 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 8:54:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 2.1105, loss: 2.1105 2023-12-20 02:28:46,212 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 8:53:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9912, loss_cls: 2.1183, loss: 2.1183 2023-12-20 02:29:08,652 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 8:53:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 2.1145, loss: 2.1145 2023-12-20 02:29:31,214 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 8:52:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1187, loss: 2.1187 2023-12-20 02:29:53,752 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 8:52:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 2.1348, loss: 2.1348 2023-12-20 02:30:16,298 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 8:52:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.1426, loss: 2.1426 2023-12-20 02:30:38,899 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 8:51:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.1159, loss: 2.1159 2023-12-20 02:31:01,450 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 8:51:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 2.1319, loss: 2.1319 2023-12-20 02:31:23,948 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 8:50:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.1310, loss: 2.1310 2023-12-20 02:31:46,438 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 8:50:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.1532, loss: 2.1532 2023-12-20 02:32:08,916 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 8:50:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1472, loss: 2.1472 2023-12-20 02:32:31,490 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 8:49:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1542, loss: 2.1542 2023-12-20 02:32:54,097 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 8:49:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.0957, loss: 2.0957 2023-12-20 02:33:16,610 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 8:49:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.1418, loss: 2.1418 2023-12-20 02:33:39,145 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 8:48:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.1485, loss: 2.1485 2023-12-20 02:34:01,672 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 8:48:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1588, loss: 2.1588 2023-12-20 02:34:24,202 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 8:47:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1626, loss: 2.1626 2023-12-20 02:34:33,664 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-20 02:38:08,149 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:38:08,749 - pyskl - INFO - top1_acc 0.8034 top5_acc 0.9624 2023-12-20 02:38:08,774 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8034, top5_acc: 0.9624 2023-12-20 02:38:55,035 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 8:47:25, time: 0.463, data_time: 0.237, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 2.0924, loss: 2.0924 2023-12-20 02:39:17,543 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 8:47:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.0972, loss: 2.0972 2023-12-20 02:39:40,099 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 8:46:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0831, loss: 2.0831 2023-12-20 02:40:02,590 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 8:46:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 2.0921, loss: 2.0921 2023-12-20 02:40:25,062 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 8:45:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 2.1179, loss: 2.1179 2023-12-20 02:40:47,541 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 8:45:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 2.0791, loss: 2.0791 2023-12-20 02:41:10,171 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 8:45:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 2.0969, loss: 2.0969 2023-12-20 02:41:32,649 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 8:44:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1041, loss: 2.1041 2023-12-20 02:41:55,254 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 8:44:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1096, loss: 2.1096 2023-12-20 02:42:17,839 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 8:43:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 2.0943, loss: 2.0943 2023-12-20 02:42:40,377 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 8:43:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1058, loss: 2.1058 2023-12-20 02:43:02,937 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 8:43:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0966, loss: 2.0966 2023-12-20 02:43:25,427 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 8:42:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0947, loss: 2.0947 2023-12-20 02:43:48,016 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 8:42:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1139, loss: 2.1139 2023-12-20 02:44:10,590 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 8:42:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0971, loss: 2.0971 2023-12-20 02:44:33,111 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 8:41:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 2.1203, loss: 2.1203 2023-12-20 02:44:55,726 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 8:41:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 2.1022, loss: 2.1022 2023-12-20 02:45:18,388 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 8:40:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 2.1088, loss: 2.1088 2023-12-20 02:45:41,017 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 8:40:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 2.1103, loss: 2.1103 2023-12-20 02:46:03,632 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 8:40:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.1129, loss: 2.1129 2023-12-20 02:46:26,220 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 8:39:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 2.1037, loss: 2.1037 2023-12-20 02:46:48,751 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 8:39:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.1188, loss: 2.1188 2023-12-20 02:47:11,241 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 8:38:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0959, loss: 2.0959 2023-12-20 02:47:33,745 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 8:38:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1168, loss: 2.1168 2023-12-20 02:47:56,295 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 8:38:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 2.1131, loss: 2.1131 2023-12-20 02:48:18,883 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 8:37:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 2.1331, loss: 2.1331 2023-12-20 02:48:41,452 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 8:37:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 2.1287, loss: 2.1287 2023-12-20 02:49:04,051 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 8:37:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1210, loss: 2.1210 2023-12-20 02:49:26,613 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 8:36:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.1279, loss: 2.1279 2023-12-20 02:49:49,142 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 8:36:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 2.1233, loss: 2.1233 2023-12-20 02:50:11,788 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 8:35:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1297, loss: 2.1297 2023-12-20 02:50:34,443 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 8:35:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1503, loss: 2.1503 2023-12-20 02:50:56,936 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 8:35:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1479, loss: 2.1479 2023-12-20 02:51:19,530 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 8:34:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 2.1114, loss: 2.1114 2023-12-20 02:51:42,119 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 8:34:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1365, loss: 2.1365 2023-12-20 02:52:04,595 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 8:33:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 2.1298, loss: 2.1298 2023-12-20 02:52:27,144 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 8:33:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1128, loss: 2.1128 2023-12-20 02:52:49,746 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 8:33:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1567, loss: 2.1567 2023-12-20 02:53:12,415 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 8:32:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.1468, loss: 2.1468 2023-12-20 02:53:21,868 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-20 02:56:56,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 02:56:57,097 - pyskl - INFO - top1_acc 0.8192 top5_acc 0.9658 2023-12-20 02:56:57,121 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8192, top5_acc: 0.9658 2023-12-20 02:57:43,838 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 8:32:20, time: 0.467, data_time: 0.241, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.1114, loss: 2.1114 2023-12-20 02:58:06,469 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 8:31:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 2.0869, loss: 2.0869 2023-12-20 02:58:29,154 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 8:31:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0537, loss: 2.0537 2023-12-20 02:58:51,708 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 8:31:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.1156, loss: 2.1156 2023-12-20 02:59:14,383 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 8:30:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 2.0887, loss: 2.0887 2023-12-20 02:59:36,958 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 8:30:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 2.1046, loss: 2.1046 2023-12-20 02:59:59,536 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 8:30:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0733, loss: 2.0733 2023-12-20 03:00:22,218 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 8:29:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 2.0885, loss: 2.0885 2023-12-20 03:00:44,625 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 8:29:16, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0804, loss: 2.0804 2023-12-20 03:01:07,153 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 8:28:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.1034, loss: 2.1034 2023-12-20 03:01:29,747 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 8:28:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0705, loss: 2.0705 2023-12-20 03:01:52,305 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 8:28:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0812, loss: 2.0812 2023-12-20 03:02:14,813 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 8:27:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.1258, loss: 2.1258 2023-12-20 03:02:37,375 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 8:27:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 2.0912, loss: 2.0912 2023-12-20 03:02:59,891 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 8:26:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0842, loss: 2.0842 2023-12-20 03:03:22,523 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 8:26:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 2.1076, loss: 2.1076 2023-12-20 03:03:44,966 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 8:26:11, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 2.1197, loss: 2.1197 2023-12-20 03:04:07,503 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 8:25:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.1083, loss: 2.1083 2023-12-20 03:04:30,066 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 8:25:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 2.1154, loss: 2.1154 2023-12-20 03:04:52,700 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 8:25:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.0838, loss: 2.0838 2023-12-20 03:05:15,300 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 8:24:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 2.1126, loss: 2.1126 2023-12-20 03:05:37,825 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 8:24:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0969, loss: 2.0969 2023-12-20 03:06:00,319 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 8:23:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0837, loss: 2.0837 2023-12-20 03:06:22,765 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 8:23:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0899, loss: 2.0899 2023-12-20 03:06:45,279 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 8:23:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 2.1007, loss: 2.1007 2023-12-20 03:07:07,920 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 8:22:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 2.0943, loss: 2.0943 2023-12-20 03:07:30,460 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 8:22:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 2.1166, loss: 2.1166 2023-12-20 03:07:53,012 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 8:21:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1100, loss: 2.1100 2023-12-20 03:08:15,478 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 8:21:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 2.1125, loss: 2.1125 2023-12-20 03:08:38,118 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 8:21:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.1010, loss: 2.1010 2023-12-20 03:09:00,635 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 8:20:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 2.1201, loss: 2.1201 2023-12-20 03:09:23,115 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 8:20:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1119, loss: 2.1119 2023-12-20 03:09:45,662 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 8:20:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.1483, loss: 2.1483 2023-12-20 03:10:08,349 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 8:19:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1040, loss: 2.1040 2023-12-20 03:10:30,956 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 8:19:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0794, loss: 2.0794 2023-12-20 03:10:53,501 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 8:18:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.1162, loss: 2.1162 2023-12-20 03:11:15,952 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 8:18:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 2.1048, loss: 2.1048 2023-12-20 03:11:38,512 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 8:18:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1068, loss: 2.1068 2023-12-20 03:12:00,996 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 8:17:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1290, loss: 2.1290 2023-12-20 03:12:10,439 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-20 03:15:46,515 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 03:15:47,077 - pyskl - INFO - top1_acc 0.8216 top5_acc 0.9657 2023-12-20 03:15:47,082 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_112.pth was removed 2023-12-20 03:15:47,216 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. 2023-12-20 03:15:47,218 - pyskl - INFO - Best top1_acc is 0.8216 at 117 epoch. 2023-12-20 03:15:47,241 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8216, top5_acc: 0.9657 2023-12-20 03:16:34,188 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 8:17:15, time: 0.469, data_time: 0.244, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0720, loss: 2.0720 2023-12-20 03:16:56,688 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 8:16:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0556, loss: 2.0556 2023-12-20 03:17:19,228 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 8:16:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0759, loss: 2.0759 2023-12-20 03:17:41,766 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 8:16:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0586, loss: 2.0586 2023-12-20 03:18:04,317 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 8:15:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0548, loss: 2.0548 2023-12-20 03:18:26,651 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 8:15:20, time: 0.223, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0725, loss: 2.0725 2023-12-20 03:18:49,164 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 8:14:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0790, loss: 2.0790 2023-12-20 03:19:11,663 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 8:14:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0773, loss: 2.0773 2023-12-20 03:19:34,275 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 8:14:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0830, loss: 2.0830 2023-12-20 03:19:56,819 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 8:13:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0833, loss: 2.0833 2023-12-20 03:20:19,425 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 8:13:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0839, loss: 2.0839 2023-12-20 03:20:42,096 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 8:13:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0631, loss: 2.0631 2023-12-20 03:21:04,726 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 8:12:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 2.0998, loss: 2.0998 2023-12-20 03:21:27,309 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 8:12:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0882, loss: 2.0882 2023-12-20 03:21:49,853 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 8:11:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0871, loss: 2.0871 2023-12-20 03:22:12,380 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 8:11:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 2.0842, loss: 2.0842 2023-12-20 03:22:34,956 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 8:11:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 2.0830, loss: 2.0830 2023-12-20 03:22:57,493 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 8:10:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 2.0762, loss: 2.0762 2023-12-20 03:23:20,112 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 8:10:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0803, loss: 2.0803 2023-12-20 03:23:42,810 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 8:09:57, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1105, loss: 2.1105 2023-12-20 03:24:05,406 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 8:09:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 2.1068, loss: 2.1068 2023-12-20 03:24:28,041 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 8:09:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0863, loss: 2.0863 2023-12-20 03:24:50,663 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 8:08:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0800, loss: 2.0800 2023-12-20 03:25:13,313 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 8:08:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 2.1064, loss: 2.1064 2023-12-20 03:25:35,838 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 8:08:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1064, loss: 2.1064 2023-12-20 03:25:58,386 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 8:07:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1003, loss: 2.1003 2023-12-20 03:26:20,896 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 8:07:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.0920, loss: 2.0920 2023-12-20 03:26:43,450 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 8:06:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 2023-12-20 03:27:06,021 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 8:06:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0956, loss: 2.0956 2023-12-20 03:27:28,678 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 8:06:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.0972, loss: 2.0972 2023-12-20 03:27:51,290 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 8:05:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 2.1126, loss: 2.1126 2023-12-20 03:28:13,890 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 8:05:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1290, loss: 2.1290 2023-12-20 03:28:36,460 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 8:04:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.0880, loss: 2.0880 2023-12-20 03:28:59,021 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 8:04:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.1316, loss: 2.1316 2023-12-20 03:29:21,686 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 8:04:11, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 2.0987, loss: 2.0987 2023-12-20 03:29:44,263 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 8:03:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0795, loss: 2.0795 2023-12-20 03:30:06,734 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 8:03:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0922, loss: 2.0922 2023-12-20 03:30:29,415 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 8:03:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 2.1081, loss: 2.1081 2023-12-20 03:30:52,015 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 8:02:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1095, loss: 2.1095 2023-12-20 03:31:01,585 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-20 03:34:37,012 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 03:34:37,543 - pyskl - INFO - top1_acc 0.8174 top5_acc 0.9652 2023-12-20 03:34:37,568 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8174, top5_acc: 0.9652 2023-12-20 03:35:24,832 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 8:02:11, time: 0.473, data_time: 0.246, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0779, loss: 2.0779 2023-12-20 03:35:47,398 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 8:01:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0629, loss: 2.0629 2023-12-20 03:36:09,866 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 8:01:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0573, loss: 2.0573 2023-12-20 03:36:32,374 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 8:01:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 2.0682, loss: 2.0682 2023-12-20 03:36:55,163 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 8:00:38, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0442, loss: 2.0442 2023-12-20 03:37:17,874 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 8:00:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0535, loss: 2.0535 2023-12-20 03:37:40,554 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 7:59:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0563, loss: 2.0563 2023-12-20 03:38:03,236 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 7:59:29, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0653, loss: 2.0653 2023-12-20 03:38:25,812 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 7:59:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 2.0568, loss: 2.0568 2023-12-20 03:38:48,338 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 7:58:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0731, loss: 2.0731 2023-12-20 03:39:10,896 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 7:58:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0627, loss: 2.0627 2023-12-20 03:39:33,425 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 7:57:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.0696, loss: 2.0696 2023-12-20 03:39:55,930 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 7:57:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0459, loss: 2.0459 2023-12-20 03:40:18,441 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 7:57:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0681, loss: 2.0681 2023-12-20 03:40:41,024 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 7:56:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.0753, loss: 2.0753 2023-12-20 03:41:03,541 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 7:56:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 2.0549, loss: 2.0549 2023-12-20 03:41:26,090 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 7:56:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 2.0833, loss: 2.0833 2023-12-20 03:41:48,533 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 7:55:38, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 2.0726, loss: 2.0726 2023-12-20 03:42:11,188 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 7:55:15, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.0929, loss: 2.0929 2023-12-20 03:42:33,750 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 7:54:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 2.1078, loss: 2.1078 2023-12-20 03:42:56,261 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 7:54:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 2.0822, loss: 2.0822 2023-12-20 03:43:18,801 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 7:54:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0874, loss: 2.0874 2023-12-20 03:43:41,352 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 7:53:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0708, loss: 2.0708 2023-12-20 03:44:03,807 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 7:53:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 2.0834, loss: 2.0834 2023-12-20 03:44:26,394 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 7:52:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 2.0787, loss: 2.0787 2023-12-20 03:44:48,939 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 7:52:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0915, loss: 2.0915 2023-12-20 03:45:11,539 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 7:52:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 2.0745, loss: 2.0745 2023-12-20 03:45:34,178 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 7:51:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 2.0906, loss: 2.0906 2023-12-20 03:45:56,856 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 