2023-12-07 20:17:01,284 - 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+ ------------------------------------------------------------ 2023-12-07 20:17:01,551 - pyskl - INFO - Config: modality = 'b' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xsub/b_2' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_3', num_classes=60, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xsub_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['b']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='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) 2023-12-07 20:17:01,552 - pyskl - INFO - Set random seed to 1832772166, deterministic: False 2023-12-07 20:17:06,360 - pyskl - INFO - 40091 videos remain after valid thresholding 2023-12-07 20:17:14,132 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-07 20:17:14,139 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2 2023-12-07 20:17:14,139 - 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 -------------------- 2023-12-07 20:17:14,140 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-07 20:17:14,140 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2 by HardDiskBackend. 2023-12-07 20:17:55,844 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 19:31:49, time: 0.417, data_time: 0.183, memory: 6499, top1_acc: 0.0306, top5_acc: 0.1313, loss_cls: 6.6276, loss: 6.6276 2023-12-07 20:18:18,651 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:39:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.0481, top5_acc: 0.2225, loss_cls: 6.3275, loss: 6.3275 2023-12-07 20:18:41,396 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:20:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.0612, top5_acc: 0.2775, loss_cls: 6.3648, loss: 6.3648 2023-12-07 20:19:04,171 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:41:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.0762, top5_acc: 0.3500, loss_cls: 6.7762, loss: 6.7762 2023-12-07 20:19:26,948 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:41:46, time: 0.228, data_time: 0.001, memory: 6499, top1_acc: 0.1087, top5_acc: 0.3613, loss_cls: 6.9981, loss: 6.9981 2023-12-07 20:19:49,651 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:01:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1113, top5_acc: 0.3962, loss_cls: 6.7022, loss: 6.7022 2023-12-07 20:20:12,465 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:32:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.1212, top5_acc: 0.4481, loss_cls: 6.2413, loss: 6.2413 2023-12-07 20:20:35,380 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:12:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.1650, top5_acc: 0.4544, loss_cls: 5.9758, loss: 5.9758 2023-12-07 20:20:58,123 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:55:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.1525, top5_acc: 0.4931, loss_cls: 5.7027, loss: 5.7027 2023-12-07 20:21:20,915 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:41:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.1719, top5_acc: 0.5356, loss_cls: 5.5370, loss: 5.5370 2023-12-07 20:21:43,723 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:30:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.1975, top5_acc: 0.5763, loss_cls: 5.3540, loss: 5.3540 2023-12-07 20:22:06,522 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:21:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.1969, top5_acc: 0.5781, loss_cls: 5.3000, loss: 5.3000 2023-12-07 20:22:29,392 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:13:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2206, top5_acc: 0.6169, loss_cls: 5.1425, loss: 5.1425 2023-12-07 20:22:52,204 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:07:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2238, top5_acc: 0.6312, loss_cls: 5.1277, loss: 5.1277 2023-12-07 20:23:15,056 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:01:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2444, top5_acc: 0.6763, loss_cls: 4.9666, loss: 4.9666 2023-12-07 20:23:37,880 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:56:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2956, top5_acc: 0.7006, loss_cls: 4.8611, loss: 4.8611 2023-12-07 20:24:00,714 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:51:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2875, top5_acc: 0.7063, loss_cls: 4.8493, loss: 4.8493 2023-12-07 20:24:23,560 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:47:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2963, top5_acc: 0.7319, loss_cls: 4.7541, loss: 4.7541 2023-12-07 20:24:46,388 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:43:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3150, top5_acc: 0.7494, loss_cls: 4.6804, loss: 4.6804 2023-12-07 20:25:09,248 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:40:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2938, top5_acc: 0.7431, loss_cls: 4.7040, loss: 4.7040 2023-12-07 20:25:32,255 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:37:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3287, top5_acc: 0.7594, loss_cls: 4.6571, loss: 4.6571 2023-12-07 20:25:55,031 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:34:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3519, top5_acc: 0.7744, loss_cls: 4.5857, loss: 4.5857 2023-12-07 20:26:17,818 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:31:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3556, top5_acc: 0.7738, loss_cls: 4.5739, loss: 4.5739 2023-12-07 20:26:40,676 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:29:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3812, top5_acc: 0.8063, loss_cls: 4.4331, loss: 4.4331 2023-12-07 20:27:03,538 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:27:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3887, top5_acc: 0.8044, loss_cls: 4.4867, loss: 4.4867 2023-12-07 20:27:05,365 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-07 20:28:24,214 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 20:28:24,285 - pyskl - INFO - top1_acc 0.1618 top5_acc 0.4924 2023-12-07 20:28:24,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-07 20:28:24,429 - pyskl - INFO - Best top1_acc is 0.1618 at 1 epoch. 2023-12-07 20:28:24,433 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.1618, top5_acc: 0.4924 2023-12-07 20:29:05,356 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:04:45, time: 0.409, data_time: 0.181, memory: 6499, top1_acc: 0.3700, top5_acc: 0.8025, loss_cls: 4.4680, loss: 4.4680 2023-12-07 20:29:28,162 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:01:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4012, top5_acc: 0.8094, loss_cls: 4.3938, loss: 4.3938 2023-12-07 20:29:51,006 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:57:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4188, top5_acc: 0.8156, loss_cls: 4.3669, loss: 4.3669 2023-12-07 20:30:13,846 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:54:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4281, top5_acc: 0.8356, loss_cls: 4.2914, loss: 4.2914 2023-12-07 20:30:36,715 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:52:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4531, top5_acc: 0.8469, loss_cls: 4.2682, loss: 4.2682 2023-12-07 20:30:59,604 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:49:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4300, top5_acc: 0.8306, loss_cls: 4.3180, loss: 4.3180 2023-12-07 20:31:22,523 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:46:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4363, top5_acc: 0.8387, loss_cls: 4.2848, loss: 4.2848 2023-12-07 20:31:45,453 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:44:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4425, top5_acc: 0.8612, loss_cls: 4.2050, loss: 4.2050 2023-12-07 20:32:08,379 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:42:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4813, top5_acc: 0.8494, loss_cls: 4.1676, loss: 4.1676 2023-12-07 20:32:31,272 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:40:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4738, top5_acc: 0.8519, loss_cls: 4.1491, loss: 4.1491 2023-12-07 20:32:54,187 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:38:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4500, top5_acc: 0.8512, loss_cls: 4.1897, loss: 4.1897 2023-12-07 20:33:17,075 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:36:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4744, top5_acc: 0.8638, loss_cls: 4.1305, loss: 4.1305 2023-12-07 20:33:39,986 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:34:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4775, top5_acc: 0.8569, loss_cls: 4.1628, loss: 4.1628 2023-12-07 20:34:02,849 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:32:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4481, top5_acc: 0.8381, loss_cls: 4.2142, loss: 4.2142 2023-12-07 20:34:25,721 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:30:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4800, top5_acc: 0.8669, loss_cls: 4.0791, loss: 4.0791 2023-12-07 20:34:48,521 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:29:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4875, top5_acc: 0.8738, loss_cls: 4.0927, loss: 4.0927 2023-12-07 20:35:11,368 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:27:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5306, top5_acc: 0.8831, loss_cls: 3.9695, loss: 3.9695 2023-12-07 20:35:34,175 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:25:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5181, top5_acc: 0.8806, loss_cls: 4.0168, loss: 4.0168 2023-12-07 20:35:57,042 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:24:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5269, top5_acc: 0.8781, loss_cls: 4.0032, loss: 4.0032 2023-12-07 20:36:19,888 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:22:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5256, top5_acc: 0.8806, loss_cls: 4.0043, loss: 4.0043 2023-12-07 20:36:42,714 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:21:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5169, top5_acc: 0.8762, loss_cls: 4.0012, loss: 4.0012 2023-12-07 20:37:05,610 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:19:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5288, top5_acc: 0.8794, loss_cls: 3.9593, loss: 3.9593 2023-12-07 20:37:28,439 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:18:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5513, top5_acc: 0.8981, loss_cls: 3.8735, loss: 3.8735 2023-12-07 20:37:51,291 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:17:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5444, top5_acc: 0.9012, loss_cls: 3.8901, loss: 3.8901 2023-12-07 20:38:14,100 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:15:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5687, top5_acc: 0.8944, loss_cls: 3.8492, loss: 3.8492 2023-12-07 20:38:15,956 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-07 20:39:35,118 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 20:39:35,189 - pyskl - INFO - top1_acc 0.5729 top5_acc 0.9033 2023-12-07 20:39:35,193 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_1.pth was removed 2023-12-07 20:39:35,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-07 20:39:35,342 - pyskl - INFO - Best top1_acc is 0.5729 at 2 epoch. 2023-12-07 20:39:35,346 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5729, top5_acc: 0.9033 2023-12-07 20:40:16,205 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:34:40, time: 0.409, data_time: 0.180, memory: 6499, top1_acc: 0.5819, top5_acc: 0.8994, loss_cls: 3.8459, loss: 3.8459 2023-12-07 20:40:39,074 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:33:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5850, top5_acc: 0.9150, loss_cls: 3.7728, loss: 3.7728 2023-12-07 20:41:02,014 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:31:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5619, top5_acc: 0.8875, loss_cls: 3.9020, loss: 3.9020 2023-12-07 20:41:24,921 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:30:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5825, top5_acc: 0.9131, loss_cls: 3.7873, loss: 3.7873 2023-12-07 20:41:47,736 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:28:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5837, top5_acc: 0.9150, loss_cls: 3.7678, loss: 3.7678 2023-12-07 20:42:10,638 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:27:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5831, top5_acc: 0.9081, loss_cls: 3.7861, loss: 3.7861 2023-12-07 20:42:33,495 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:25:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5806, top5_acc: 0.9131, loss_cls: 3.7927, loss: 3.7927 2023-12-07 20:42:56,383 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:24:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6019, top5_acc: 0.9194, loss_cls: 3.7261, loss: 3.7261 2023-12-07 20:43:19,217 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:23:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5825, top5_acc: 0.9194, loss_cls: 3.7395, loss: 3.7395 2023-12-07 20:43:42,058 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:21:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5850, top5_acc: 0.9012, loss_cls: 3.7778, loss: 3.7778 2023-12-07 20:44:05,002 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:20:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6081, top5_acc: 0.9131, loss_cls: 3.7195, loss: 3.7195 2023-12-07 20:44:27,847 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:19:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5944, top5_acc: 0.9062, loss_cls: 3.7561, loss: 3.7561 2023-12-07 20:44:50,749 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:18:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6131, top5_acc: 0.9187, loss_cls: 3.7136, loss: 3.7136 2023-12-07 20:45:13,611 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:17:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.9187, loss_cls: 