7:51:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0730, loss: 2.0730 2023-12-20 03:46:19,428 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 7:51:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 2.1028, loss: 2.1028 2023-12-20 03:46:42,046 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 7:50:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0959, loss: 2.0959 2023-12-20 03:47:04,549 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 7:50:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 2.0712, loss: 2.0712 2023-12-20 03:47:27,073 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 7:49:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0868, loss: 2.0868 2023-12-20 03:47:49,688 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 7:49:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0693, loss: 2.0693 2023-12-20 03:48:12,288 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 7:49:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 2.0957, loss: 2.0957 2023-12-20 03:48:34,819 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 7:48:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1044, loss: 2.1044 2023-12-20 03:48:57,498 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 7:48:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 2.0866, loss: 2.0866 2023-12-20 03:49:19,988 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 7:47:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0975, loss: 2.0975 2023-12-20 03:49:42,524 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 7:47:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 2.0803, loss: 2.0803 2023-12-20 03:49:52,173 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-20 03:53:27,867 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 03:53:28,396 - pyskl - INFO - top1_acc 0.8190 top5_acc 0.9634 2023-12-20 03:53:28,418 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8190, top5_acc: 0.9634 2023-12-20 03:54:15,495 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 7:47:06, time: 0.471, data_time: 0.244, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0450, loss: 2.0450 2023-12-20 03:54:38,056 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 7:46:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0457, loss: 2.0457 2023-12-20 03:55:00,659 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 7:46:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0397, loss: 2.0397 2023-12-20 03:55:23,126 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 7:45:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0784, loss: 2.0784 2023-12-20 03:55:45,603 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 7:45:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0563, loss: 2.0563 2023-12-20 03:56:08,096 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 7:45:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0486, loss: 2.0486 2023-12-20 03:56:30,588 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 7:44:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0505, loss: 2.0505 2023-12-20 03:56:53,143 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 7:44:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 2.0582, loss: 2.0582 2023-12-20 03:57:15,646 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 7:44:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 2.0576, loss: 2.0576 2023-12-20 03:57:38,256 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 7:43:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 2.0841, loss: 2.0841 2023-12-20 03:58:00,819 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 7:43:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 2.0562, loss: 2.0562 2023-12-20 03:58:23,396 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 7:42:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0374, loss: 2.0374 2023-12-20 03:58:45,933 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 7:42:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0505, loss: 2.0505 2023-12-20 03:59:08,468 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 7:42:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0671, loss: 2.0671 2023-12-20 03:59:31,033 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 7:41:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 2.0538, loss: 2.0538 2023-12-20 03:59:53,586 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 7:41:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 2.0709, loss: 2.0709 2023-12-20 04:00:16,201 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 7:40:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0640, loss: 2.0640 2023-12-20 04:00:38,858 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 7:40:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 2.0818, loss: 2.0818 2023-12-20 04:01:01,430 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 7:40:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0818, loss: 2.0818 2023-12-20 04:01:24,023 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 7:39:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 2.0601, loss: 2.0601 2023-12-20 04:01:46,526 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 7:39:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0681, loss: 2.0681 2023-12-20 04:02:08,961 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 7:39:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0931, loss: 2.0931 2023-12-20 04:02:31,606 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 7:38:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0633, loss: 2.0633 2023-12-20 04:02:54,212 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 7:38:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0641, loss: 2.0641 2023-12-20 04:03:16,692 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 7:37:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 1.0000, loss_cls: 2.0770, loss: 2.0770 2023-12-20 04:03:39,323 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 7:37:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 2.0654, loss: 2.0654 2023-12-20 04:04:01,902 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 7:37:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0778, loss: 2.0778 2023-12-20 04:04:24,565 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 7:36:43, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 2.0968, loss: 2.0968 2023-12-20 04:04:47,210 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 7:36:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.0939, loss: 2.0939 2023-12-20 04:05:09,848 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 7:35:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 2.0856, loss: 2.0856 2023-12-20 04:05:32,362 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 7:35:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0707, loss: 2.0707 2023-12-20 04:05:54,816 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 7:35:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 2.0735, loss: 2.0735 2023-12-20 04:06:17,402 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 7:34:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 2.0650, loss: 2.0650 2023-12-20 04:06:40,005 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 7:34:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0828, loss: 2.0828 2023-12-20 04:07:02,550 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 7:34:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0702, loss: 2.0702 2023-12-20 04:07:25,059 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 7:33:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0740, loss: 2.0740 2023-12-20 04:07:47,563 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 7:33:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0812, loss: 2.0812 2023-12-20 04:08:10,182 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 7:32:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0811, loss: 2.0811 2023-12-20 04:08:32,616 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 7:32:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 2.0873, loss: 2.0873 2023-12-20 04:08:42,144 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-20 04:12:17,821 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:12:18,416 - pyskl - INFO - top1_acc 0.8113 top5_acc 0.9648 2023-12-20 04:12:18,443 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8113, top5_acc: 0.9648 2023-12-20 04:13:04,632 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 7:32:01, time: 0.462, data_time: 0.237, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0658, loss: 2.0658 2023-12-20 04:13:27,181 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 7:31:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0633, loss: 2.0633 2023-12-20 04:13:49,788 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 7:31:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0247, loss: 2.0247 2023-12-20 04:14:12,264 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 7:30:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.0483, loss: 2.0483 2023-12-20 04:14:34,905 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 7:30:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0381, loss: 2.0381 2023-12-20 04:14:57,470 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 7:30:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 2.0470, loss: 2.0470 2023-12-20 04:15:19,905 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 7:29:42, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0423, loss: 2.0423 2023-12-20 04:15:42,517 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 7:29:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0601, loss: 2.0601 2023-12-20 04:16:05,102 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 7:28:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.0293, loss: 2.0293 2023-12-20 04:16:27,516 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 7:28:33, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0488, loss: 2.0488 2023-12-20 04:16:50,082 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 7:28:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0480, loss: 2.0480 2023-12-20 04:17:12,538 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 7:27:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0672, loss: 2.0672 2023-12-20 04:17:35,109 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 7:27:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0528, loss: 2.0528 2023-12-20 04:17:57,614 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 7:27:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 2.0401, loss: 2.0401 2023-12-20 04:18:20,179 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 7:26:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 2.0519, loss: 2.0519 2023-12-20 04:18:42,711 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 7:26:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0681, loss: 2.0681 2023-12-20 04:19:05,248 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 7:25:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.0657, loss: 2.0657 2023-12-20 04:19:27,761 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 7:25:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0518, loss: 2.0518 2023-12-20 04:19:50,299 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 7:25:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0452, loss: 2.0452 2023-12-20 04:20:12,935 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 7:24:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0547, loss: 2.0547 2023-12-20 04:20:35,476 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 7:24:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0510, loss: 2.0510 2023-12-20 04:20:58,032 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 7:23:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0551, loss: 2.0551 2023-12-20 04:21:20,515 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 7:23:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0639, loss: 2.0639 2023-12-20 04:21:42,947 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 7:23:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 2.0664, loss: 2.0664 2023-12-20 04:22:05,505 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 7:22:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0504, loss: 2.0504 2023-12-20 04:22:28,054 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 7:22:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 2.0488, loss: 2.0488 2023-12-20 04:22:50,657 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 7:22:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 2.0633, loss: 2.0633 2023-12-20 04:23:13,215 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 7:21:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0521, loss: 2.0521 2023-12-20 04:23:35,857 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 7:21:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0562, loss: 2.0562 2023-12-20 04:23:58,481 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 7:20:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 2.0695, loss: 2.0695 2023-12-20 04:24:21,126 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 7:20:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.0870, loss: 2.0870 2023-12-20 04:24:43,660 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 7:20:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0713, loss: 2.0713 2023-12-20 04:25:06,264 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 7:19:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.0875, loss: 2.0875 2023-12-20 04:25:28,918 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 7:19:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 2.0711, loss: 2.0711 2023-12-20 04:25:51,353 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 7:18:56, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 2.0454, loss: 2.0454 2023-12-20 04:26:13,883 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 7:18:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0482, loss: 2.0482 2023-12-20 04:26:36,545 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 7:18:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0562, loss: 2.0562 2023-12-20 04:26:59,022 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 7:17:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 2.0493, loss: 2.0493 2023-12-20 04:27:21,635 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 7:17:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0886, loss: 2.0886 2023-12-20 04:27:31,187 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-20 04:31:06,074 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:31:06,648 - pyskl - INFO - top1_acc 0.8273 top5_acc 0.9684 2023-12-20 04:31:06,654 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_117.pth was removed 2023-12-20 04:31:06,797 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. 2023-12-20 04:31:06,799 - pyskl - INFO - Best top1_acc is 0.8273 at 121 epoch. 2023-12-20 04:31:06,822 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8273, top5_acc: 0.9684 2023-12-20 04:31:53,153 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 7:16:55, time: 0.463, data_time: 0.237, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 2.0416, loss: 2.0416 2023-12-20 04:32:15,702 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 7:16:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0161, loss: 2.0161 2023-12-20 04:32:38,318 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 7:16:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0374, loss: 2.0374 2023-12-20 04:33:00,785 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 7:15:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0160, loss: 2.0160 2023-12-20 04:33:23,377 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 7:15:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 2.0337, loss: 2.0337 2023-12-20 04:33:45,911 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 7:15:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0455, loss: 2.0455 2023-12-20 04:34:08,522 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 7:14:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0413, loss: 2.0413 2023-12-20 04:34:31,167 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 7:14:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 2.0331, loss: 2.0331 2023-12-20 04:34:53,783 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 7:13:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0311, loss: 2.0311 2023-12-20 04:35:16,297 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 7:13:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 2.0334, loss: 2.0334 2023-12-20 04:35:38,699 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 7:13:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0441, loss: 2.0441 2023-12-20 04:36:01,449 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 7:12:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 2.0377, loss: 2.0377 2023-12-20 04:36:24,078 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 7:12:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.0476, loss: 2.0476 2023-12-20 04:36:46,564 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 7:11:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0440, loss: 2.0440 2023-12-20 04:37:09,115 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 7:11:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0273, loss: 2.0273 2023-12-20 04:37:31,628 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 7:11:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 2.0309, loss: 2.0309 2023-12-20 04:37:54,351 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 7:10:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 2.0352, loss: 2.0352 2023-12-20 04:38:16,892 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 7:10:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 2.0389, loss: 2.0389 2023-12-20 04:38:39,453 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 7:10:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 2.0463, loss: 2.0463 2023-12-20 04:39:01,944 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 7:09:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0556, loss: 2.0556 2023-12-20 04:39:24,563 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 7:09:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0581, loss: 2.0581 2023-12-20 04:39:47,182 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 7:08:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 2.0582, loss: 2.0582 2023-12-20 04:40:09,885 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 7:08:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0539, loss: 2.0539 2023-12-20 04:40:32,514 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 7:08:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0455, loss: 2.0455 2023-12-20 04:40:55,113 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 7:07:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 2.0544, loss: 2.0544 2023-12-20 04:41:17,669 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 7:07:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0423, loss: 2.0423 2023-12-20 04:41:40,300 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 7:06:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 2.0489, loss: 2.0489 2023-12-20 04:42:03,014 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 7:06:33, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0604, loss: 2.0604 2023-12-20 04:42:25,656 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 7:06:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0544, loss: 2.0544 2023-12-20 04:42:48,311 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 7:05:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 2.0382, loss: 2.0382 2023-12-20 04:43:10,986 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 7:05:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0430, loss: 2.0430 2023-12-20 04:43:33,545 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 7:05:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0716, loss: 2.0716 2023-12-20 04:43:56,064 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 7:04:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 2.0495, loss: 2.0495 2023-12-20 04:44:18,519 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 7:04:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0252, loss: 2.0252 2023-12-20 04:44:41,033 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 7:03:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 2.0463, loss: 2.0463 2023-12-20 04:45:03,558 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 7:03:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 2.0496, loss: 2.0496 2023-12-20 04:45:26,072 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 7:03:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 2.0550, loss: 2.0550 2023-12-20 04:45:48,717 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 7:02:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 2.0438, loss: 2.0438 2023-12-20 04:46:11,317 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 7:02:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 2.0479, loss: 2.0479 2023-12-20 04:46:20,736 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-20 04:49:55,758 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 04:49:56,317 - pyskl - INFO - top1_acc 0.8209 top5_acc 0.9656 2023-12-20 04:49:56,340 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8209, top5_acc: 0.9656 2023-12-20 04:50:42,718 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 7:01:51, time: 0.464, data_time: 0.238, memory: 6526, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0319, loss: 2.0319 2023-12-20 04:51:05,279 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 7:01:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0184, loss: 2.0184 2023-12-20 04:51:27,763 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 7:01:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0188, loss: 2.0188 2023-12-20 04:51:50,420 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 7:00:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0104, loss: 2.0104 2023-12-20 04:52:12,957 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 7:00:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0153, loss: 2.0153 2023-12-20 04:52:35,461 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 6:59:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9965, loss: 1.9965 2023-12-20 04:52:58,012 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 6:59:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0115, loss: 2.0115 2023-12-20 04:53:20,565 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 6:59:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0232, loss: 2.0232 2023-12-20 04:53:43,100 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 6:58:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0100, loss: 2.0100 2023-12-20 04:54:05,646 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 6:58:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0249, loss: 2.0249 2023-12-20 04:54:28,231 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 6:58:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0109, loss: 2.0109 2023-12-20 04:54:50,841 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 6:57:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0238, loss: 2.0238 2023-12-20 04:55:13,413 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 6:57:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0074, loss: 2.0074 2023-12-20 04:55:36,145 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 6:56:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0227, loss: 2.0227 2023-12-20 04:55:58,828 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 6:56:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0191, loss: 2.0191 2023-12-20 04:56:21,474 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 6:56:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 2.0422, loss: 2.0422 2023-12-20 04:56:44,084 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 6:55:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0336, loss: 2.0336 2023-12-20 04:57:06,708 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 6:55:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0265, loss: 2.0265 2023-12-20 04:57:29,244 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 6:54:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 2.0243, loss: 2.0243 2023-12-20 04:57:51,849 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 6:54:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0218, loss: 2.0218 2023-12-20 04:58:14,259 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 6:54:10, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0394, loss: 2.0394 2023-12-20 04:58:36,712 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 6:53:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0257, loss: 2.0257 2023-12-20 04:58:59,325 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 6:53:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.0287, loss: 2.0287 2023-12-20 04:59:21,883 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 6:53:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0405, loss: 2.0405 2023-12-20 04:59:44,480 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 6:52:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 2.0392, loss: 2.0392 2023-12-20 05:00:07,156 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 6:52:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0238, loss: 2.0238 2023-12-20 05:00:29,716 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 6:51:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 2.0194, loss: 2.0194 2023-12-20 05:00:52,357 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 6:51:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0184, loss: 2.0184 2023-12-20 05:01:14,875 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 6:51:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 2.0418, loss: 2.0418 2023-12-20 05:01:37,502 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 6:50:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0399, loss: 2.0399 2023-12-20 05:02:00,126 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 6:50:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0371, loss: 2.0371 2023-12-20 05:02:22,634 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 6:49:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 2.0312, loss: 2.0312 2023-12-20 05:02:45,155 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 6:49:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 2.0380, loss: 2.0380 2023-12-20 05:03:07,751 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 6:49:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 2.0403, loss: 2.0403 2023-12-20 05:03:30,266 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 6:48:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0348, loss: 2.0348 2023-12-20 05:03:52,940 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 6:48:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0493, loss: 2.0493 2023-12-20 05:04:15,431 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 6:48:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 2.0690, loss: 2.0690 2023-12-20 05:04:38,052 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 6:47:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0364, loss: 2.0364 2023-12-20 05:05:00,643 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 6:47:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0235, loss: 2.0235 2023-12-20 05:05:10,168 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-20 05:08:44,390 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 05:08:44,984 - pyskl - INFO - top1_acc 0.8252 top5_acc 0.9658 2023-12-20 05:08:45,011 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8252, top5_acc: 0.9658 2023-12-20 05:09:31,982 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 6:46:46, time: 0.470, data_time: 0.245, memory: 6526, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.0082, loss: 2.0082 2023-12-20 05:09:54,609 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 6:46:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0160, loss: 2.0160 2023-12-20 05:10:17,127 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 6:46:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9986, loss: 1.9986 2023-12-20 05:10:39,713 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 6:45:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0034, loss: 2.0034 2023-12-20 05:11:02,265 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 6:45:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.0091, loss: 2.0091 2023-12-20 05:11:24,815 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 6:44:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0134, loss: 2.0134 2023-12-20 05:11:47,433 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 6:44:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0025, loss: 2.0025 2023-12-20 05:12:10,062 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 6:44:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9998, loss: 1.9998 2023-12-20 05:12:32,701 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 6:43:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9949, loss: 1.9949 2023-12-20 05:12:55,277 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 6:43:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0062, loss: 2.0062 2023-12-20 05:13:17,849 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 6:42:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 2.0019, loss: 2.0019 2023-12-20 05:13:40,407 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 6:42:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 2.0041, loss: 2.0041 2023-12-20 05:14:02,816 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 6:42:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9994, loss: 1.9994 2023-12-20 05:14:25,339 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 6:41:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0042, loss: 2.0042 2023-12-20 05:14:47,958 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 6:41:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0348, loss: 2.0348 2023-12-20 05:15:10,576 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 6:41:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0299, loss: 2.0299 2023-12-20 05:15:33,141 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 6:40:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 2.0242, loss: 2.0242 2023-12-20 05:15:55,729 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 6:40:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0190, loss: 2.0190 2023-12-20 05:16:18,311 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 6:39:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0182, loss: 2.0182 2023-12-20 05:16:40,888 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 6:39:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0132, loss: 2.0132 2023-12-20 05:17:03,431 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 6:39:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 2.0282, loss: 2.0282 2023-12-20 05:17:25,992 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 6:38:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0162, loss: 2.0162 2023-12-20 05:17:48,392 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 6:38:19, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 2.0442, loss: 2.0442 2023-12-20 05:18:10,937 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 6:37:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0278, loss: 2.0278 2023-12-20 05:18:33,404 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 6:37:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0109, loss: 2.0109 2023-12-20 05:18:56,031 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 6:37:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0126, loss: 2.0126 2023-12-20 05:19:18,590 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 6:36:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 2.0263, loss: 2.0263 2023-12-20 05:19:41,132 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 6:36:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 2.0296, loss: 2.0296 2023-12-20 05:20:03,647 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 6:36:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0130, loss: 2.0130 2023-12-20 05:20:26,287 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 6:35:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0162, loss: 2.0162 2023-12-20 05:20:48,844 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 6:35:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0319, loss: 2.0319 2023-12-20 05:21:11,456 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 6:34:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0179, loss: 2.0179 2023-12-20 05:21:34,026 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 6:34:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 2.0184, loss: 2.0184 2023-12-20 05:21:56,598 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 6:34:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 2.0476, loss: 2.0476 2023-12-20 05:22:19,270 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 6:33:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0238, loss: 2.0238 2023-12-20 05:22:41,768 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 6:33:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 2.0203, loss: 2.0203 2023-12-20 05:23:04,398 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 6:32:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0224, loss: 2.0224 2023-12-20 05:23:26,954 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 6:32:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0298, loss: 2.0298 2023-12-20 05:23:49,594 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 6:32:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 2.0153, loss: 2.0153 2023-12-20 05:23:59,168 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-20 05:27:34,373 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 05:27:34,903 - pyskl - INFO - top1_acc 0.8401 top5_acc 0.9700 2023-12-20 05:27:34,907 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_121.pth was removed 2023-12-20 05:27:35,052 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-20 05:27:35,054 - pyskl - INFO - Best top1_acc is 0.8401 at 124 epoch. 2023-12-20 05:27:35,079 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8401, top5_acc: 0.9700 2023-12-20 05:28:22,055 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 6:31:41, time: 0.470, data_time: 0.243, memory: 6526, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0197, loss: 2.0197 2023-12-20 05:28:44,507 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 6:31:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9995, loss: 1.9995 2023-12-20 05:29:07,023 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 6:30:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9993, loss: 1.9993 2023-12-20 05:29:29,593 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 6:30:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.9952, loss: 1.9952 2023-12-20 05:29:52,120 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 6:30:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9961, loss: 1.9961 2023-12-20 05:30:14,625 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 6:29:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0067, loss: 2.0067 2023-12-20 05:30:37,084 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 6:29:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9952, loss: 1.9952 2023-12-20 05:30:59,580 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 6:29:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9848, loss: 1.9848 2023-12-20 05:31:22,179 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 6:28:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9974, loss: 1.9974 2023-12-20 05:31:44,819 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 6:28:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0128, loss: 2.0128 2023-12-20 05:32:07,396 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 6:27:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 2.0060, loss: 2.0060 2023-12-20 05:32:30,028 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 6:27:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9972, loss: 1.9972 2023-12-20 05:32:52,627 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 6:27:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9895, loss: 1.9895 2023-12-20 05:33:15,144 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 6:26:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0009, loss: 2.0009 2023-12-20 05:33:37,673 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 6:26:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0046, loss: 2.0046 2023-12-20 05:34:00,236 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 6:25:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 2.0089, loss: 2.0089 2023-12-20 05:34:22,801 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 6:25:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.0039, loss: 2.0039 2023-12-20 05:34:45,431 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 6:25:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 2.0029, loss: 2.0029 2023-12-20 05:35:07,965 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 6:24:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 2.0053, loss: 2.0053 2023-12-20 05:35:30,588 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 6:24:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 2.0131, loss: 2.0131 2023-12-20 05:35:53,305 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 6:24:00, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0051, loss: 2.0051 2023-12-20 05:36:15,930 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 6:23:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0209, loss: 2.0209 2023-12-20 05:36:38,596 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 6:23:14, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0144, loss: 2.0144 2023-12-20 05:37:01,025 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 6:22:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9864, loss: 1.9864 2023-12-20 05:37:23,615 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 6:22:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.0031, loss: 2.0031 2023-12-20 05:37:46,105 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 6:22:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9927, loss: 1.9927 2023-12-20 05:38:08,674 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 6:21:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 2.0081, loss: 2.0081 2023-12-20 05:38:31,360 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 6:21:19, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 2.0161, loss: 2.0161 2023-12-20 05:38:54,047 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 6:20:56, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 2.0051, loss: 2.0051 2023-12-20 05:39:16,681 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 6:20:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0250, loss: 2.0250 2023-12-20 05:39:39,275 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 6:20:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.0033, loss: 2.0033 2023-12-20 05:40:01,872 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 6:19:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0175, loss: 2.0175 2023-12-20 05:40:24,550 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 6:19:24, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0092, loss: 2.0092 2023-12-20 05:40:46,959 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 6:19:01, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0298, loss: 2.0298 2023-12-20 05:41:09,576 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 6:18:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 2.0093, loss: 2.0093 2023-12-20 05:41:32,180 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 6:18:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.0094, loss: 2.0094 2023-12-20 05:41:54,747 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 6:17:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 2.0225, loss: 2.0225 2023-12-20 05:42:17,244 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 6:17:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.0216, loss: 2.0216 2023-12-20 05:42:39,793 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 6:17:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 2.0215, loss: 2.0215 2023-12-20 05:42:49,372 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-20 05:46:24,552 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 05:46:25,231 - pyskl - INFO - top1_acc 0.8296 top5_acc 0.9663 2023-12-20 05:46:25,257 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8296, top5_acc: 0.9663 2023-12-20 05:47:12,038 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 6:16:36, time: 0.468, data_time: 0.241, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 2.0023, loss: 2.0023 2023-12-20 05:47:34,614 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 6:16:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9963, loss: 1.9963 2023-12-20 05:47:57,170 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 6:15:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9936, loss: 1.9936 2023-12-20 05:48:19,732 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 6:15:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9942, loss: 1.9942 2023-12-20 05:48:42,359 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 6:15:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9826, loss: 1.9826 2023-12-20 05:49:04,941 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 6:14:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9811, loss: 1.9811 2023-12-20 05:49:27,440 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 6:14:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9944, loss: 1.9944 2023-12-20 05:49:49,919 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 6:13:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9987, loss: 1.9987 2023-12-20 05:50:12,452 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 6:13:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9908, loss: 1.9908 2023-12-20 05:50:34,954 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 6:13:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0048, loss: 2.0048 2023-12-20 05:50:57,513 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 6:12:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.9934, loss: 1.9934 2023-12-20 05:51:20,048 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 6:12:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9943, loss: 1.9943 2023-12-20 05:51:42,663 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 6:12:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9795, loss: 1.9795 2023-12-20 05:52:05,280 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 6:11:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9908, loss: 1.9908 2023-12-20 05:52:27,903 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 6:11:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9880, loss: 1.9880 2023-12-20 05:52:50,566 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 6:10:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9895, loss: 1.9895 2023-12-20 05:53:13,254 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 6:10:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9924, loss: 1.9924 2023-12-20 05:53:35,783 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 6:10:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9820, loss: 1.9820 2023-12-20 05:53:58,469 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 6:09:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9841, loss: 1.9841 2023-12-20 05:54:21,175 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 6:09:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9902, loss: 1.9902 2023-12-20 05:54:43,679 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 6:08:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 2.0108, loss: 2.0108 2023-12-20 05:55:06,288 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 6:08:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0064, loss: 2.0064 2023-12-20 05:55:28,848 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 6:08:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0201, loss: 2.0201 2023-12-20 05:55:51,441 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 6:07:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0104, loss: 2.0104 2023-12-20 05:56:13,980 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 6:07:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 2.0086, loss: 2.0086 2023-12-20 05:56:36,536 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 6:07:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 2.0123, loss: 2.0123 2023-12-20 05:56:59,296 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 6:06:37, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0055, loss: 2.0055 2023-12-20 05:57:21,840 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 6:06:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0121, loss: 2.0121 2023-12-20 05:57:44,368 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 6:05:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.0063, loss: 2.0063 2023-12-20 05:58:06,760 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 6:05:28, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.0173, loss: 2.0173 2023-12-20 05:58:29,286 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 6:05:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0001, loss: 2.0001 2023-12-20 05:58:51,906 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 6:04:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9965, loss: 1.9965 2023-12-20 05:59:14,448 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 6:04:19, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9908, loss: 1.9908 2023-12-20 05:59:37,090 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 6:03:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9983, loss: 1.9983 2023-12-20 05:59:59,642 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 6:03:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9923, loss: 1.9923 2023-12-20 06:00:22,315 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 6:03:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0038, loss: 2.0038 2023-12-20 06:00:45,001 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 6:02:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0036, loss: 2.0036 2023-12-20 06:01:07,546 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 6:02:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 2.0163, loss: 2.0163 2023-12-20 06:01:30,078 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 6:02:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0143, loss: 2.0143 2023-12-20 06:01:39,631 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-20 06:05:14,713 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 06:05:15,220 - pyskl - INFO - top1_acc 0.8340 top5_acc 0.9673 2023-12-20 06:05:15,251 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8340, top5_acc: 0.9673 2023-12-20 06:06:01,612 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 6:01:31, time: 0.464, data_time: 0.237, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9784, loss: 1.9784 2023-12-20 06:06:24,126 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 6:01:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9841, loss: 1.9841 2023-12-20 06:06:46,686 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 6:00:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9862, loss: 1.9862 2023-12-20 06:07:09,216 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 6:00:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9856, loss: 1.9856 2023-12-20 06:07:31,735 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 5:59:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9837, loss: 1.9837 2023-12-20 06:07:54,285 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 5:59:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9806, loss: 1.9806 2023-12-20 06:08:16,943 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 5:59:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.9923, loss: 1.9923 2023-12-20 06:08:39,570 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 5:58:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.9897, loss: 1.9897 2023-12-20 06:09:02,162 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 5:58:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.9835, loss: 1.9835 2023-12-20 06:09:24,620 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 5:58:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9781, loss: 1.9781 2023-12-20 06:09:47,203 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 5:57:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.9834, loss: 1.9834 2023-12-20 06:10:09,828 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 5:57:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9935, loss: 1.9935 2023-12-20 06:10:32,375 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 5:56:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9844, loss: 1.9844 2023-12-20 06:10:54,981 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 5:56:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0028, loss: 2.0028 2023-12-20 06:11:17,592 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 5:56:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9921, loss: 1.9921 2023-12-20 06:11:40,229 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 5:55:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9881, loss: 1.9881 2023-12-20 06:12:02,788 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 5:55:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9798, loss: 1.9798 2023-12-20 06:12:25,387 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 5:55:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9873, loss: 1.9873 2023-12-20 06:12:47,903 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 5:54:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9906, loss: 1.9906 2023-12-20 06:13:10,426 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 5:54:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9954, loss: 1.9954 2023-12-20 06:13:33,009 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 5:53:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9858, loss: 1.9858 2023-12-20 06:13:55,580 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 5:53:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9856, loss: 1.9856 2023-12-20 06:14:18,119 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 5:53:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9844, loss: 1.9844 2023-12-20 06:14:40,631 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 5:52:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9857, loss: 1.9857 2023-12-20 06:15:03,247 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 5:52:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.9948, loss: 1.9948 2023-12-20 06:15:25,783 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 5:51:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9832, loss: 1.9832 2023-12-20 06:15:48,380 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 5:51:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9815, loss: 1.9815 2023-12-20 06:16:10,980 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 5:51:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9848, loss: 1.9848 2023-12-20 06:16:33,566 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 5:50:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9927, loss: 1.9927 2023-12-20 06:16:56,055 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 5:50:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9915, loss: 1.9915 2023-12-20 06:17:18,567 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 5:50:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9875, loss: 1.9875 2023-12-20 06:17:41,232 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 5:49:37, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9892, loss: 1.9892 2023-12-20 06:18:03,780 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 5:49:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9762, loss: 1.9762 2023-12-20 06:18:26,403 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 5:48:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9897, loss: 1.9897 2023-12-20 06:18:48,979 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 5:48:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9982, loss: 1.9982 2023-12-20 06:19:11,624 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 5:48:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9897, loss: 1.9897 2023-12-20 06:19:34,131 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 5:47:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9802, loss: 1.9802 2023-12-20 06:19:56,713 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 5:47:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9851, loss: 1.9851 2023-12-20 06:20:19,249 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 5:46:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9974, loss: 1.9974 2023-12-20 06:20:28,798 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-20 06:24:05,893 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 06:24:06,460 - pyskl - INFO - top1_acc 0.8334 top5_acc 0.9667 2023-12-20 06:24:06,488 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8334, top5_acc: 0.9667 2023-12-20 06:24:53,583 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 5:46:26, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9847, loss: 1.9847 2023-12-20 06:25:16,188 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 