3.6900, loss: 3.6900 2023-12-07 20:45:36,580 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:16:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9356, loss_cls: 3.5980, loss: 3.5980 2023-12-07 20:45:59,438 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:15:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6131, top5_acc: 0.9119, loss_cls: 3.6801, loss: 3.6801 2023-12-07 20:46:22,328 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:13:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.9219, loss_cls: 3.6653, loss: 3.6653 2023-12-07 20:46:45,168 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:12:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9263, loss_cls: 3.6298, loss: 3.6298 2023-12-07 20:47:08,015 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:11:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9269, loss_cls: 3.5830, loss: 3.5830 2023-12-07 20:47:30,799 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:10:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6288, top5_acc: 0.9287, loss_cls: 3.6142, loss: 3.6142 2023-12-07 20:47:53,564 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:09:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9263, loss_cls: 3.6256, loss: 3.6256 2023-12-07 20:48:16,395 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:08:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9219, loss_cls: 3.5873, loss: 3.5873 2023-12-07 20:48:39,269 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:07:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.9294, loss_cls: 3.5990, loss: 3.5990 2023-12-07 20:49:02,123 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:06:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9231, loss_cls: 3.5757, loss: 3.5757 2023-12-07 20:49:24,995 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:05:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6206, top5_acc: 0.9213, loss_cls: 3.5792, loss: 3.5792 2023-12-07 20:49:26,864 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-07 20:50:46,211 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 20:50:46,285 - pyskl - INFO - top1_acc 0.6434 top5_acc 0.9232 2023-12-07 20:50:46,290 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_2.pth was removed 2023-12-07 20:50:46,445 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-07 20:50:46,446 - pyskl - INFO - Best top1_acc is 0.6434 at 3 epoch. 2023-12-07 20:50:46,450 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6434, top5_acc: 0.9232 2023-12-07 20:51:28,192 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:18:40, time: 0.417, data_time: 0.188, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9431, loss_cls: 3.4509, loss: 3.4509 2023-12-07 20:51:50,928 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:17:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9400, loss_cls: 3.4837, loss: 3.4837 2023-12-07 20:52:13,831 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:16:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9419, loss_cls: 3.4370, loss: 3.4370 2023-12-07 20:52:36,677 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:15:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9319, loss_cls: 3.4581, loss: 3.4581 2023-12-07 20:52:59,613 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:14:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9419, loss_cls: 3.3041, loss: 3.3041 2023-12-07 20:53:22,455 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:13:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9350, loss_cls: 3.0427, loss: 3.0427 2023-12-07 20:53:45,313 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:12:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6706, top5_acc: 0.9387, loss_cls: 2.7159, loss: 2.7159 2023-12-07 20:54:08,275 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:11:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9356, loss_cls: 2.6881, loss: 2.6881 2023-12-07 20:54:31,126 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:10:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9350, loss_cls: 2.5554, loss: 2.5554 2023-12-07 20:54:53,895 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:09:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9313, loss_cls: 2.6072, loss: 2.6072 2023-12-07 20:55:16,865 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:08:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6394, top5_acc: 0.9275, loss_cls: 2.6758, loss: 2.6758 2023-12-07 20:55:39,772 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:07:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9450, loss_cls: 2.4845, loss: 2.4845 2023-12-07 20:56:02,608 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:06:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9281, loss_cls: 2.6013, loss: 2.6013 2023-12-07 20:56:25,559 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:05:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9337, loss_cls: 2.5454, loss: 2.5454 2023-12-07 20:56:48,372 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:04:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 2.4567, loss: 2.4567 2023-12-07 20:57:11,260 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:03:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9387, loss_cls: 2.5423, loss: 2.5423 2023-12-07 20:57:34,155 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:02:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6550, top5_acc: 0.9363, loss_cls: 2.5773, loss: 2.5773 2023-12-07 20:57:56,957 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:01:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9337, loss_cls: 2.6034, loss: 2.6034 2023-12-07 20:58:19,935 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:01:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9475, loss_cls: 2.5248, loss: 2.5248 2023-12-07 20:58:42,794 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:00:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9350, loss_cls: 2.5397, loss: 2.5397 2023-12-07 20:59:05,738 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:59:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9275, loss_cls: 2.5648, loss: 2.5648 2023-12-07 20:59:28,495 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:58:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9350, loss_cls: 2.5435, loss: 2.5435 2023-12-07 20:59:51,309 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:57:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9475, loss_cls: 2.4488, loss: 2.4488 2023-12-07 21:00:14,188 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:56:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9387, loss_cls: 2.4991, loss: 2.4991 2023-12-07 21:00:37,037 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:56:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9425, loss_cls: 2.4641, loss: 2.4641 2023-12-07 21:00:38,877 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-07 21:01:57,791 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 21:01:57,863 - pyskl - INFO - top1_acc 0.6073 top5_acc 0.9119 2023-12-07 21:01:57,868 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6073, top5_acc: 0.9119 2023-12-07 21:02:38,901 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:05:19, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9350, loss_cls: 2.4665, loss: 2.4665 2023-12-07 21:03:01,808 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:04:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7075, top5_acc: 0.9481, loss_cls: 2.3353, loss: 2.3353 2023-12-07 21:03:24,595 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:03:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6913, top5_acc: 0.9500, loss_cls: 2.3773, loss: 2.3773 2023-12-07 21:03:47,524 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:02:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9406, loss_cls: 2.4194, loss: 2.4194 2023-12-07 21:04:10,490 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:01:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9456, loss_cls: 2.3177, loss: 2.3177 2023-12-07 21:04:33,371 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:01:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9350, loss_cls: 2.4254, loss: 2.4254 2023-12-07 21:04:56,241 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:00:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9469, loss_cls: 2.3978, loss: 2.3978 2023-12-07 21:05:19,143 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:59:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9387, loss_cls: 2.3885, loss: 2.3885 2023-12-07 21:05:41,969 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:58:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9419, loss_cls: 2.4138, loss: 2.4138 2023-12-07 21:06:04,742 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:57:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9356, loss_cls: 2.4156, loss: 2.4156 2023-12-07 21:06:27,671 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:56:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9381, loss_cls: 2.4328, loss: 2.4328 2023-12-07 21:06:50,412 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:55:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9563, loss_cls: 2.3393, loss: 2.3393 2023-12-07 21:07:13,274 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:55:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9444, loss_cls: 2.3849, loss: 2.3849 2023-12-07 21:07:36,221 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:54:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9506, loss_cls: 2.2726, loss: 2.2726 2023-12-07 21:07:59,072 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:53:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9544, loss_cls: 2.3132, loss: 2.3132 2023-12-07 21:08:21,976 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:52:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9463, loss_cls: 2.3339, loss: 2.3339 2023-12-07 21:08:44,804 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:52:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9537, loss_cls: 2.3149, loss: 2.3149 2023-12-07 21:09:07,623 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:51:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9569, loss_cls: 2.2600, loss: 2.2600 2023-12-07 21:09:30,549 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:50:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9575, loss_cls: 2.3203, loss: 2.3203 2023-12-07 21:09:53,467 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:49:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9375, loss_cls: 2.2996, loss: 2.2996 2023-12-07 21:10:16,384 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:49:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9531, loss_cls: 2.3732, loss: 2.3732 2023-12-07 21:10:39,310 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:48:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9537, loss_cls: 2.2931, loss: 2.2931 2023-12-07 21:11:02,056 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:47:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9475, loss_cls: 2.3840, loss: 2.3840 2023-12-07 21:11:24,923 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:46:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9450, loss_cls: 2.3402, loss: 2.3402 2023-12-07 21:11:47,761 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:46:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9563, loss_cls: 2.2982, loss: 2.2982 2023-12-07 21:11:49,700 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-07 21:13:08,929 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 21:13:09,001 - pyskl - INFO - top1_acc 0.7026 top5_acc 0.9391 2023-12-07 21:13:09,005 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_3.pth was removed 2023-12-07 21:13:09,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2023-12-07 21:13:09,157 - pyskl - INFO - Best top1_acc is 0.7026 at 5 epoch. 2023-12-07 21:13:09,163 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7026, top5_acc: 0.9391 2023-12-07 21:13:50,379 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:53:28, time: 0.412, data_time: 0.183, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9569, loss_cls: 2.2114, loss: 2.2114 2023-12-07 21:14:13,221 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:52:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 2.2539, loss: 2.2539 2023-12-07 21:14:36,079 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:51:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9450, loss_cls: 2.2637, loss: 2.2637 2023-12-07 21:14:58,918 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:51:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9563, loss_cls: 2.2094, loss: 2.2094 2023-12-07 21:15:21,839 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:50:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9606, loss_cls: 2.2744, loss: 2.2744 2023-12-07 21:15:44,752 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:49:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9519, loss_cls: 2.3391, loss: 2.3391 2023-12-07 21:16:07,570 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:48:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9463, loss_cls: 2.2705, loss: 2.2705 2023-12-07 21:16:30,348 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:48:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9569, loss_cls: 2.2355, loss: 2.2355 2023-12-07 21:16:53,290 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:47:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 2.1350, loss: 2.1350 2023-12-07 21:17:16,067 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:46:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9550, loss_cls: 2.2279, loss: 2.2279 2023-12-07 21:17:38,924 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:45:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 2.2835, loss: 2.2835 2023-12-07 21:18:01,741 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:45:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9569, loss_cls: 2.2144, loss: 2.2144 2023-12-07 21:18:24,713 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:44:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9494, loss_cls: 2.2240, loss: 2.2240 2023-12-07 21:18:47,530 