5:46:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9785, loss: 1.9785 2023-12-20 06:25:38,784 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 5:45:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9735, loss: 1.9735 2023-12-20 06:26:01,255 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 5:45:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9817, loss: 1.9817 2023-12-20 06:26:23,993 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 5:44:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9815, loss: 1.9815 2023-12-20 06:26:46,661 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 5:44:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9756, loss: 1.9756 2023-12-20 06:27:09,239 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 5:44:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9788, loss: 1.9788 2023-12-20 06:27:31,808 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 5:43:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9757, loss: 1.9757 2023-12-20 06:27:54,334 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 5:43:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9721, loss: 1.9721 2023-12-20 06:28:16,870 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 5:42:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9782, loss: 1.9782 2023-12-20 06:28:39,334 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 5:42:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9724, loss: 1.9724 2023-12-20 06:29:01,823 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 5:42:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9713, loss: 1.9713 2023-12-20 06:29:24,295 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 5:41:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9690, loss: 1.9690 2023-12-20 06:29:46,742 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 5:41:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9761, loss: 1.9761 2023-12-20 06:30:09,343 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 5:41:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9738, loss: 1.9738 2023-12-20 06:30:31,918 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 5:40:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9699, loss: 1.9699 2023-12-20 06:30:54,578 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 5:40:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9669, loss: 1.9669 2023-12-20 06:31:17,232 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 5:39:55, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9787, loss: 1.9787 2023-12-20 06:31:39,781 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 5:39:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9636, loss: 1.9636 2023-12-20 06:32:02,339 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 5:39:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.9779, loss: 1.9779 2023-12-20 06:32:25,008 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 5:38:46, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9802, loss: 1.9802 2023-12-20 06:32:47,539 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 5:38:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.9792, loss: 1.9792 2023-12-20 06:33:10,158 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 5:38:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.9744, loss: 1.9744 2023-12-20 06:33:32,674 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 5:37:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9752, loss: 1.9752 2023-12-20 06:33:55,219 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 5:37:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9839, loss: 1.9839 2023-12-20 06:34:17,899 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 5:36:51, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9780, loss: 1.9780 2023-12-20 06:34:40,494 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 5:36:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9679, loss: 1.9679 2023-12-20 06:35:03,018 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 5:36:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9659, loss: 1.9659 2023-12-20 06:35:25,491 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 5:35:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9867, loss: 1.9867 2023-12-20 06:35:48,104 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 5:35:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9869, loss: 1.9869 2023-12-20 06:36:10,662 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 5:34:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9793, loss: 1.9793 2023-12-20 06:36:33,227 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 5:34:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9813, loss: 1.9813 2023-12-20 06:36:55,723 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 5:34:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9898, loss: 1.9898 2023-12-20 06:37:18,283 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 5:33:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9795, loss: 1.9795 2023-12-20 06:37:40,778 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 5:33:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9818, loss: 1.9818 2023-12-20 06:38:03,313 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 5:33:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9934, loss: 1.9934 2023-12-20 06:38:25,830 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 5:32:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9918, loss: 1.9918 2023-12-20 06:38:48,346 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 5:32:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9915, loss: 1.9915 2023-12-20 06:39:10,906 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 5:31:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9846, loss: 1.9846 2023-12-20 06:39:20,411 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-20 06:42:56,522 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 06:42:57,131 - pyskl - INFO - top1_acc 0.8361 top5_acc 0.9667 2023-12-20 06:42:57,160 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8361, top5_acc: 0.9667 2023-12-20 06:43:44,197 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 5:31:22, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9686, loss: 1.9686 2023-12-20 06:44:06,663 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 5:30:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9660, loss: 1.9660 2023-12-20 06:44:29,240 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 5:30:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9686, loss: 1.9686 2023-12-20 06:44:51,799 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 5:30:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9695, loss: 1.9695 2023-12-20 06:45:14,342 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 5:29:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9684, loss: 1.9684 2023-12-20 06:45:36,924 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 5:29:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9758, loss: 1.9758 2023-12-20 06:45:59,457 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 5:29:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9730, loss: 1.9730 2023-12-20 06:46:22,008 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 5:28:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9738, loss: 1.9738 2023-12-20 06:46:44,622 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 5:28:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9670, loss: 1.9670 2023-12-20 06:47:07,047 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 5:27:54, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9629, loss: 1.9629 2023-12-20 06:47:29,576 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 5:27:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.9749, loss: 1.9749 2023-12-20 06:47:52,236 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 5:27:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9687, loss: 1.9687 2023-12-20 06:48:14,828 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 5:26:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9708, loss: 1.9708 2023-12-20 06:48:37,322 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 5:26:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9662, loss: 1.9662 2023-12-20 06:48:59,919 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 5:25:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9673, loss: 1.9673 2023-12-20 06:49:22,327 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 5:25:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9739, loss: 1.9739 2023-12-20 06:49:44,889 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 5:25:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9603, loss: 1.9603 2023-12-20 06:50:07,392 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 5:24:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9712, loss: 1.9712 2023-12-20 06:50:29,895 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 5:24:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9635, loss: 1.9635 2023-12-20 06:50:52,446 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 5:24:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9753, loss: 1.9753 2023-12-20 06:51:15,025 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 5:23:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9712, loss: 1.9712 2023-12-20 06:51:37,645 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 5:23:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9645, loss: 1.9645 2023-12-20 06:52:00,243 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 5:22:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9701, loss: 1.9701 2023-12-20 06:52:22,807 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 5:22:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9736, loss: 1.9736 2023-12-20 06:52:45,446 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 5:22:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9852, loss: 1.9852 2023-12-20 06:53:07,902 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 5:21:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9833, loss: 1.9833 2023-12-20 06:53:30,363 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 5:21:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9826, loss: 1.9826 2023-12-20 06:53:52,944 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 5:21:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9682, loss: 1.9682 2023-12-20 06:54:15,416 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 5:20:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9670, loss: 1.9670 2023-12-20 06:54:37,996 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 5:20:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9676, loss: 1.9676 2023-12-20 06:55:00,505 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 5:19:51, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9753, loss: 1.9753 2023-12-20 06:55:23,071 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 5:19:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9740, loss: 1.9740 2023-12-20 06:55:45,720 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 5:19:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9781, loss: 1.9781 2023-12-20 06:56:08,258 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 5:18:42, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9785, loss: 1.9785 2023-12-20 06:56:30,837 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 5:18:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9703, loss: 1.9703 2023-12-20 06:56:53,417 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 5:17:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9675, loss: 1.9675 2023-12-20 06:57:15,895 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 5:17:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9849, loss: 1.9849 2023-12-20 06:57:38,302 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 5:17:09, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9729, loss: 1.9729 2023-12-20 06:58:00,881 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 5:16:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9718, loss: 1.9718 2023-12-20 06:58:10,363 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-20 07:01:45,673 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:01:46,193 - pyskl - INFO - top1_acc 0.8431 top5_acc 0.9706 2023-12-20 07:01:46,198 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_124.pth was removed 2023-12-20 07:01:46,338 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-20 07:01:46,340 - pyskl - INFO - Best top1_acc is 0.8431 at 129 epoch. 2023-12-20 07:01:46,365 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8431, top5_acc: 0.9706 2023-12-20 07:02:33,481 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 5:16:17, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9629, loss: 1.9629 2023-12-20 07:02:56,099 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 5:15:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9554, loss: 1.9554 2023-12-20 07:03:18,712 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 5:15:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9605, loss: 1.9605 2023-12-20 07:03:41,395 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 5:15:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9555, loss: 1.9555 2023-12-20 07:04:03,985 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 5:14:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9559, loss: 1.9559 2023-12-20 07:04:26,501 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 5:14:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9595, loss: 1.9595 2023-12-20 07:04:49,106 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 5:13:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9576, loss: 1.9576 2023-12-20 07:05:11,689 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 5:13:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.9578, loss: 1.9578 2023-12-20 07:05:34,182 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 5:13:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9579, loss: 1.9579 2023-12-20 07:05:56,678 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 5:12:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9579, loss: 1.9579 2023-12-20 07:06:19,225 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 5:12:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9538, loss: 1.9538 2023-12-20 07:06:41,884 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 5:12:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9562, loss: 1.9562 2023-12-20 07:07:04,495 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 5:11:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9611, loss: 1.9611 2023-12-20 07:07:27,224 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 5:11:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9523, loss: 1.9523 2023-12-20 07:07:49,751 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 5:10:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 2023-12-20 07:08:12,257 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 5:10:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9582, loss: 1.9582 2023-12-20 07:08:34,711 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 5:10:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9564, loss: 1.9564 2023-12-20 07:08:57,397 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 5:09:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9696, loss: 1.9696 2023-12-20 07:09:19,968 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 5:09:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9665, loss: 1.9665 2023-12-20 07:09:42,425 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 5:08:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9605, loss: 1.9605 2023-12-20 07:10:05,007 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 5:08:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9624, loss: 1.9624 2023-12-20 07:10:27,589 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 5:08:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9596, loss: 1.9596 2023-12-20 07:10:50,243 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 5:07:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9629, loss: 1.9629 2023-12-20 07:11:12,865 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 5:07:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9677, loss: 1.9677 2023-12-20 07:11:35,500 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 5:07:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9688, loss: 1.9688 2023-12-20 07:11:58,190 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 5:06:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9573, loss: 1.9573 2023-12-20 07:12:20,765 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 5:06:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9647, loss: 1.9647 2023-12-20 07:12:43,370 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 5:05:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9586, loss: 1.9586 2023-12-20 07:13:05,899 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 5:05:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9636, loss: 1.9636 2023-12-20 07:13:28,394 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 5:05:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9614, loss: 1.9614 2023-12-20 07:13:50,995 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 5:04:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9563, loss: 1.9563 2023-12-20 07:14:13,441 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 5:04:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9721, loss: 1.9721 2023-12-20 07:14:36,004 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 5:04:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9703, loss: 1.9703 2023-12-20 07:14:58,602 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 5:03:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9612, loss: 1.9612 2023-12-20 07:15:21,128 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 5:03:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9675, loss: 1.9675 2023-12-20 07:15:43,700 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 5:02:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9654, loss: 1.9654 2023-12-20 07:16:06,178 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 5:02:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9624, loss: 1.9624 2023-12-20 07:16:28,776 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 5:02:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9665, loss: 1.9665 2023-12-20 07:16:51,398 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 5:01:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9632, loss: 1.9632 2023-12-20 07:17:01,067 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-20 07:20:37,071 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:20:37,754 - pyskl - INFO - top1_acc 0.8404 top5_acc 0.9667 2023-12-20 07:20:37,776 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8404, top5_acc: 0.9667 2023-12-20 07:21:24,633 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 5:01:12, time: 0.469, data_time: 0.242, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9576, loss: 1.9576 2023-12-20 07:21:47,229 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 5:00:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9579, loss: 1.9579 2023-12-20 07:22:09,961 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 5:00:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9628, loss: 1.9628 2023-12-20 07:22:32,628 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 5:00:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9514, loss: 1.9514 2023-12-20 07:22:55,207 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 4:59:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9442, loss: 1.9442 2023-12-20 07:23:17,695 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 4:59:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9523, loss: 1.9523 2023-12-20 07:23:40,321 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 4:58:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9625, loss: 1.9625 2023-12-20 07:24:02,834 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 4:58:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9559, loss: 1.9559 2023-12-20 07:24:25,360 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 4:58:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9549, loss: 1.9549 2023-12-20 07:24:47,952 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 4:57:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9620, loss: 1.9620 2023-12-20 07:25:10,485 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 4:57:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9544, loss: 1.9544 2023-12-20 07:25:32,997 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 4:56:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9559, loss: 1.9559 2023-12-20 07:25:55,582 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 4:56:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9560, loss: 1.9560 2023-12-20 07:26:18,239 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 4:56:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9608, loss: 1.9608 2023-12-20 07:26:40,661 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 4:55:50, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9557, loss: 1.9557 2023-12-20 07:27:03,270 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 4:55:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9560, loss: 1.9560 2023-12-20 07:27:25,865 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 4:55:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 2023-12-20 07:27:48,422 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 4:54:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9564, loss: 1.9564 2023-12-20 07:28:11,003 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 4:54:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9566, loss: 1.9566 2023-12-20 07:28:33,553 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 4:53:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9504, loss: 1.9504 2023-12-20 07:28:56,175 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 4:53:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9588, loss: 1.9588 2023-12-20 07:29:18,797 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 4:53:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9651, loss: 1.9651 2023-12-20 07:29:41,428 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 4:52:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9621, loss: 1.9621 2023-12-20 07:30:03,994 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 4:52:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9581, loss: 1.9581 2023-12-20 07:30:26,408 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 4:51:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9574, loss: 1.9574 2023-12-20 07:30:48,936 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 4:51:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9524, loss: 1.9524 2023-12-20 07:31:11,507 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 4:51:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9598, loss: 1.9598 2023-12-20 07:31:34,089 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 4:50:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9581, loss: 1.9581 2023-12-20 07:31:56,764 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 4:50:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9561, loss: 1.9561 2023-12-20 07:32:19,324 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 4:50:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9587, loss: 1.9587 2023-12-20 07:32:41,867 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 4:49:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9562, loss: 1.9562 2023-12-20 07:33:04,428 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 4:49:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9557, loss: 1.9557 2023-12-20 07:33:26,882 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 4:48:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9487, loss: 1.9487 2023-12-20 07:33:49,386 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 4:48:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9581, loss: 1.9581 2023-12-20 07:34:12,031 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 4:48:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9648, loss: 1.9648 2023-12-20 07:34:34,573 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 4:47:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9553, loss: 1.9553 2023-12-20 07:34:57,093 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 4:47:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9585, loss: 1.9585 2023-12-20 07:35:19,694 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 4:47:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9612, loss: 1.9612 2023-12-20 07:35:42,244 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 4:46:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9544, loss: 1.9544 2023-12-20 07:35:51,833 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-20 07:39:26,773 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:39:27,423 - pyskl - INFO - top1_acc 0.8426 top5_acc 0.9696 2023-12-20 07:39:27,446 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8426, top5_acc: 0.9696 2023-12-20 07:40:13,976 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 4:46:07, time: 0.465, data_time: 0.240, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9492, loss: 1.9492 2023-12-20 07:40:36,481 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 4:45:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9544, loss: 1.9544 2023-12-20 07:40:59,158 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 4:45:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9518, loss: 1.9518 2023-12-20 07:41:21,734 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 4:44:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9567, loss: 1.9567 2023-12-20 07:41:44,188 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 4:44:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9472, loss: 1.9472 2023-12-20 07:42:06,693 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 4:44:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9551, loss: 1.9551 2023-12-20 07:42:29,241 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 4:43:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9508, loss: 1.9508 2023-12-20 07:42:51,875 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 4:43:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9537, loss: 1.9537 2023-12-20 07:43:14,541 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 4:43:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9516, loss: 1.9516 2023-12-20 07:43:37,096 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 4:42:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9513, loss: 1.9513 2023-12-20 07:43:59,663 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 4:42:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9562, loss: 1.9562 2023-12-20 07:44:22,253 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 4:41:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9573, loss: 1.9573 2023-12-20 07:44:44,919 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 4:41:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9537, loss: 1.9537 2023-12-20 07:45:07,510 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 4:41:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9487, loss: 1.9487 2023-12-20 07:45:30,063 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 4:40:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9476, loss: 1.9476 2023-12-20 07:45:52,640 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 4:40:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 2023-12-20 07:46:15,265 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 4:39:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9510, loss: 1.9510 2023-12-20 07:46:37,955 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 4:39:36, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9493, loss: 1.9493 2023-12-20 07:47:00,434 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 4:39:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9447, loss: 1.9447 2023-12-20 07:47:23,033 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 4:38:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9492, loss: 1.9492 2023-12-20 07:47:45,602 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 4:38:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9480, loss: 1.9480 2023-12-20 07:48:08,179 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 4:38:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9527, loss: 1.9527 2023-12-20 07:48:30,701 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 4:37:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9493, loss: 1.9493 2023-12-20 07:48:53,269 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 4:37:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9473, loss: 1.9473 2023-12-20 07:49:15,739 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 4:36:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9508, loss: 1.9508 2023-12-20 07:49:38,213 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 4:36:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9509, loss: 1.9509 2023-12-20 07:50:00,819 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 4:36:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9526, loss: 1.9526 2023-12-20 07:50:23,406 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 4:35:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9524, loss: 1.9524 2023-12-20 07:50:45,992 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 4:35:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9491, loss: 1.9491 2023-12-20 07:51:08,479 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 4:35:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9557, loss: 1.9557 2023-12-20 07:51:31,016 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 4:34:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9602, loss: 1.9602 2023-12-20 07:51:53,568 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 4:34:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9506, loss: 1.9506 2023-12-20 07:52:16,221 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 4:33:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9546, loss: 1.9546 2023-12-20 07:52:38,723 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 4:33:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9540, loss: 1.9540 2023-12-20 07:53:01,212 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 4:33:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9515, loss: 1.9515 2023-12-20 07:53:23,702 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 4:32:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9541, loss: 1.9541 2023-12-20 07:53:46,223 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 4:32:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9531, loss: 1.9531 2023-12-20 07:54:08,768 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 4:31:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9535, loss: 1.9535 2023-12-20 07:54:31,258 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 4:31:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9506, loss: 1.9506 2023-12-20 07:54:40,757 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-20 07:58:15,842 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 07:58:16,432 - pyskl - INFO - top1_acc 0.8471 top5_acc 0.9691 2023-12-20 07:58:16,436 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_129.pth was removed 2023-12-20 07:58:16,599 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-20 07:58:16,601 - pyskl - INFO - Best top1_acc is 0.8471 at 132 epoch. 2023-12-20 07:58:16,629 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8471, top5_acc: 0.9691 2023-12-20 07:59:03,050 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 4:31:02, time: 0.464, data_time: 0.239, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9442, loss: 1.9442 2023-12-20 07:59:25,569 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 4:30:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9420, loss: 1.9420 2023-12-20 07:59:48,117 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 4:30:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9476, loss: 1.9476 2023-12-20 08:00:10,766 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 4:29:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9443, loss: 1.9443 2023-12-20 08:00:33,362 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 4:29:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9405, loss: 1.9405 2023-12-20 08:00:55,974 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 4:29:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9433, loss: 1.9433 2023-12-20 08:01:18,529 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 4:28:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9423, loss: 1.9423 2023-12-20 08:01:41,215 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 4:28:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9462, loss: 1.9462 2023-12-20 08:02:03,856 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 4:27:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9447, loss: 1.9447 2023-12-20 08:02:26,433 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 4:27:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9458, loss: 1.9458 2023-12-20 08:02:48,987 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 4:27:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9464, loss: 1.9464 2023-12-20 08:03:11,607 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 4:26:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9490, loss: 1.9490 2023-12-20 08:03:34,211 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 4:26:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9488, loss: 1.9488 2023-12-20 08:03:56,828 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 4:26:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9449, loss: 1.9449 2023-12-20 08:04:19,319 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 4:25:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9494, loss: 1.9494 2023-12-20 08:04:41,925 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 4:25:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9484, loss: 1.9484 2023-12-20 08:05:04,470 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 4:24:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9458, loss: 1.9458 2023-12-20 08:05:27,015 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 4:24:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9496, loss: 1.9496 2023-12-20 08:05:49,574 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 4:24:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9512, loss: 1.9512 2023-12-20 08:06:12,063 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 4:23:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9471, loss: 1.9471 2023-12-20 08:06:34,567 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 4:23:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9475, loss: 1.9475 2023-12-20 08:06:57,190 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 4:22:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9464, loss: 1.9464 2023-12-20 08:07:19,793 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 4:22:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9505, loss: 1.9505 2023-12-20 08:07:42,526 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 4:22:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9469, loss: 1.9469 2023-12-20 08:08:05,073 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 4:21:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9460, loss: 1.9460 2023-12-20 08:08:27,702 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 4:21:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9479, loss: 1.9479 2023-12-20 08:08:50,251 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 4:21:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9476, loss: 1.9476 2023-12-20 08:09:12,766 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 4:20:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9524, loss: 1.9524 2023-12-20 08:09:35,426 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 4:20:18, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9485, loss: 1.9485 2023-12-20 08:09:57,947 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 4:19:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9475, loss: 1.9475 2023-12-20 08:10:20,513 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 4:19:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9451, loss: 1.9451 2023-12-20 08:10:43,114 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 4:19:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9460, loss: 1.9460 2023-12-20 08:11:05,741 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 4:18:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9473, loss: 1.9473 2023-12-20 08:11:28,243 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 4:18:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9499, loss: 1.9499 2023-12-20 08:11:50,685 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 4:18:00, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9498, loss: 1.9498 2023-12-20 08:12:13,209 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 4:17:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9510, loss: 1.9510 2023-12-20 08:12:35,770 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 4:17:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9433, loss: 1.9433 2023-12-20 08:12:58,340 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 4:16:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9441, loss: 1.9441 2023-12-20 08:13:20,833 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 4:16:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9481, loss: 1.9481 2023-12-20 08:13:30,469 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-20 08:17:05,571 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 08:17:06,143 - pyskl - INFO - top1_acc 0.8462 top5_acc 0.9696 2023-12-20 08:17:06,166 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8462, top5_acc: 0.9696 2023-12-20 08:17:52,979 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 4:15:57, time: 0.468, data_time: 0.241, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9452, loss: 1.9452 2023-12-20 08:18:15,595 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 4:15:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9474, loss: 1.9474 2023-12-20 08:18:38,122 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 4:15:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9489, loss: 1.9489 2023-12-20 08:19:00,580 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 4:14:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9441, loss: 1.9441 2023-12-20 08:19:23,244 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 4:14:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9462, loss: 1.9462 2023-12-20 08:19:45,782 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 4:14:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9459, loss: 1.9459 2023-12-20 08:20:08,496 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 4:13:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9455, loss: 1.9455 2023-12-20 08:20:31,028 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 4:13:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9480, loss: 1.9480 2023-12-20 08:20:53,608 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 4:12:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9458, loss: 1.9458 2023-12-20 08:21:16,110 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 4:12:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9504, loss: 1.9504 2023-12-20 08:21:38,697 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 4:12:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9446, loss: 1.9446 2023-12-20 08:22:01,179 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 4:11:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9429, loss: 1.9429 2023-12-20 08:22:23,770 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 4:11:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9456, loss: 1.9456 2023-12-20 08:22:46,303 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 4:10:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9438, loss: 1.9438 2023-12-20 08:23:08,925 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 4:10:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9451, loss: 1.9451 2023-12-20 08:23:31,554 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 4:10:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9536, loss: 1.9536 2023-12-20 08:23:54,181 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 4:09:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9467, loss: 1.9467 2023-12-20 08:24:16,720 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 4:09:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9462, loss: 1.9462 2023-12-20 08:24:39,379 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 4:09:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 2023-12-20 08:25:01,943 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 4:08:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9406, loss: 1.9406 2023-12-20 08:25:24,487 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 4:08:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9439, loss: 1.9439 2023-12-20 08:25:47,230 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 4:07:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9466, loss: 1.9466 2023-12-20 08:26:09,810 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 4:07:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 2023-12-20 08:26:32,328 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 4:07:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9458, loss: 1.9458 2023-12-20 08:26:54,918 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 4:06:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9447, loss: 1.9447 2023-12-20 08:27:17,499 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 4:06:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9517, loss: 1.9517 2023-12-20 08:27:40,041 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 4:05:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9511, loss: 1.9511 2023-12-20 08:28:02,680 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 4:05:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9487, loss: 1.9487 2023-12-20 08:28:25,197 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 4:05:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9498, loss: 1.9498 2023-12-20 08:28:47,765 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 4:04:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9452, loss: 1.9452 2023-12-20 08:29:10,338 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 4:04:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9450, loss: 1.9450 2023-12-20 08:29:32,896 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 4:04:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9442, loss: 1.9442 2023-12-20 08:29:55,468 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 4:03:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 2023-12-20 08:30:18,109 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 4:03:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9486, loss: 1.9486 2023-12-20 08:30:40,475 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 4:02:55, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9432, loss: 1.9432 2023-12-20 08:31:03,053 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 4:02:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9468, loss: 1.9468 2023-12-20 08:31:25,537 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 4:02:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9469, loss: 1.9469 2023-12-20 08:31:48,052 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 4:01:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9463, loss: 1.9463 2023-12-20 08:32:10,612 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 4:01:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9467, loss: 1.9467 2023-12-20 08:32:20,205 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-20 08:35:55,606 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 08:35:56,235 - pyskl - INFO - top1_acc 0.8439 top5_acc 0.9686 2023-12-20 08:35:56,259 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8439, top5_acc: 0.9686 2023-12-20 08:36:43,221 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 4:00:53, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9408, loss: 1.9408 2023-12-20 08:37:05,872 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 4:00:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9420, loss: 1.9420 2023-12-20 08:37:28,538 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 4:00:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 2023-12-20 08:37:51,204 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 3:59:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9400, loss: 1.9400 2023-12-20 08:38:13,810 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 3:59:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9442, loss: 1.9442 2023-12-20 08:38:36,416 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 3:58:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9419, loss: 1.9419 2023-12-20 08:38:58,993 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 3:58:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 2023-12-20 08:39:21,483 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 3:58:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9429, loss: 1.9429 2023-12-20 08:39:44,092 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 3:57:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9405, loss: 1.9405 2023-12-20 08:40:06,679 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 3:57:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 2023-12-20 08:40:29,203 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 3:57:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9455, loss: 1.9455 2023-12-20 08:40:51,775 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 3:56:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9448, loss: 1.9448 2023-12-20 08:41:14,371 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 3:56:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9405, loss: 1.9405 2023-12-20 08:41:36,997 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 3:55:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9415, loss: 1.9415 2023-12-20 08:41:59,596 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 3:55:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9414, loss: 1.9414 2023-12-20 08:42:22,211 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 3:55:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 2023-12-20 08:42:44,812 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 3:54:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 2023-12-20 08:43:07,445 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 3:54:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9437, loss: 1.9437 2023-12-20 08:43:30,023 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 3:53:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9393, loss: 1.9393 2023-12-20 08:43:52,573 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 3:53:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9424, loss: 1.9424 2023-12-20 08:44:15,068 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 3:53:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9416, loss: 1.9416 2023-12-20 08:44:37,605 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 3:52:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9428, loss: 1.9428 2023-12-20 08:45:00,100 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 3:52:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9455, loss: 1.9455 2023-12-20 08:45:22,642 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 3:52:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9408, loss: 1.9408 2023-12-20 08:45:45,173 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 3:51:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9430, loss: 1.9430 2023-12-20 08:46:07,717 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 3:51:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9432, loss: 1.9432 2023-12-20 08:46:30,369 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 3:50:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9451, loss: 1.9451 2023-12-20 08:46:53,031 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 3:50:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9411, loss: 1.9411 2023-12-20 08:47:15,564 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 3:50:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9399, loss: 1.9399 2023-12-20 08:47:38,170 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 3:49:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9425, loss: 1.9425 2023-12-20 08:48:00,794 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 3:49:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 2023-12-20 08:48:23,368 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 3:48:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9486, loss: 1.9486 2023-12-20 08:48:45,880 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 3:48:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9452, loss: 1.9452 2023-12-20 08:49:08,440 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 3:48:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9461, loss: 1.9461 2023-12-20 08:49:31,046 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 3:47:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9436, loss: 1.9436 2023-12-20 08:49:53,657 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 3:47:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9413, loss: 1.9413 2023-12-20 08:50:16,206 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 3:47:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 2023-12-20 08:50:38,712 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 3:46:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9443, loss: 1.9443 2023-12-20 08:51:01,179 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 3:46:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9424, loss: 1.9424 2023-12-20 08:51:10,748 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-20 08:54:46,038 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 08:54:46,536 - pyskl - INFO - top1_acc 0.8482 top5_acc 0.9700 2023-12-20 08:54:46,540 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_132.pth was removed 2023-12-20 08:54:46,697 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-20 08:54:46,699 - pyskl - INFO - Best top1_acc is 0.8482 at 135 epoch. 