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:43:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9513, loss_cls: 2.2612, loss: 2.2612 2023-12-07 21:19:10,526 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:43:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9537, loss_cls: 2.2748, loss: 2.2748 2023-12-07 21:19:33,508 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:42:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 2.2950, loss: 2.2950 2023-12-07 21:19:56,320 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:41:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 2.1517, loss: 2.1517 2023-12-07 21:20:19,154 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:40:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9525, loss_cls: 2.2836, loss: 2.2836 2023-12-07 21:20:42,094 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:40:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 2.0839, loss: 2.0839 2023-12-07 21:21:04,915 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:39:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9619, loss_cls: 2.1542, loss: 2.1542 2023-12-07 21:21:27,880 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:38:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9594, loss_cls: 2.1167, loss: 2.1167 2023-12-07 21:21:50,771 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:38:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9606, loss_cls: 2.2134, loss: 2.2134 2023-12-07 21:22:13,619 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:37:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 2.1451, loss: 2.1451 2023-12-07 21:22:36,432 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:36:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 2.1599, loss: 2.1599 2023-12-07 21:22:59,251 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:36:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9694, loss_cls: 2.0863, loss: 2.0863 2023-12-07 21:23:01,107 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-07 21:24:20,902 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 21:24:20,980 - pyskl - INFO - top1_acc 0.7317 top5_acc 0.9543 2023-12-07 21:24:20,984 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_5.pth was removed 2023-12-07 21:24:21,130 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-07 21:24:21,131 - pyskl - INFO - Best top1_acc is 0.7317 at 6 epoch. 2023-12-07 21:24:21,135 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7317, top5_acc: 0.9543 2023-12-07 21:25:02,936 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:42:31, time: 0.418, data_time: 0.188, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 2.2451, loss: 2.2451 2023-12-07 21:25:25,704 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:41:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9581, loss_cls: 2.2079, loss: 2.2079 2023-12-07 21:25:48,524 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:41:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9581, loss_cls: 2.1533, loss: 2.1533 2023-12-07 21:26:11,369 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:40:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 2.0457, loss: 2.0457 2023-12-07 21:26:34,235 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:39:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9556, loss_cls: 2.2167, loss: 2.2167 2023-12-07 21:26:57,071 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:38:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9625, loss_cls: 2.1204, loss: 2.1204 2023-12-07 21:27:19,962 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:38:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 2.0605, loss: 2.0605 2023-12-07 21:27:42,863 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:37:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9575, loss_cls: 2.1690, loss: 2.1690 2023-12-07 21:28:05,735 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:36:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9556, loss_cls: 2.2058, loss: 2.2058 2023-12-07 21:28:28,490 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:36:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 2.1427, loss: 2.1427 2023-12-07 21:28:51,347 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:35:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9575, loss_cls: 2.2087, loss: 2.2087 2023-12-07 21:29:14,205 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:34:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9481, loss_cls: 2.1725, loss: 2.1725 2023-12-07 21:29:37,053 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:34:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9506, loss_cls: 2.1501, loss: 2.1501 2023-12-07 21:29:59,881 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:33:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9550, loss_cls: 2.1639, loss: 2.1639 2023-12-07 21:30:22,720 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:32:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 2.1839, loss: 2.1839 2023-12-07 21:30:45,590 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:32:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9581, loss_cls: 2.1579, loss: 2.1579 2023-12-07 21:31:08,481 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:31:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 2.0160, loss: 2.0160 2023-12-07 21:31:31,437 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:30:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9669, loss_cls: 2.1153, loss: 2.1153 2023-12-07 21:31:54,324 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:30:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9575, loss_cls: 2.1338, loss: 2.1338 2023-12-07 21:32:17,233 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:29:40, time: 0.229, data_time: 0.001, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 2.1309, loss: 2.1309 2023-12-07 21:32:40,067 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:29:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9513, loss_cls: 2.1064, loss: 2.1064 2023-12-07 21:33:02,882 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:28:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 2.0777, loss: 2.0777 2023-12-07 21:33:25,639 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:27:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9619, loss_cls: 2.1023, loss: 2.1023 2023-12-07 21:33:48,569 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:27:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9575, loss_cls: 2.1752, loss: 2.1752 2023-12-07 21:34:11,428 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:26:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9544, loss_cls: 2.1530, loss: 2.1530 2023-12-07 21:34:13,337 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-07 21:35:32,492 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 21:35:32,564 - pyskl - INFO - top1_acc 0.6944 top5_acc 0.9423 2023-12-07 21:35:32,568 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.6944, top5_acc: 0.9423 2023-12-07 21:36:14,176 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:31:41, time: 0.416, data_time: 0.187, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 2.0701, loss: 2.0701 2023-12-07 21:36:37,166 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:31:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 2.0284, loss: 2.0284 2023-12-07 21:37:00,038 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:30:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9606, loss_cls: 2.1634, loss: 2.1634 2023-12-07 21:37:22,880 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:29:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 2.0716, loss: 2.0716 2023-12-07 21:37:45,662 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:29:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 2.1118, loss: 2.1118 2023-12-07 21:38:08,546 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:28:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9556, loss_cls: 2.1157, loss: 2.1157 2023-12-07 21:38:31,450 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:27:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 1.9979, loss: 1.9979 2023-12-07 21:38:54,383 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:27:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9631, loss_cls: 2.1190, loss: 2.1190 2023-12-07 21:39:17,182 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:26:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 2.0427, loss: 2.0427 2023-12-07 21:39:40,104 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:25:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 2.1008, loss: 2.1008 2023-12-07 21:40:03,052 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:25:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9594, loss_cls: 2.1092, loss: 2.1092 2023-12-07 21:40:25,855 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:24:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9637, loss_cls: 2.0499, loss: 2.0499 2023-12-07 21:40:48,725 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:24:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9581, loss_cls: 2.1196, loss: 2.1196 2023-12-07 21:41:11,614 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:23:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9619, loss_cls: 2.1122, loss: 2.1122 2023-12-07 21:41:34,398 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:22:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9606, loss_cls: 2.1008, loss: 2.1008 2023-12-07 21:41:57,303 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:22:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9613, loss_cls: 2.1027, loss: 2.1027 2023-12-07 21:42:20,261 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:21:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9587, loss_cls: 2.0212, loss: 2.0212 2023-12-07 21:42:43,138 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:21:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 2.0553, loss: 2.0553 2023-12-07 21:43:06,016 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:20:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 2.0724, loss: 2.0724 2023-12-07 21:43:29,049 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:19:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 2.1475, loss: 2.1475 2023-12-07 21:43:51,915 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:19:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9575, loss_cls: 2.1150, loss: 2.1150 2023-12-07 21:44:14,731 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:18:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 2.0743, loss: 2.0743 2023-12-07 21:44:37,605 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:18:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 2.0136, loss: 2.0136 2023-12-07 21:45:00,616 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:17:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 2.0574, loss: 2.0574 2023-12-07 21:45:23,542 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:16:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9613, loss_cls: 2.0987, loss: 2.0987 2023-12-07 21:45:25,471 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-07 21:46:44,689 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 21:46:44,761 - pyskl - INFO - top1_acc 0.7562 top5_acc 0.9561 2023-12-07 21:46:44,766 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_6.pth was removed 2023-12-07 21:46:44,897 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2023-12-07 21:46:44,897 - pyskl - INFO - Best top1_acc is 0.7562 at 8 epoch. 2023-12-07 21:46:44,901 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7562, top5_acc: 0.9561 2023-12-07 21:47:25,977 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:21:12, time: 0.411, data_time: 0.182, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 2.0219, loss: 2.0219 2023-12-07 21:47:48,791 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:20:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9681, loss_cls: 2.0097, loss: 2.0097 2023-12-07 21:48:11,769 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:19:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9688, loss_cls: 1.9471, loss: 1.9471 2023-12-07 21:48:34,615 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:19:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9656, loss_cls: 2.0175, loss: 2.0175 2023-12-07 21:48:57,580 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:18:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.9512, loss: 1.9512 2023-12-07 21:49:20,575 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:18:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9700, loss_cls: 1.9644, loss: 1.9644 2023-12-07 21:49:43,420 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:17:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 2.0141, loss: 2.0141 2023-12-07 21:50:06,215 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:16:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 2.0374, loss: 2.0374 2023-12-07 21:50:29,108 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:16:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9625, loss_cls: 2.1359, loss: 2.1359 2023-12-07 21:50:52,090 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:15:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9581, loss_cls: 2.1145, loss: 2.1145 2023-12-07 21:51:14,861 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:15:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 2.0647, loss: 2.0647 2023-12-07 21:51:37,638 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:14:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9694, loss_cls: 2.0312, loss: 2.0312 2023-12-07 21:52:00,632 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:14:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 2.0727, loss: 2.0727 2023-12-07 21:52:23,529 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:13:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9650, loss_cls: 2.0639, loss: 2.0639 2023-12-07 21:52:46,514 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:12:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9656, loss_cls: 2.0228, loss: 2.0228 2023-12-07 21:53:09,314 