2023-12-20 08:54:46,733 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8482, top5_acc: 0.9700 2023-12-20 08:55:33,138 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 3:45:48, time: 0.464, data_time: 0.239, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 2023-12-20 08:55:55,661 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 3:45:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9418, loss: 1.9418 2023-12-20 08:56:18,189 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 3:45:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9390, loss: 1.9390 2023-12-20 08:56:40,661 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 3:44:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9403, loss: 1.9403 2023-12-20 08:57:03,170 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 3:44:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9389, loss: 1.9389 2023-12-20 08:57:25,683 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 3:43:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9391, loss: 1.9391 2023-12-20 08:57:48,343 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 3:43:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 2023-12-20 08:58:10,964 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 3:43:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 2023-12-20 08:58:33,608 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 3:42:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 2023-12-20 08:58:56,241 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 3:42:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9382, loss: 1.9382 2023-12-20 08:59:18,807 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 3:41:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9383, loss: 1.9383 2023-12-20 08:59:41,269 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 3:41:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9415, loss: 1.9415 2023-12-20 09:00:03,808 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 3:41:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 2023-12-20 09:00:26,460 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 3:40:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9421, loss: 1.9421 2023-12-20 09:00:49,049 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 3:40:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9422, loss: 1.9422 2023-12-20 09:01:11,687 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 3:40:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 2023-12-20 09:01:34,160 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 3:39:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 09:01:56,736 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 3:39:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9419, loss: 1.9419 2023-12-20 09:02:19,373 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 3:38:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9431, loss: 1.9431 2023-12-20 09:02:42,044 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 3:38:31, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9400, loss: 1.9400 2023-12-20 09:03:04,598 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 3:38:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9397, loss: 1.9397 2023-12-20 09:03:27,150 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 3:37:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 2023-12-20 09:03:49,685 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 3:37:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9424, loss: 1.9424 2023-12-20 09:04:12,208 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 3:36:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9417, loss: 1.9417 2023-12-20 09:04:34,821 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 3:36:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 2023-12-20 09:04:57,477 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 3:36:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9390, loss: 1.9390 2023-12-20 09:05:20,049 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 3:35:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9420, loss: 1.9420 2023-12-20 09:05:42,563 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 3:35:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9408, loss: 1.9408 2023-12-20 09:06:05,180 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 3:35:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9393, loss: 1.9393 2023-12-20 09:06:27,738 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 3:34:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9400, loss: 1.9400 2023-12-20 09:06:50,284 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 3:34:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9406, loss: 1.9406 2023-12-20 09:07:12,750 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 3:33:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9397, loss: 1.9397 2023-12-20 09:07:35,310 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 3:33:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9393, loss: 1.9393 2023-12-20 09:07:57,864 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 3:33:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9409, loss: 1.9409 2023-12-20 09:08:20,464 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 3:32:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 2023-12-20 09:08:42,954 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 3:32:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9454, loss: 1.9454 2023-12-20 09:09:05,450 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 3:32:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 2023-12-20 09:09:27,931 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 3:31:37, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9403, loss: 1.9403 2023-12-20 09:09:50,422 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 3:31:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9396, loss: 1.9396 2023-12-20 09:09:59,857 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-20 09:13:34,478 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 09:13:34,997 - pyskl - INFO - top1_acc 0.8521 top5_acc 0.9719 2023-12-20 09:13:35,001 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_135.pth was removed 2023-12-20 09:13:35,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-20 09:13:35,139 - pyskl - INFO - Best top1_acc is 0.8521 at 136 epoch. 2023-12-20 09:13:35,160 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8521, top5_acc: 0.9719 2023-12-20 09:14:22,127 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 3:30:43, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 2023-12-20 09:14:44,637 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 3:30:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 2023-12-20 09:15:07,220 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 3:29:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9406, loss: 1.9406 2023-12-20 09:15:29,776 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 3:29:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9418, loss: 1.9418 2023-12-20 09:15:52,328 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 3:29:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 2023-12-20 09:16:14,987 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 3:28:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 2023-12-20 09:16:37,525 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 3:28:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 09:17:00,172 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 3:28:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 09:17:22,754 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 3:27:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 09:17:45,338 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 3:27:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9381, loss: 1.9381 2023-12-20 09:18:08,013 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 3:26:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 2023-12-20 09:18:30,464 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 3:26:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 09:18:52,962 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 3:26:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 2023-12-20 09:19:15,512 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 3:25:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9380, loss: 1.9380 2023-12-20 09:19:38,111 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 3:25:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 2023-12-20 09:20:00,714 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 3:24:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 2023-12-20 09:20:23,358 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 3:24:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 2023-12-20 09:20:45,967 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 3:24:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 2023-12-20 09:21:08,488 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 3:23:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9400, loss: 1.9400 2023-12-20 09:21:31,149 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 3:23:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 2023-12-20 09:21:53,574 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 3:23:03, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 2023-12-20 09:22:16,252 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 3:22:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 2023-12-20 09:22:38,949 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 3:22:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 2023-12-20 09:23:01,523 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 3:21:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 09:23:24,129 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 3:21:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9411, loss: 1.9411 2023-12-20 09:23:46,706 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 3:21:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 2023-12-20 09:24:09,277 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 3:20:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9391, loss: 1.9391 2023-12-20 09:24:31,666 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 3:20:22, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 2023-12-20 09:24:54,229 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 3:19:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 2023-12-20 09:25:16,693 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 3:19:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 09:25:39,258 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 3:19:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 2023-12-20 09:26:01,880 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 3:18:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 2023-12-20 09:26:24,469 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 3:18:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 2023-12-20 09:26:47,059 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 3:18:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 2023-12-20 09:27:09,649 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 3:17:41, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 2023-12-20 09:27:32,169 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 3:17:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9391, loss: 1.9391 2023-12-20 09:27:54,709 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 3:16:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9432, loss: 1.9432 2023-12-20 09:28:17,253 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 3:16:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9422, loss: 1.9422 2023-12-20 09:28:39,812 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 3:16:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9440, loss: 1.9440 2023-12-20 09:28:49,449 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-20 09:32:25,042 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 09:32:25,899 - pyskl - INFO - top1_acc 0.8510 top5_acc 0.9711 2023-12-20 09:32:25,926 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8510, top5_acc: 0.9711 2023-12-20 09:33:13,129 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 3:15:38, time: 0.472, data_time: 0.245, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9382, loss: 1.9382 2023-12-20 09:33:35,705 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 3:15:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9382, loss: 1.9382 2023-12-20 09:33:58,137 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 3:14:52, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 09:34:20,710 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 3:14:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 09:34:43,378 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 3:14:06, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 2023-12-20 09:35:05,945 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 3:13:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 2023-12-20 09:35:28,438 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 3:13:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 2023-12-20 09:35:50,895 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 3:12:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 2023-12-20 09:36:13,409 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 3:12:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 2023-12-20 09:36:35,870 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 3:12:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9380, loss: 1.9380 2023-12-20 09:36:58,342 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 3:11:48, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9388, loss: 1.9388 2023-12-20 09:37:20,928 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 3:11:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9401, loss: 1.9401 2023-12-20 09:37:43,548 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 3:11:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 2023-12-20 09:38:06,180 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 3:10:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 09:38:28,647 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 3:10:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9383, loss: 1.9383 2023-12-20 09:38:51,292 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 3:09:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 2023-12-20 09:39:13,957 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 3:09:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 2023-12-20 09:39:36,494 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 3:09:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9426, loss: 1.9426 2023-12-20 09:39:59,047 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 3:08:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 09:40:21,594 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 3:08:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 09:40:44,111 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 3:07:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 2023-12-20 09:41:06,647 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 3:07:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 09:41:29,161 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 3:07:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9361, loss: 1.9361 2023-12-20 09:41:51,736 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 3:06:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 2023-12-20 09:42:14,234 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 3:06:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 2023-12-20 09:42:36,801 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 3:06:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9377, loss: 1.9377 2023-12-20 09:42:59,339 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 3:05:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 09:43:21,809 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 3:05:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 09:43:44,279 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 3:04:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 2023-12-20 09:44:06,861 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 3:04:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 2023-12-20 09:44:29,381 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 3:04:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 09:44:51,898 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 3:03:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 2023-12-20 09:45:14,361 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 3:03:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 09:45:36,879 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 3:02:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 2023-12-20 09:45:59,387 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 3:02:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 2023-12-20 09:46:21,990 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 3:02:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9382, loss: 1.9382 2023-12-20 09:46:44,552 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 3:01:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 2023-12-20 09:47:07,126 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 3:01:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 09:47:29,671 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 3:01:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 2023-12-20 09:47:39,331 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-20 09:51:14,718 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 09:51:15,472 - pyskl - INFO - top1_acc 0.8498 top5_acc 0.9700 2023-12-20 09:51:15,496 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8498, top5_acc: 0.9700 2023-12-20 09:52:02,780 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 3:00:33, time: 0.473, data_time: 0.247, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9388, loss: 1.9388 2023-12-20 09:52:25,478 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 3:00:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 2023-12-20 09:52:48,048 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 2:59:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 2023-12-20 09:53:10,507 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 2:59:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9399, loss: 1.9399 2023-12-20 09:53:33,165 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 2:59:01, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 09:53:55,807 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 2:58:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 09:54:18,331 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 2:58:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 09:54:40,984 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 2:57:52, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 09:55:03,591 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 2:57:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9377, loss: 1.9377 2023-12-20 09:55:26,071 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 2:57:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 09:55:48,619 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 2:56:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 2023-12-20 09:56:11,042 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 2:56:20, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 2023-12-20 09:56:33,629 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 2:55:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 2023-12-20 09:56:56,159 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 2:55:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 2023-12-20 09:57:18,803 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 2:55:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 2023-12-20 09:57:41,384 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 2:54:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 09:58:03,898 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 2:54:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9361, loss: 1.9361 2023-12-20 09:58:26,541 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 2:54:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 2023-12-20 09:58:49,230 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 2:53:40, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 09:59:11,768 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 2:53:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 09:59:34,321 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 2:52:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 2023-12-20 09:59:56,846 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 2:52:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 2023-12-20 10:00:19,446 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 2:52:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 2023-12-20 10:00:42,027 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 2:51:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9377, loss: 1.9377 2023-12-20 10:01:04,655 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 2:51:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9391, loss: 1.9391 2023-12-20 10:01:27,099 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 2:50:59, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 2023-12-20 10:01:49,717 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 2:50:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 2023-12-20 10:02:12,347 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 2:50:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 2023-12-20 10:02:34,870 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 2:49:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 10:02:57,416 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 2:49:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 10:03:19,930 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 2:49:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 10:03:42,437 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 2:48:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 10:04:04,948 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 2:48:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 10:04:27,430 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 2:47:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 10:04:49,947 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 2:47:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 10:05:12,468 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 2:47:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 2023-12-20 10:05:34,994 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 2:46:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:05:57,533 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 2:46:23, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9389, loss: 1.9389 2023-12-20 10:06:20,074 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 2:46:00, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 10:06:29,641 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-20 10:10:04,984 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 10:10:05,508 - pyskl - INFO - top1_acc 0.8497 top5_acc 0.9702 2023-12-20 10:10:05,533 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8497, top5_acc: 0.9702 2023-12-20 10:10:52,468 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 2:45:29, time: 0.469, data_time: 0.244, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 2023-12-20 10:11:15,039 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 2:45:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 2023-12-20 10:11:37,650 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 2:44:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 10:12:00,300 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 2:44:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 10:12:22,889 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 2:43:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:12:45,447 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 2:43:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 10:13:07,931 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 2:43:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 2023-12-20 10:13:30,549 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 2:42:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 10:13:53,181 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 2:42:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 10:14:15,658 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 2:42:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 10:14:38,243 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 2:41:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 10:15:00,842 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 2:41:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 10:15:23,368 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 2:40:53, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9361, loss: 1.9361 2023-12-20 10:15:45,723 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 2:40:30, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 10:16:08,369 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 2:40:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 10:16:30,957 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 2:39:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 2023-12-20 10:16:53,435 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 2:39:21, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 2023-12-20 10:17:16,062 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 2:38:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 10:17:38,593 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 2:38:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 2023-12-20 10:18:01,268 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 2:38:12, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 10:18:23,842 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 2:37:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 2023-12-20 10:18:46,514 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 2:37:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 2023-12-20 10:19:08,989 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 2:37:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 10:19:31,559 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 2:36:40, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 2023-12-20 10:19:54,253 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 2:36:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 2023-12-20 10:20:16,871 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 2:35:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 2023-12-20 10:20:39,412 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 2:35:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 10:21:01,942 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 2:35:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 10:21:24,602 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 2:34:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 10:21:47,175 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 2:34:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 10:22:09,790 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 2:33:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 10:22:32,300 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 2:33:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 10:22:54,770 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 2:33:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 2023-12-20 10:23:17,247 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 2:32:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 10:23:39,794 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 2:32:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 2023-12-20 10:24:02,458 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 2:32:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 10:24:24,946 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 2:31:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 10:24:47,400 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 2:31:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 2023-12-20 10:25:10,042 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 2:30:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 2023-12-20 10:25:19,631 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-20 10:28:56,652 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 10:28:57,300 - pyskl - INFO - top1_acc 0.8467 top5_acc 0.9692 2023-12-20 10:28:57,325 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8467, top5_acc: 0.9692 2023-12-20 10:29:44,055 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 2:30:24, time: 0.467, data_time: 0.241, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 10:30:06,561 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 2:30:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 10:30:29,141 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 2:29:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:30:51,681 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 2:29:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 10:31:14,230 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 2:28:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 10:31:36,782 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 2:28:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 2023-12-20 10:31:59,349 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 2:28:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 10:32:21,919 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 2:27:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 10:32:44,483 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 2:27:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 10:33:07,093 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 2:26:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 10:33:29,618 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 2:26:34, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 2023-12-20 10:33:52,181 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 2:26:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 10:34:14,747 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 2:25:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 10:34:37,404 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 2:25:25, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 10:34:59,958 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 2:25:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:35:22,522 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 2:24:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 10:35:44,994 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 2:24:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 10:36:07,564 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 2:23:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9403, loss: 1.9403 2023-12-20 10:36:30,158 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 2:23:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 10:36:52,734 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 2:23:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 10:37:15,305 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 2:22:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 2023-12-20 10:37:37,927 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 2:22:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 10:38:00,503 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 2:21:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:38:23,190 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 2:21:35, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 10:38:45,799 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 2:21:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 2023-12-20 10:39:08,400 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 2:20:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 10:39:30,973 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 2:20:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 2023-12-20 10:39:53,429 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 2:20:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 10:40:15,909 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 2:19:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 10:40:38,435 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 2:19:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 10:41:01,016 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 2:18:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 2023-12-20 10:41:23,601 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 2:18:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 2023-12-20 10:41:46,238 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 2:18:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 10:42:08,938 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 2:17:45, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 2023-12-20 10:42:31,399 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 2:17:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:42:53,943 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 2:16:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 10:43:16,564 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 2:16:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 10:43:39,179 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 2:16:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 2023-12-20 10:44:01,685 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 2:15:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 10:44:11,286 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-20 10:47:46,806 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 10:47:47,315 - pyskl - INFO - top1_acc 0.8541 top5_acc 0.9711 2023-12-20 10:47:47,320 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_136.pth was removed 2023-12-20 10:47:47,467 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. 2023-12-20 10:47:47,469 - pyskl - INFO - Best top1_acc is 0.8541 at 141 epoch. 2023-12-20 10:47:47,492 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8541, top5_acc: 0.9711 2023-12-20 10:48:34,894 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 2:15:19, time: 0.474, data_time: 0.248, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 2023-12-20 10:48:57,469 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 2:14:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 10:49:20,053 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 2:14:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 10:49:42,615 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 2:14:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 10:50:05,193 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 2:13:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 10:50:27,714 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 2:13:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 10:50:50,320 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 2:13:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 10:51:12,922 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 2:12:38, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 10:51:35,439 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 2:12:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 10:51:57,998 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 2:11:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 10:52:20,641 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 2:11:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 10:52:43,219 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 2:11:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 10:53:05,731 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 2:10:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 10:53:28,397 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 2:10:20, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 10:53:51,028 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 2:09:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 2023-12-20 10:54:13,647 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 2:09:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 10:54:36,271 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 2:09:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 10:54:58,863 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 2:08:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 10:55:21,343 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 2:08:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 10:55:43,980 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 2:08:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 2023-12-20 10:56:06,473 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 2:07:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 10:56:28,929 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 2:07:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 10:56:51,332 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 2:06:53, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 10:57:13,927 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 2:06:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 10:57:36,308 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 2:06:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 10:57:58,869 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 2:05:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 10:58:21,434 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 2:05:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 2023-12-20 10:58:43,963 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 2:04:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 10:59:06,486 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 2:04:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 10:59:29,029 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 2:04:13, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 10:59:51,563 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 2:03:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 11:00:14,171 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 2:03:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 11:00:36,647 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 2:03:04, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 11:00:59,140 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 2:02:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 11:01:21,756 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 2:02:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 2023-12-20 11:01:44,315 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 2:01:55, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 11:02:06,822 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 2:01:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 11:02:29,295 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 2:01:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 2023-12-20 11:02:51,870 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 2:00:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 11:03:01,464 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-20 11:06:36,839 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:06:37,419 - pyskl - INFO - top1_acc 0.8530 top5_acc 0.9704 2023-12-20 11:06:37,442 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8530, top5_acc: 0.9704 2023-12-20 11:07:24,447 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 2:00:14, time: 0.470, data_time: 0.246, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 2023-12-20 11:07:46,884 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 1:59:51, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 11:08:09,404 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 1:59:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:08:31,863 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 1:59:05, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 11:08:54,480 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 1:58:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 11:09:17,112 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 1:58:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 11:09:39,700 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 1:57:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 11:10:02,231 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 1:57:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 11:10:24,694 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 1:57:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 11:10:47,225 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 1:56:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 11:11:09,761 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 1:56:25, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 11:11:32,453 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 1:56:02, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 11:11:54,898 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 1:55:39, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:12:17,518 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 1:55:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 11:12:40,141 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 1:54:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 11:13:02,714 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 1:54:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 2023-12-20 11:13:25,150 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 1:54:07, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 11:13:47,643 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 1:53:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 11:14:10,196 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 1:53:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 11:14:32,790 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 1:52:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 11:14:55,231 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 1:52:35, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 11:15:17,743 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 1:52:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 11:15:40,191 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 1:51:49, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 2023-12-20 11:16:02,821 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 1:51:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 2023-12-20 11:16:25,475 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 1:51:03, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 11:16:47,972 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 1:50:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 11:17:10,626 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 1:50:17, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 11:17:33,246 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 1:49:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 11:17:55,796 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 1:49:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 11:18:18,375 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 1:49:08, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 11:18:40,943 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 1:48:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 11:19:03,405 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 1:48:22, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 11:19:26,024 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 1:47:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 11:19:48,469 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 1:47:36, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 11:20:11,103 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 1:47:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 11:20:33,647 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 1:46:50, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 11:20:56,214 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 1:46:27, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 11:21:18,797 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 1:46:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 11:21:41,331 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 1:45:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 11:21:50,857 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-20 11:25:26,137 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:25:26,648 - pyskl - INFO - top1_acc 0.8493 top5_acc 0.9702 2023-12-20 11:25:26,670 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8493, top5_acc: 0.9702 2023-12-20 11:26:13,780 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 1:45:10, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 11:26:36,341 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 1:44:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 11:26:58,921 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 1:44:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 11:27:21,475 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 1:44:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 11:27:43,961 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 1:43:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 11:28:06,506 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 1:43:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 11:28:29,089 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 1:42:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 2023-12-20 11:28:51,479 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 1:42:29, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 11:29:13,998 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 1:42:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 2023-12-20 11:29:36,577 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 1:41:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 11:29:59,120 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 1:41:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 11:30:21,697 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 1:40:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 11:30:44,344 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 1:40:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 11:31:06,956 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 1:40:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 11:31:29,639 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 1:39:48, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 2023-12-20 11:31:52,206 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 1:39:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 11:32:14,807 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 1:39:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 11:32:37,362 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 1:38:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:32:59,877 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 1:38:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:33:22,444 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 1:37:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:33:44,896 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 1:37:30, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:34:07,408 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 1:37:07, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:34:29,979 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 1:36:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:34:52,623 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 1:36:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 11:35:15,390 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 1:35:58, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 11:35:37,997 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 1:35:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 11:36:00,527 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 1:35:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 11:36:23,051 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 1:34:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 2023-12-20 11:36:45,714 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 1:34:26, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 11:37:08,246 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 1:34:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:37:30,760 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 1:33:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 11:37:53,323 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 1:33:17, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 11:38:15,910 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 1:32:54, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 2023-12-20 11:38:38,426 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 1:32:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 11:39:00,955 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 1:32:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 11:39:23,432 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 1:31:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 11:39:46,078 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 1:31:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 11:40:08,600 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 1:30:59, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 11:40:31,088 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 1:30:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 11:40:40,583 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-20 11:44:15,961 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 11:44:16,497 - pyskl - INFO - top1_acc 0.8504 top5_acc 0.9704 2023-12-20 11:44:16,523 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8504, top5_acc: 0.9704 2023-12-20 11:45:03,639 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 1:30:05, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 2023-12-20 11:45:26,240 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 1:29:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:45:48,884 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 1:29:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 11:46:11,414 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 1:28:56, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 2023-12-20 11:46:33,997 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 1:28:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 11:46:56,647 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 1:28:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 11:47:19,329 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 1:27:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 2023-12-20 11:47:41,839 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 1:27:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 11:48:04,430 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 1:27:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 11:48:26,928 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 1:26:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:48:49,465 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 1:26:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 11:49:12,090 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 1:25:52, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 11:49:34,683 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 1:25:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 11:49:57,307 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 1:25:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 11:50:19,880 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 1:24:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:50:42,522 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 1:24:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 11:51:05,147 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 1:23:57, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 11:51:27,807 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 1:23:34, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 11:51:50,344 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 1:23:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 11:52:12,962 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 1:22:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 11:52:35,531 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 1:22:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 2023-12-20 11:52:58,127 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 1:22:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 11:53:20,740 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 1:21:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 11:53:43,359 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 1:21:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 11:54:05,992 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 1:20:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 11:54:28,579 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 1:20:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 11:54:51,205 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 1:20:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 11:55:13,773 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 1:19:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 11:55:36,374 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 1:19:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 11:55:59,014 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 1:18:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 11:56:21,663 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 1:18:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 11:56:44,214 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 1:18:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 2023-12-20 11:57:06,786 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 1:17:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 11:57:29,217 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 1:17:27, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 11:57:51,777 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 1:17:04, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 11:58:14,257 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 1:16:41, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 2023-12-20 11:58:36,827 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 1:16:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 2023-12-20 11:58:59,359 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 1:15:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 11:59:21,970 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 1:15:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 11:59:31,530 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-20 12:03:07,580 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 12:03:08,078 - pyskl - INFO - top1_acc 0.8494 top5_acc 0.9707 2023-12-20 12:03:08,099 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8494, top5_acc: 0.9707 2023-12-20 12:03:55,110 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 1:15:00, time: 0.470, data_time: 0.244, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 2023-12-20 12:04:17,678 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 1:14:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 12:04:40,198 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 1:14:14, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 12:05:02,825 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 1:13:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:05:25,461 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 1:13:28, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 12:05:48,040 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 1:13:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 2023-12-20 12:06:10,676 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 1:12:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 