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:12:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 2.0476, loss: 2.0476 2023-12-07 21:53:32,106 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:11:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 2.0205, loss: 2.0205 2023-12-07 21:53:54,921 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:11:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 2.0263, loss: 2.0263 2023-12-07 21:54:17,700 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:10:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 1.9883, loss: 1.9883 2023-12-07 21:54:40,628 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:09:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 2.1313, loss: 2.1313 2023-12-07 21:55:03,525 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:09:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9663, loss_cls: 1.9996, loss: 1.9996 2023-12-07 21:55:26,370 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:08:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9600, loss_cls: 2.0358, loss: 2.0358 2023-12-07 21:55:49,135 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:08:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 2.0205, loss: 2.0205 2023-12-07 21:56:11,993 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:07:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 2.0323, loss: 2.0323 2023-12-07 21:56:34,885 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:06:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9675, loss_cls: 2.0091, loss: 2.0091 2023-12-07 21:56:36,730 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-07 21:57:55,523 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 21:57:55,600 - pyskl - INFO - top1_acc 0.6604 top5_acc 0.9222 2023-12-07 21:57:55,605 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6604, top5_acc: 0.9222 2023-12-07 21:58:36,959 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:10:49, time: 0.413, data_time: 0.185, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 2.0167, loss: 2.0167 2023-12-07 21:58:59,722 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:10:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 1.9886, loss: 1.9886 2023-12-07 21:59:22,473 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:09:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.9570, loss: 1.9570 2023-12-07 21:59:45,280 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:08:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 2.0165, loss: 2.0165 2023-12-07 22:00:08,113 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:08:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 2.0381, loss: 2.0381 2023-12-07 22:00:31,008 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:07:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9688, loss_cls: 1.9835, loss: 1.9835 2023-12-07 22:00:53,930 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:07:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 2.0146, loss: 2.0146 2023-12-07 22:01:16,873 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:06:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 1.9810, loss: 1.9810 2023-12-07 22:01:39,733 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:06:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 2.0426, loss: 2.0426 2023-12-07 22:02:02,628 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:05:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.8576, loss: 1.8576 2023-12-07 22:02:25,615 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:04:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 1.9916, loss: 1.9916 2023-12-07 22:02:48,441 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:04:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 2.1091, loss: 2.1091 2023-12-07 22:03:11,439 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:03:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 2.0340, loss: 2.0340 2023-12-07 22:03:34,421 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:03:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9712, loss_cls: 2.0008, loss: 2.0008 2023-12-07 22:03:57,339 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:02:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9613, loss_cls: 2.0414, loss: 2.0414 2023-12-07 22:04:20,367 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:02:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9688, loss_cls: 1.9982, loss: 1.9982 2023-12-07 22:04:43,404 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:01:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 1.9026, loss: 1.9026 2023-12-07 22:05:06,313 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:01:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 2.0428, loss: 2.0428 2023-12-07 22:05:29,226 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:00:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9631, loss_cls: 2.0687, loss: 2.0687 2023-12-07 22:05:52,144 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:00:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.9746, loss: 1.9746 2023-12-07 22:06:15,072 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:59:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.9349, loss: 1.9349 2023-12-07 22:06:37,982 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:58:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9675, loss_cls: 1.9754, loss: 1.9754 2023-12-07 22:07:00,894 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:58:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 1.9448, loss: 1.9448 2023-12-07 22:07:23,792 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:57:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.9600, loss: 1.9600 2023-12-07 22:07:46,718 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:57:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.9391, loss: 1.9391 2023-12-07 22:07:48,587 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-07 22:09:07,818 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 22:09:07,896 - pyskl - INFO - top1_acc 0.7147 top5_acc 0.9506 2023-12-07 22:09:07,900 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7147, top5_acc: 0.9506 2023-12-07 22:09:49,067 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:00:41, time: 0.412, data_time: 0.183, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 1.9172, loss: 1.9172 2023-12-07 22:10:11,737 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:00:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.8754, loss: 1.8754 2023-12-07 22:10:34,466 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:59:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 1.9993, loss: 1.9993 2023-12-07 22:10:57,255 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:58:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 1.9889, loss: 1.9889 2023-12-07 22:11:20,092 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:58:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9669, loss_cls: 2.0125, loss: 2.0125 2023-12-07 22:11:42,951 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:57:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.8770, loss: 1.8770 2023-12-07 22:12:05,844 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:57:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 1.9270, loss: 1.9270 2023-12-07 22:12:28,718 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:56:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.9687, loss: 1.9687 2023-12-07 22:12:51,510 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:56:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.9626, loss: 1.9626 2023-12-07 22:13:14,414 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:55:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9700, loss_cls: 1.9513, loss: 1.9513 2023-12-07 22:13:37,313 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:54:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9669, loss_cls: 2.0144, loss: 2.0144 2023-12-07 22:14:00,170 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:54:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.9647, loss: 1.9647 2023-12-07 22:14:23,019 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:53:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 1.9543, loss: 1.9543 2023-12-07 22:14:45,951 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:53:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 1.8564, loss: 1.8564 2023-12-07 22:15:08,757 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:52:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9675, loss_cls: 1.9575, loss: 1.9575 2023-12-07 22:15:31,634 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:52:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9706, loss_cls: 1.9456, loss: 1.9456 2023-12-07 22:15:54,537 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:51:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 1.8962, loss: 1.8962 2023-12-07 22:16:17,527 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:51:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 2.0280, loss: 2.0280 2023-12-07 22:16:40,594 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:50:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9656, loss_cls: 2.0062, loss: 2.0062 2023-12-07 22:17:03,393 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:50:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 1.9495, loss: 1.9495 2023-12-07 22:17:26,252 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:49:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 2.0756, loss: 2.0756 2023-12-07 22:17:49,029 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:49:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 1.9810, loss: 1.9810 2023-12-07 22:18:11,925 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:48:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 1.9600, loss: 1.9600 2023-12-07 22:18:34,794 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:47:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 1.9008, loss: 1.9008 2023-12-07 22:18:57,708 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:47:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 1.9665, loss: 1.9665 2023-12-07 22:18:59,589 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-07 22:20:18,790 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 22:20:18,864 - pyskl - INFO - top1_acc 0.7067 top5_acc 0.9375 2023-12-07 22:20:18,869 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7067, top5_acc: 0.9375 2023-12-07 22:20:59,976 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:50:22, time: 0.411, data_time: 0.183, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 1.9091, loss: 1.9091 2023-12-07 22:21:22,795 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:49:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.9367, loss: 1.9367 2023-12-07 22:21:45,659 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:49:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9688, loss_cls: 1.9313, loss: 1.9313 2023-12-07 22:22:08,489 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:48:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 1.9990, loss: 1.9990 2023-12-07 22:22:31,305 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:48:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 2.0028, loss: 2.0028 2023-12-07 22:22:54,165 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:47:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.9494, loss: 1.9494 2023-12-07 22:23:16,996 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:47:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.8506, loss: 1.8506 2023-12-07 22:23:40,148 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:46:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.9378, loss: 1.9378 2023-12-07 22:24:02,998 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:46:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.9508, loss: 1.9508 2023-12-07 22:24:25,827 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:45:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.9168, loss: 1.9168 2023-12-07 22:24:48,682 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:44:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9706, loss_cls: 1.9219, loss: 1.9219 2023-12-07 22:25:11,597 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:44:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.9248, loss: 1.9248 2023-12-07 22:25:34,458 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:43:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.9210, loss: 1.9210 2023-12-07 22:25:57,151 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:43:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 1.9228, loss: 1.9228 2023-12-07 22:26:19,960 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:42:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.9842, loss: 1.9842 2023-12-07 22:26:42,652 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:42:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.9244, loss: 1.9244 2023-12-07 22:27:05,382 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:41:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 1.8823, loss: 1.8823 2023-12-07 22:27:28,323 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:41:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.9237, loss: 1.9237 2023-12-07 22:27:51,143 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:40:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 1.9489, loss: 1.9489 2023-12-07 22:28:13,971 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:40:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9744, loss_cls: 1.9031, loss: 1.9031 2023-12-07 22:28:36,824 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:39:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9706, loss_cls: 1.9626, loss: 1.9626 2023-12-07 22:28:59,840 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:39:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.9887, loss: 1.9887 2023-12-07 22:29:22,668 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:38:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 1.8683, loss: 1.8683 2023-12-07 22:29:45,511 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:37:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9688, loss_cls: 1.9644, loss: 1.9644 2023-12-07 22:30:08,376 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:37:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 2.0551, loss: 2.0551 2023-12-07 22:30:10,278 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-07 22:31:29,517 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 22:31:29,593 - pyskl - INFO - top1_acc 0.7346 top5_acc 0.9535 2023-12-07 22:31:29,598 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7346, top5_acc: 0.9535 2023-12-07 22:32:10,267 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:40:00, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 1.8856, loss: 1.8856 2023-12-07 22:32:32,987 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:39:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 1.8339, loss: 1.8339 2023-12-07 22:32:55,780 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:38:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.9179, loss: 1.9179 2023-12-07 22:33:18,630 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:38:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.8458, loss: 1.8458 2023-12-07 22:33:41,492 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:37:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 1.9887, loss: 1.9887 2023-12-07 22:34:04,507 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:37:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 1.9696, loss: 1.9696 2023-12-07 22:34:27,436 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:36:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.9162, loss: 1.9162 2023-12-07 22:34:50,405 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:36:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 1.8700, loss: 1.8700 2023-12-07 22:35:13,262 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:35:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.8627, loss: 1.8627 2023-12-07 22:35:36,062 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:35:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.8647, loss: 1.8647 2023-12-07 22:35:58,943 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:34:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 1.9039, loss: 1.9039 2023-12-07 22:36:21,806 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:34:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.9208, loss: 1.9208 2023-12-07 22:36:44,624 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:33:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.9666, loss: 1.9666 2023-12-07 22:37:07,449 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:33:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 1.8568, loss: 1.8568 2023-12-07 22:37:30,329 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:32:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.9321, loss: 1.9321 2023-12-07 22:37:53,174 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:32:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 1.8969, loss: 1.8969 2023-12-07 22:38:16,103 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:31:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 1.9094, loss: 1.9094 2023-12-07 22:38:39,041 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:31:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9700, loss_cls: 1.9960, loss: 1.9960 2023-12-07 22:39:01,985 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:30:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 1.8564, loss: 1.8564 2023-12-07 22:39:24,848 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:30:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 1.9175, loss: 1.9175 2023-12-07 22:39:47,644 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:29:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9694, loss_cls: 1.9465, loss: 1.9465 2023-12-07 22:40:10,467 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:29:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.9433, loss: 1.9433 2023-12-07 22:40:33,317 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:28:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.8224, loss: 1.8224 2023-12-07 22:40:56,281 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:27:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 1.9040, loss: 1.9040 2023-12-07 22:41:19,151 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:27:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9750, loss_cls: 1.8380, loss: 1.8380 2023-12-07 22:41:21,065 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-07 22:42:40,098 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 22:42:40,174 - pyskl - INFO - top1_acc 0.7647 top5_acc 0.9603 2023-12-07 22:42:40,179 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_8.pth was removed 2023-12-07 22:42:40,323 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2023-12-07 22:42:40,324 - pyskl - INFO - Best top1_acc is 0.7647 at 13 epoch. 2023-12-07 22:42:40,328 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7647, top5_acc: 0.9603 2023-12-07 22:43:21,925 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:29:58, time: 0.416, data_time: 0.186, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 1.8618, loss: 1.8618 2023-12-07 22:43:44,913 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:29:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 1.8569, loss: 1.8569 2023-12-07 22:44:07,788 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:28:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 1.8762, loss: 1.8762 2023-12-07 22:44:30,533 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:28:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 1.8701, loss: 1.8701 2023-12-07 22:44:53,415 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:27:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 1.9291, loss: 1.9291 2023-12-07 22:45:16,386 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:27:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.8308, loss: 1.8308 2023-12-07 22:45:39,209 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:26:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.8588, loss: 1.8588 2023-12-07 22:46:02,148 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:26:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 1.9415, loss: 1.9415 2023-12-07 22:46:25,026 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:25:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.8252, loss: 1.8252 2023-12-07 22:46:47,847 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:25:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.9457, loss: 1.9457 2023-12-07 22:47:10,683 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:24:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.8822, loss: 1.8822 2023-12-07 22:47:33,487 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:24:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 1.8628, loss: 1.8628 2023-12-07 22:47:56,413 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:23:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.9038, loss: 1.9038 2023-12-07 22:48:19,277 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:23:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 1.9127, loss: 1.9127 2023-12-07 22:48:42,067 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:22:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.8602, loss: 1.8602 2023-12-07 22:49:04,890 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:22:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 1.8650, loss: 1.8650 2023-12-07 22:49:27,713 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:21:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 1.8564, loss: 1.8564 2023-12-07 22:49:50,500 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:21:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.8794, loss: 1.8794 2023-12-07 22:50:13,353 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:20:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 1.8202, loss: 1.8202 2023-12-07 22:50:36,287 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:20:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 1.8633, loss: 1.8633 2023-12-07 22:50:59,123 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:19:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.9717, loss: 1.9717 2023-12-07 22:51:22,053 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:19:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 1.8218, loss: 1.8218 2023-12-07 22:51:45,011 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:18:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.8600, loss: 1.8600 2023-12-07 22:52:07,919 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:18:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 1.8871, loss: 1.8871 2023-12-07 22:52:30,741 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:17:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.8502, loss: 1.8502 2023-12-07 22:52:32,591 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-07 22:53:51,711 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 22:53:51,788 - pyskl - INFO - top1_acc 0.7620 top5_acc 0.9549 2023-12-07 22:53:51,792 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7620, top5_acc: 0.9549 2023-12-07 22:54:32,803 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:19:51, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 1.8460, loss: 1.8460 2023-12-07 22:54:55,597 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:19:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 1.8312, loss: 1.8312 2023-12-07 22:55:18,446 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:18:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 1.8437, loss: 1.8437 2023-12-07 22:55:41,282 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:18:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.7741, loss: 1.7741 2023-12-07 22:56:04,203 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:17:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.9403, loss: 1.9403 2023-12-07 22:56:27,053 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:17:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.8513, loss: 1.8513 2023-12-07 22:56:49,920 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:16:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 1.8181, loss: 1.8181 2023-12-07 22:57:12,733 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:16:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 1.8755, loss: 1.8755 2023-12-07 22:57:35,499 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:15:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 1.9796, loss: 1.9796 2023-12-07 22:57:58,423 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:15:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.9351, loss: 1.9351 2023-12-07 22:58:21,347 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:14:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.9223, loss: 1.9223 2023-12-07 22:58:44,250 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:14:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.9038, loss: 1.9038 2023-12-07 22:59:07,116 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:13:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.8157, loss: 1.8157 2023-12-07 22:59:29,895 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:13:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 1.7562, loss: 1.7562 2023-12-07 22:59:52,714 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:12:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.9245, loss: 1.9245 2023-12-07 23:00:15,503 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:12:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9769, loss_cls: 1.8620, loss: 1.8620 2023-12-07 23:00:38,352 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:11:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 1.8092, loss: 1.8092 2023-12-07 23:01:01,293 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:11:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.9189, loss: 1.9189 2023-12-07 23:01:24,221 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:10:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.8468, loss: 1.8468 2023-12-07 23:01:46,945 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:10:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 1.7159, loss: 1.7159 2023-12-07 23:02:09,695 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:09:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 1.7854, loss: 1.7854 2023-12-07 23:02:32,497 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:09:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.8744, loss: 1.8744 2023-12-07 23:02:55,324 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:08:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.8702, loss: 1.8702 2023-12-07 23:03:18,122 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:08:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9587, loss_cls: 1.8854, loss: 1.8854 2023-12-07 23:03:40,927 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:07:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.7962, loss: 1.7962 2023-12-07 23:03:42,828 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-07 23:05:02,246 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 23:05:02,322 - pyskl - INFO - top1_acc 0.7658 top5_acc 0.9618 2023-12-07 23:05:02,326 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_13.pth was removed 2023-12-07 23:05:02,475 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2023-12-07 23:05:02,475 - pyskl - INFO - Best top1_acc is 0.7658 at 15 epoch. 