12:06:33,255 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 1:12:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 2023-12-20 12:06:55,888 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 1:11:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 12:07:18,436 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 1:11:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 12:07:40,930 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 1:11:10, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 12:08:03,692 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 1:10:47, time: 0.228, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 2023-12-20 12:08:26,286 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 1:10:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 12:08:48,910 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 1:10:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 12:09:11,502 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 1:09:39, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 12:09:33,963 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 1:09:16, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 12:09:56,552 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 1:08:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 12:10:19,210 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 1:08:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 12:10:41,800 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 1:08:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 12:11:04,362 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 1:07:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 12:11:26,930 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 1:07:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 12:11:49,463 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 1:06:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 12:12:12,033 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 1:06:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 12:12:34,537 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 1:06:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 12:12:57,169 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 1:05:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 12:13:19,667 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 1:05:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 12:13:42,227 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 1:05:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 12:14:04,727 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 1:04:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 12:14:27,171 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 1:04:17, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 12:14:49,670 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 1:03:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 12:15:12,297 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 1:03:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:15:35,005 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 1:03:08, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 12:15:57,514 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 1:02:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 12:16:20,123 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 1:02:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 12:16:42,714 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 1:01:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 12:17:05,252 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 1:01:36, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 12:17:27,922 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:01:13, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 12:17:50,580 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:00:50, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:18:13,124 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:00:27, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 2023-12-20 12:18:22,816 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-20 12:21:58,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 12:21:58,979 - pyskl - INFO - top1_acc 0.8520 top5_acc 0.9708 2023-12-20 12:21:59,001 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8520, top5_acc: 0.9708 2023-12-20 12:22:45,861 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 0:59:55, time: 0.469, data_time: 0.244, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 12:23:08,374 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 0:59:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 12:23:31,111 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 0:59:09, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 12:23:53,609 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 0:58:47, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 12:24:16,241 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 0:58:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 12:24:38,764 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 0:58:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 12:25:01,415 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 0:57:38, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 12:25:23,946 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 0:57:15, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 12:25:46,495 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 0:56:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 12:26:09,059 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 0:56:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 12:26:31,620 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 0:56:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 12:26:54,076 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 0:55:43, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 12:27:16,545 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 0:55:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 2023-12-20 12:27:39,032 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 0:54:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 12:28:01,622 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 0:54:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 12:28:24,179 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 0:54:11, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 12:28:46,771 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 0:53:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 12:29:09,338 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 0:53:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 2023-12-20 12:29:31,953 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 0:53:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 12:29:54,495 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 0:52:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 12:30:17,234 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 0:52:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 12:30:39,836 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 0:51:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 12:31:02,464 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 0:51:30, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 2023-12-20 12:31:25,121 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 0:51:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 2023-12-20 12:31:47,718 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 0:50:44, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 2023-12-20 12:32:10,284 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 0:50:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 12:32:32,929 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 0:49:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 12:32:55,450 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 0:49:35, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 12:33:17,986 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 0:49:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 12:33:40,641 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 0:48:49, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 12:34:03,071 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 0:48:26, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 2023-12-20 12:34:25,558 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 0:48:03, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 12:34:48,065 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 0:47:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 2023-12-20 12:35:10,541 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 0:47:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 2023-12-20 12:35:33,051 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 0:46:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 2023-12-20 12:35:55,582 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 0:46:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 12:36:18,086 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 0:46:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 12:36:40,576 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 0:45:46, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 12:37:03,010 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 0:45:23, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 2023-12-20 12:37:12,497 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-20 12:40:48,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 12:40:49,167 - pyskl - INFO - top1_acc 0.8517 top5_acc 0.9701 2023-12-20 12:40:49,194 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8517, top5_acc: 0.9701 2023-12-20 12:41:36,307 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 0:44:51, time: 0.471, data_time: 0.245, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 2023-12-20 12:41:58,772 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 0:44:28, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:42:21,169 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 0:44:05, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 12:42:43,791 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 0:43:42, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 12:43:06,417 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 0:43:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 12:43:28,981 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 0:42:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 12:43:51,461 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 0:42:33, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 12:44:14,141 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 0:42:10, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 12:44:36,748 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 0:41:47, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 2023-12-20 12:44:59,240 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 0:41:24, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:45:21,754 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 0:41:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:45:44,260 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 0:40:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 12:46:06,888 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 0:40:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 12:46:29,433 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 0:39:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 12:46:52,007 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 0:39:29, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 12:47:14,634 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 0:39:06, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 12:47:37,210 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 0:38:43, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 12:47:59,763 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 0:38:20, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 12:48:22,311 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 0:37:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 12:48:44,912 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 0:37:34, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 12:49:07,457 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 0:37:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 12:49:30,096 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 0:36:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 12:49:52,647 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 0:36:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 2023-12-20 12:50:15,272 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 0:36:02, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 2023-12-20 12:50:37,939 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 0:35:39, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 12:51:00,536 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 0:35:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 12:51:23,026 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 0:34:54, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9354, loss: 1.9354 2023-12-20 12:51:45,533 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 0:34:31, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 12:52:07,967 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 0:34:08, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 12:52:30,478 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 0:33:45, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 2023-12-20 12:52:53,038 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 0:33:22, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 12:53:15,690 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 0:32:59, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 12:53:38,262 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 0:32:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 2023-12-20 12:54:00,820 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 0:32:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 2023-12-20 12:54:23,433 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 0:31:50, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 12:54:46,087 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 0:31:27, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 12:55:08,774 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 0:31:04, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 12:55:31,428 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:30:41, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 12:55:54,058 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:30:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 12:56:03,700 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-20 12:59:40,141 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 12:59:40,792 - pyskl - INFO - top1_acc 0.8495 top5_acc 0.9697 2023-12-20 12:59:40,816 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8495, top5_acc: 0.9697 2023-12-20 13:00:28,062 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:29:46, time: 0.472, data_time: 0.246, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 13:00:50,631 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:29:23, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 13:01:13,226 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:29:00, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 13:01:35,830 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:28:37, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 13:01:58,415 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:28:14, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 13:02:21,000 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:27:51, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 13:02:43,661 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:27:28, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 2023-12-20 13:03:06,254 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:27:05, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 13:03:28,980 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:26:42, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 13:03:51,603 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:26:19, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 2023-12-20 13:04:14,245 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:25:56, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 13:04:36,856 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:25:33, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 13:04:59,475 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:25:10, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 2023-12-20 13:05:22,126 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:24:47, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 13:05:44,683 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:24:24, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 13:06:07,240 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:24:01, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 13:06:29,758 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:23:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 13:06:52,334 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:23:16, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 13:07:15,035 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:22:53, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 13:07:37,695 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:22:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 2023-12-20 13:08:00,373 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:22:07, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 13:08:23,090 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:21:44, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 13:08:45,792 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:21:21, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 13:09:08,436 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:20:58, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 2023-12-20 13:09:31,029 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:20:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 13:09:53,664 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:20:12, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 13:10:16,263 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:19:49, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 13:10:38,884 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:19:26, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 2023-12-20 13:11:01,483 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:19:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 2023-12-20 13:11:24,015 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:18:40, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 2023-12-20 13:11:46,513 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:18:17, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 2023-12-20 13:12:09,193 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:17:54, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 13:12:31,817 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:17:31, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9352, loss: 1.9352 2023-12-20 13:12:54,309 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:17:08, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 2023-12-20 13:13:16,932 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:16:45, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 2023-12-20 13:13:39,625 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:16:22, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 2023-12-20 13:14:02,213 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:15:59, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 13:14:24,774 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:15:36, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9363, loss: 1.9363 2023-12-20 13:14:47,336 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:15:13, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 2023-12-20 13:14:56,900 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-20 13:18:32,328 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 13:18:33,112 - pyskl - INFO - top1_acc 0.8525 top5_acc 0.9706 2023-12-20 13:18:33,135 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8525, top5_acc: 0.9706 2023-12-20 13:19:19,977 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:14:41, time: 0.468, data_time: 0.243, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 13:19:42,574 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:14:18, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 2023-12-20 13:20:05,117 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:13:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 2023-12-20 13:20:27,720 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:13:32, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 2023-12-20 13:20:50,263 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:13:09, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 13:21:12,840 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:12:46, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 2023-12-20 13:21:35,504 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:12:23, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 2023-12-20 13:21:57,995 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:12:01, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 13:22:20,506 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:11:38, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 13:22:43,084 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:11:15, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 13:23:05,594 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:10:52, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 2023-12-20 13:23:28,123 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:10:29, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 2023-12-20 13:23:50,658 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:10:06, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9327, loss: 1.9327 2023-12-20 13:24:13,047 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:09:43, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 13:24:35,544 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:09:20, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9328, loss: 1.9328 2023-12-20 13:24:58,066 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:08:57, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 2023-12-20 13:25:20,443 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:08:34, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 13:25:42,959 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:08:11, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 2023-12-20 13:26:05,541 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:07:48, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 2023-12-20 13:26:28,128 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:07:25, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 2023-12-20 13:26:50,653 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:07:02, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 2023-12-20 13:27:13,125 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:06:39, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 13:27:35,821 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:06:16, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 2023-12-20 13:27:58,401 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:05:53, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 13:28:21,063 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:05:30, time: 0.227, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 13:28:43,652 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:05:07, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 2023-12-20 13:29:06,197 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:04:44, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 2023-12-20 13:29:28,793 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:04:21, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 2023-12-20 13:29:51,323 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:03:58, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 2023-12-20 13:30:13,917 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:03:35, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 2023-12-20 13:30:36,447 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:03:12, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 2023-12-20 13:30:58,979 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:02:49, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 2023-12-20 13:31:21,468 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:02:26, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 2023-12-20 13:31:44,065 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:02:03, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 13:32:06,504 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:01:41, time: 0.224, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 13:32:28,980 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:01:18, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 2023-12-20 13:32:51,525 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:00:55, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 2023-12-20 13:33:13,988 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:00:32, time: 0.225, data_time: 0.000, memory: 6526, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 2023-12-20 13:33:36,603 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:09, time: 0.226, data_time: 0.000, memory: 6526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 2023-12-20 13:33:46,216 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-20 13:37:21,981 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-20 13:37:22,699 - pyskl - INFO - top1_acc 0.8520 top5_acc 0.9708 2023-12-20 13:37:22,729 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8520, top5_acc: 0.9708 2023-12-20 13:37:39,914 - pyskl - INFO - 50919 videos remain after valid thresholding 2023-12-20 14:09:18,246 - pyskl - INFO - Testing results of the last checkpoint 2023-12-20 14:09:18,246 - pyskl - INFO - top1_acc: 0.8540 2023-12-20 14:09:18,246 - pyskl - INFO - top5_acc: 0.9725 2023-12-20 14:09:18,247 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xsub/j_1/best_top1_acc_epoch_141.pth 2023-12-20 14:40:56,974 - pyskl - INFO - Testing results of the best checkpoint 2023-12-20 14:40:56,975 - pyskl - INFO - top1_acc: 0.8552 2023-12-20 14:40:56,975 - pyskl - INFO - top5_acc: 0.9721