2023-12-07 23:05:02,480 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7658, top5_acc: 0.9618 2023-12-07 23:05:43,701 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:09:42, time: 0.412, data_time: 0.184, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 1.8327, loss: 1.8327 2023-12-07 23:06:06,453 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:09:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9725, loss_cls: 1.8446, loss: 1.8446 2023-12-07 23:06:29,309 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:08:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.8584, loss: 1.8584 2023-12-07 23:06:52,105 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:08:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 1.7972, loss: 1.7972 2023-12-07 23:07:15,006 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:07:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 1.7940, loss: 1.7940 2023-12-07 23:07:37,763 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:07:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.8389, loss: 1.8389 2023-12-07 23:08:00,740 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:06:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9738, loss_cls: 1.8349, loss: 1.8349 2023-12-07 23:08:23,615 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:06:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 1.9778, loss: 1.9778 2023-12-07 23:08:46,439 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:05:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.7806, loss: 1.7806 2023-12-07 23:09:09,266 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:05:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 1.8785, loss: 1.8785 2023-12-07 23:09:32,165 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:04:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.9308, loss: 1.9308 2023-12-07 23:09:55,058 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:04:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 2.0063, loss: 2.0063 2023-12-07 23:10:17,931 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:03:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.7785, loss: 1.7785 2023-12-07 23:10:40,681 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:03:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.8145, loss: 1.8145 2023-12-07 23:11:03,558 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:02:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 1.8286, loss: 1.8286 2023-12-07 23:11:26,370 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:02:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.7891, loss: 1.7891 2023-12-07 23:11:49,197 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:01:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 1.7672, loss: 1.7672 2023-12-07 23:12:11,974 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:01:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.8529, loss: 1.8529 2023-12-07 23:12:34,756 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:00:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.9375, loss: 1.9375 2023-12-07 23:12:57,721 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:00:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 1.7404, loss: 1.7404 2023-12-07 23:13:20,596 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:59:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 1.6989, loss: 1.6989 2023-12-07 23:13:43,322 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:59:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 1.8554, loss: 1.8554 2023-12-07 23:14:06,210 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:58:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 1.8371, loss: 1.8371 2023-12-07 23:14:29,008 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:58:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.8691, loss: 1.8691 2023-12-07 23:14:51,880 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:57:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9644, loss_cls: 2.0496, loss: 2.0496 2023-12-07 23:14:53,765 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-07 23:16:13,027 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 23:16:13,100 - pyskl - INFO - top1_acc 0.7555 top5_acc 0.9629 2023-12-07 23:16:13,104 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7555, top5_acc: 0.9629 2023-12-07 23:16:54,287 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:59:36, time: 0.412, data_time: 0.184, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.8236, loss: 1.8236 2023-12-07 23:17:17,020 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:59:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.8332, loss: 1.8332 2023-12-07 23:17:39,806 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:58:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 1.7386, loss: 1.7386 2023-12-07 23:18:02,647 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:58:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 1.7586, loss: 1.7586 2023-12-07 23:18:25,564 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:57:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.9050, loss: 1.9050 2023-12-07 23:18:48,317 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:57:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 1.8450, loss: 1.8450 2023-12-07 23:19:11,093 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:56:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 1.8147, loss: 1.8147 2023-12-07 23:19:33,889 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:56:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.8684, loss: 1.8684 2023-12-07 23:19:56,706 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:55:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 1.7955, loss: 1.7955 2023-12-07 23:20:19,547 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:55:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.9011, loss: 1.9011 2023-12-07 23:20:42,363 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:54:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 1.8054, loss: 1.8054 2023-12-07 23:21:05,196 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:54:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 1.7648, loss: 1.7648 2023-12-07 23:21:28,137 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:53:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9800, loss_cls: 1.7516, loss: 1.7516 2023-12-07 23:21:50,911 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:53:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 1.8343, loss: 1.8343 2023-12-07 23:22:13,872 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:52:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.8318, loss: 1.8318 2023-12-07 23:22:36,682 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:52:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 1.8308, loss: 1.8308 2023-12-07 23:22:59,587 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:51:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.8427, loss: 1.8427 2023-12-07 23:23:22,364 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:51:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.7312, loss: 1.7312 2023-12-07 23:23:45,247 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:50:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 1.8493, loss: 1.8493 2023-12-07 23:24:08,075 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:50:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 1.9514, loss: 1.9514 2023-12-07 23:24:30,891 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:49:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.8530, loss: 1.8530 2023-12-07 23:24:53,624 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:49:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 1.8159, loss: 1.8159 2023-12-07 23:25:16,641 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:48:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 1.8621, loss: 1.8621 2023-12-07 23:25:39,519 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:48:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.7017, loss: 1.7017 2023-12-07 23:26:02,335 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:47:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 1.9854, loss: 1.9854 2023-12-07 23:26:04,220 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-07 23:27:23,559 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 23:27:23,631 - pyskl - INFO - top1_acc 0.7786 top5_acc 0.9646 2023-12-07 23:27:23,635 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_15.pth was removed 2023-12-07 23:27:23,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. 2023-12-07 23:27:23,762 - pyskl - INFO - Best top1_acc is 0.7786 at 17 epoch. 2023-12-07 23:27:23,765 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7786, top5_acc: 0.9646 2023-12-07 23:28:04,971 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:49:30, time: 0.412, data_time: 0.183, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 1.7461, loss: 1.7461 2023-12-07 23:28:27,806 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:49:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 1.7638, loss: 1.7638 2023-12-07 23:28:50,665 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:48:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 1.7800, loss: 1.7800 2023-12-07 23:29:13,523 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:48:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.7398, loss: 1.7398 2023-12-07 23:29:36,307 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:47:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.8596, loss: 1.8596 2023-12-07 23:29:59,102 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:47:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9762, loss_cls: 1.8208, loss: 1.8208 2023-12-07 23:30:22,002 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:46:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.8222, loss: 1.8222 2023-12-07 23:30:44,887 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:46:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.8154, loss: 1.8154 2023-12-07 23:31:07,748 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:45:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 1.7892, loss: 1.7892 2023-12-07 23:31:30,710 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:45:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.8440, loss: 1.8440 2023-12-07 23:31:53,498 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:44:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9738, loss_cls: 1.8445, loss: 1.8445 2023-12-07 23:32:16,382 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:44:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 1.7640, loss: 1.7640 2023-12-07 23:32:39,334 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:43:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 1.7835, loss: 1.7835 2023-12-07 23:33:02,136 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:43:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 1.8292, loss: 1.8292 2023-12-07 23:33:24,933 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:42:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 1.7640, loss: 1.7640 2023-12-07 23:33:47,780 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:42:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 1.8664, loss: 1.8664 2023-12-07 23:34:10,678 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:41:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.7837, loss: 1.7837 2023-12-07 23:34:33,547 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:41:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.9101, loss: 1.9101 2023-12-07 23:34:56,391 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:40:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 1.8013, loss: 1.8013 2023-12-07 23:35:19,362 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:40:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.8416, loss: 1.8416 2023-12-07 23:35:42,186 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:39:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 1.9558, loss: 1.9558 2023-12-07 23:36:04,968 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:39:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.8224, loss: 1.8224 2023-12-07 23:36:27,896 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:38:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.8055, loss: 1.8055 2023-12-07 23:36:50,765 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:38:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 1.7768, loss: 1.7768 2023-12-07 23:37:13,702 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:37:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 1.7476, loss: 1.7476 2023-12-07 23:37:15,563 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-07 23:38:35,055 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 23:38:35,131 - pyskl - INFO - top1_acc 0.7944 top5_acc 0.9682 2023-12-07 23:38:35,137 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_17.pth was removed 2023-12-07 23:38:35,275 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2023-12-07 23:38:35,276 - pyskl - INFO - Best top1_acc is 0.7944 at 18 epoch. 2023-12-07 23:38:35,279 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7944, top5_acc: 0.9682 2023-12-07 23:39:16,400 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:39:31, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 1.7118, loss: 1.7118 2023-12-07 23:39:39,118 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:39:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.7070, loss: 1.7070 2023-12-07 23:40:01,852 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:38:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.8302, loss: 1.8302 2023-12-07 23:40:24,622 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:38:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.8570, loss: 1.8570 2023-12-07 23:40:47,460 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:37:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.7897, loss: 1.7897 2023-12-07 23:41:10,383 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:37:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 1.7227, loss: 1.7227 2023-12-07 23:41:33,129 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:36:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.7746, loss: 1.7746 2023-12-07 23:41:56,059 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:36:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 1.7683, loss: 1.7683 2023-12-07 23:42:19,021 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:35:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 1.8331, loss: 1.8331 2023-12-07 23:42:42,016 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:35:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.7454, loss: 1.7454 2023-12-07 23:43:04,797 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:34:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.7957, loss: 1.7957 2023-12-07 23:43:27,741 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:34:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.8355, loss: 1.8355 2023-12-07 23:43:50,655 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:33:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9781, loss_cls: 1.8255, loss: 1.8255 2023-12-07 23:44:13,719 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:33:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 1.8826, loss: 1.8826 2023-12-07 23:44:36,670 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:32:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 1.7689, loss: 1.7689 2023-12-07 23:44:59,485 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:32:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.7533, loss: 1.7533 2023-12-07 23:45:22,314 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:31:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 1.8035, loss: 1.8035 2023-12-07 23:45:45,199 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:31:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 1.7842, loss: 1.7842 2023-12-07 23:46:08,028 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:30:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.8450, loss: 1.8450 2023-12-07 23:46:30,831 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:30:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.8374, loss: 1.8374 2023-12-07 23:46:53,717 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:30:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.9608, loss: 1.9608 2023-12-07 23:47:16,564 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:29:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.8537, loss: 1.8537 2023-12-07 23:47:39,423 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:29:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 1.8331, loss: 1.8331 2023-12-07 23:48:02,278 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:28:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.8588, loss: 1.8588 2023-12-07 23:48:25,130 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:28:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.7410, loss: 1.7410 2023-12-07 23:48:27,045 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-07 23:49:45,878 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-07 23:49:45,969 - pyskl - INFO - top1_acc 0.7707 top5_acc 0.9641 2023-12-07 23:49:45,975 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7707, top5_acc: 0.9641 2023-12-07 23:50:28,157 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:29:41, time: 0.422, data_time: 0.192, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 1.7154, loss: 1.7154 2023-12-07 23:50:51,052 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:29:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 1.7021, loss: 1.7021 2023-12-07 23:51:13,938 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:28:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 1.7064, loss: 1.7064 2023-12-07 23:51:36,734 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:28:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.8023, loss: 1.8023 2023-12-07 23:51:59,634 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:27:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.7211, loss: 1.7211 2023-12-07 23:52:22,578 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:27:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 1.7964, loss: 1.7964 2023-12-07 23:52:45,582 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:26:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.8288, loss: 1.8288 2023-12-07 23:53:08,552 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:26:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 1.7883, loss: 1.7883 2023-12-07 23:53:31,519 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:25:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.8172, loss: 1.8172 2023-12-07 23:53:54,527 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:25:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9756, loss_cls: 1.8386, loss: 1.8386 2023-12-07 23:54:17,517 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:25:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.9341, loss: 1.9341 2023-12-07 23:54:40,390 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:24:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.7857, loss: 1.7857 2023-12-07 23:55:03,363 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:24:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 1.8001, loss: 1.8001 2023-12-07 23:55:26,263 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:23:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 1.7905, loss: 1.7905 2023-12-07 23:55:49,031 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:23:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.8153, loss: 1.8153 2023-12-07 23:56:11,917 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:22:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9781, loss_cls: 1.7552, loss: 1.7552 2023-12-07 23:56:34,751 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:22:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9800, loss_cls: 1.7489, loss: 1.7489 2023-12-07 23:56:57,647 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:21:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.6943, loss: 1.6943 2023-12-07 23:57:20,662 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:21:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.7545, loss: 1.7545 2023-12-07 23:57:43,672 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:20:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 1.7703, loss: 1.7703 2023-12-07 23:58:06,627 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:20:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.8087, loss: 1.8087 2023-12-07 23:58:29,567 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:19:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.8521, loss: 1.8521 2023-12-07 23:58:52,419 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:19:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 1.7943, loss: 1.7943 2023-12-07 23:59:15,377 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:19:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 1.8452, loss: 1.8452 2023-12-07 23:59:38,428 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:18:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.8194, loss: 1.8194 2023-12-07 23:59:40,351 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-08 00:00:59,815 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 00:00:59,901 - pyskl - INFO - top1_acc 0.7916 top5_acc 0.9671 2023-12-08 00:00:59,906 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7916, top5_acc: 0.9671 2023-12-08 00:01:41,172 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:19:54, time: 0.413, data_time: 0.184, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 1.8400, loss: 1.8400 2023-12-08 00:02:03,929 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:19:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.7904, loss: 1.7904 2023-12-08 00:02:26,760 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:18:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.7101, loss: 1.7101 2023-12-08 00:02:49,573 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:18:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.7856, loss: 1.7856 2023-12-08 00:03:12,416 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:18:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 1.7848, loss: 1.7848 2023-12-08 00:03:35,321 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:17:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 1.7735, loss: 1.7735 2023-12-08 00:03:58,173 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:17:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9744, loss_cls: 1.8311, loss: 1.8311 2023-12-08 00:04:21,083 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:16:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.9332, loss: 1.9332 2023-12-08 00:04:43,891 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:16:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 1.7794, loss: 1.7794 2023-12-08 00:05:06,675 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:15:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.8016, loss: 1.8016 2023-12-08 00:05:29,547 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:15:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 1.8211, loss: 1.8211 2023-12-08 00:05:52,467 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:14:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 1.7260, loss: 1.7260 2023-12-08 00:06:15,436 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:14:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.7690, loss: 1.7690 2023-12-08 00:06:38,368 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:13:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 1.7629, loss: 1.7629 2023-12-08 00:07:01,314 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:13:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 1.7494, loss: 1.7494 2023-12-08 00:07:24,159 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:12:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 1.7857, loss: 1.7857 2023-12-08 00:07:47,096 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:12:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 1.8127, loss: 1.8127 2023-12-08 00:08:09,974 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:11:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9762, loss_cls: 1.8191, loss: 1.8191 2023-12-08 00:08:32,832 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:11:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.7902, loss: 1.7902 2023-12-08 00:08:55,732 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:11:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.8112, loss: 1.8112 2023-12-08 00:09:18,566 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:10:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 1.8334, loss: 1.8334 2023-12-08 00:09:41,372 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:10:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.7811, loss: 1.7811 2023-12-08 00:10:04,182 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:09:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.7514, loss: 1.7514 2023-12-08 00:10:27,041 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:09:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9750, loss_cls: 1.8360, loss: 1.8360 2023-12-08 00:10:49,998 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:08:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 1.7374, loss: 1.7374 2023-12-08 00:10:51,999 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-08 00:12:11,194 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 00:12:11,269 - pyskl - INFO - top1_acc 0.7380 top5_acc 0.9568 2023-12-08 00:12:11,274 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7380, top5_acc: 0.9568 2023-12-08 00:12:52,515 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:09:58, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.7665, loss: 1.7665 2023-12-08 00:13:15,321 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:09:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 1.7229, loss: 1.7229 2023-12-08 00:13:38,111 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:09:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9812, loss_cls: 1.7425, loss: 1.7425 2023-12-08 00:14:01,042 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:08:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 1.7584, loss: 1.7584 2023-12-08 00:14:23,973 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:08:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 1.7775, loss: 1.7775 2023-12-08 00:14:46,991 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:07:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 1.8057, loss: 1.8057 2023-12-08 00:15:09,941 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:07:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.7819, loss: 1.7819 2023-12-08 00:15:32,858 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:06:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 1.7221, loss: 1.7221 2023-12-08 00:15:55,632 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:06:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.6887, loss: 1.6887 2023-12-08 00:16:18,510 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:05:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 1.7847, loss: 1.7847 2023-12-08 00:16:41,378 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:05:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 1.7378, loss: 1.7378 2023-12-08 00:17:04,217 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:04:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 1.8229, loss: 1.8229 2023-12-08 00:17:27,157 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:04:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9794, loss_cls: 1.7350, loss: 1.7350 2023-12-08 00:17:50,134 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:03:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 1.6821, loss: 1.6821 2023-12-08 00:18:13,020 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:03:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 1.7765, loss: 1.7765 2023-12-08 00:18:35,861 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:03:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 1.8091, loss: 1.8091 2023-12-08 00:18:58,712 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:02:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.7816, loss: 1.7816 2023-12-08 00:19:21,635 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:02:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 1.8532, loss: 1.8532 2023-12-08 00:19:44,471 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:01:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 1.7667, loss: 1.7667 2023-12-08 00:20:07,358 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:01:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 1.8205, loss: 1.8205 2023-12-08 00:20:30,201 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:00:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 1.7695, loss: 1.7695 2023-12-08 00:20:53,029 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:00:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 1.8330, loss: 1.8330 2023-12-08 00:21:15,816 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:59:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 1.9164, loss: 1.9164 2023-12-08 00:21:38,691 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:59:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9594, loss_cls: 1.8396, loss: 1.8396 2023-12-08 00:22:01,490 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:58:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.7400, loss: 1.7400 2023-12-08 00:22:03,432 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-08 00:23:22,723 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 00:23:22,798 - pyskl - INFO - top1_acc 0.7838 top5_acc 0.9648 2023-12-08 00:23:22,802 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7838, top5_acc: 0.9648 2023-12-08 00:24:04,058 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:00:03, time: 0.413, data_time: 0.185, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 1.7186, loss: 1.7186 2023-12-08 00:24:27,006 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:59:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 1.6736, loss: 1.6736 2023-12-08 00:24:49,845 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:59:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 1.8068, loss: 1.8068 2023-12-08 00:25:12,735 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:58:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 1.7947, loss: 1.7947 2023-12-08 00:25:35,675 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:58:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 1.7669, loss: 1.7669 2023-12-08 00:25:58,519 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:57:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.7390, loss: 1.7390 2023-12-08 00:26:21,391 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:57:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.6616, loss: 1.6616 2023-12-08 00:26:44,278 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:56:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9744, loss_cls: 1.8225, loss: 1.8225 2023-12-08 00:27:07,050 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:56:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 1.7759, loss: 1.7759 2023-12-08 00:27:29,779 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:55:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 1.7173, loss: 1.7173 2023-12-08 00:27:52,611 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:55:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.7576, loss: 1.7576 2023-12-08 00:28:15,428 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:54:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 1.6853, loss: 1.6853 2023-12-08 00:28:38,336 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:54:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.7569, loss: 1.7569 2023-12-08 00:29:01,142 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:54:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 1.8519, loss: 1.8519 2023-12-08 00:29:24,173 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:53:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 1.8447, loss: 1.8447 2023-12-08 00:29:46,956 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:53:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.7612, loss: 1.7612 2023-12-08 00:30:09,769 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:52:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 1.7486, loss: 1.7486 2023-12-08 00:30:32,530 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:52:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 1.7034, loss: 1.7034 2023-12-08 00:30:55,318 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:51:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 1.6941, loss: 1.6941 2023-12-08 00:31:18,185 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:51:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 1.7856, loss: 1.7856 2023-12-08 00:31:41,044 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:50:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.7152, loss: 1.7152 2023-12-08 00:32:03,871 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:50:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 1.8299, loss: 1.8299 2023-12-08 00:32:26,697 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:49:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9631, loss_cls: 1.7981, loss: 1.7981 2023-12-08 00:32:49,590 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:49:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9825, loss_cls: 1.7085, loss: 1.7085 2023-12-08 00:33:12,448 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:49:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 1.7944, loss: 1.7944 2023-12-08 00:33:14,365 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-08 00:34:33,610 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 00:34:33,683 - pyskl - INFO - top1_acc 0.7932 top5_acc 0.9692 2023-12-08 00:34:33,687 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7932, top5_acc: 0.9692 2023-12-08 00:35:14,970 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:50:06, time: 0.413, data_time: 0.183, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.7241, loss: 1.7241 2023-12-08 00:35:37,846 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:49:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 1.6379, loss: 1.6379 2023-12-08 00:36:00,609 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:49:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 1.6964, loss: 1.6964 2023-12-08 00:36:23,591 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:48:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.7462, loss: 1.7462 2023-12-08 00:36:46,495 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:48:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.7680, loss: 1.7680 2023-12-08 00:37:09,483 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:47:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.7614, loss: 1.7614 2023-12-08 00:37:32,309 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:47:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9781, loss_cls: 1.7783, loss: 1.7783 2023-12-08 00:37:55,128 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:46:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.7775, loss: 1.7775 2023-12-08 00:38:17,873 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:46:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.8354, loss: 1.8354 2023-12-08 00:38:40,683 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:45:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 1.7789, loss: 1.7789 2023-12-08 00:39:03,645 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:45:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 1.7447, loss: 1.7447 2023-12-08 00:39:26,566 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:45:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.8211, loss: 1.8211 2023-12-08 00:39:49,462 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:44:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 1.7308, loss: 1.7308 2023-12-08 00:40:12,380 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:44:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 1.7512, loss: 1.7512 2023-12-08 00:40:35,397 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:43:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.8855, loss: 1.8855 2023-12-08 00:40:58,274 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:43:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.8353, loss: 1.8353 2023-12-08 00:41:21,107 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:42:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9669, loss_cls: 1.9161, loss: 1.9161 2023-12-08 00:41:44,018 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:42:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.8153, loss: 1.8153 2023-12-08 00:42:06,947 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:41:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 1.8125, loss: 1.8125 2023-12-08 00:42:29,793 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:41:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 1.7068, loss: 1.7068 2023-12-08 00:42:52,803 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:41:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.7336, loss: 1.7336 2023-12-08 00:43:15,699 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:40:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 1.7254, loss: 1.7254 2023-12-08 00:43:38,590 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:40:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 1.7418, loss: 1.7418 2023-12-08 00:44:01,489 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:39:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.7322, loss: 1.7322 2023-12-08 00:44:24,328 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:39:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 1.7153, loss: 1.7153 2023-12-08 00:44:26,179 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-08 00:45:46,095 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 00:45:46,180 - pyskl - INFO - top1_acc 0.7688 top5_acc 0.9568 2023-12-08 00:45:46,184 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7688, top5_acc: 0.9568 2023-12-08 00:46:28,373 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:40:19, time: 0.422, data_time: 0.192, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 1.7725, loss: 1.7725 2023-12-08 00:46:51,158 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:39:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.7010, loss: 1.7010 2023-12-08 00:47:13,893 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:39:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.7846, loss: 1.7846 2023-12-08 00:47:36,694 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:38:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.7034, loss: 1.7034 2023-12-08 00:47:59,433 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:38:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 1.7104, loss: 1.7104 2023-12-08 00:48:22,189 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:38:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.6187, loss: 1.6187 2023-12-08 00:48:45,081 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:37:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 1.6993, loss: 1.6993 2023-12-08 00:49:08,021 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:37:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.7951, loss: 1.7951 2023-12-08 00:49:30,850 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:36:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 1.7684, loss: 1.7684 2023-12-08 00:49:53,503 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:36:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 1.7860, loss: 1.7860 2023-12-08 00:50:16,372 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:35:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 1.8064, loss: 1.8064 2023-12-08 00:50:39,226 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:35:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 1.7591, loss: 1.7591 2023-12-08 00:51:02,027 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:34:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.7584, loss: 1.7584 2023-12-08 00:51:24,805 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:34:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 1.7835, loss: 1.7835 2023-12-08 00:51:47,518 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:33:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.7295, loss: 1.7295 2023-12-08 00:52:10,335 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:33:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 1.6781, loss: 1.6781 2023-12-08 00:52:33,197 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:32:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 1.7554, loss: 1.7554 2023-12-08 00:52:56,009 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:32:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.7859, loss: 1.7859 2023-12-08 00:53:18,826 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:32:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.6741, loss: 1.6741 2023-12-08 00:53:41,638 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:31:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9850, loss_cls: 1.6979, loss: 1.6979 2023-12-08 00:54:04,473 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:31:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 1.7287, loss: 1.7287 2023-12-08 00:54:27,217 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:30:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.7611, loss: 1.7611 2023-12-08 00:54:49,947 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:30:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.7134, loss: 1.7134 2023-12-08 00:55:12,709 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:29:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.7602, loss: 1.7602 2023-12-08 00:55:35,458 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:29:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 1.7107, loss: 1.7107 2023-12-08 00:55:37,362 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-08 00:56:56,204 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 00:56:56,283 - pyskl - INFO - top1_acc 0.7917 top5_acc 0.9650 2023-12-08 00:56:56,287 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7917, top5_acc: 0.9650 2023-12-08 00:57:37,164 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:30:14, time: 0.409, data_time: 0.180, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 1.6866, loss: 1.6866 2023-12-08 00:57:59,982 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:29:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.7222, loss: 1.7222 2023-12-08 00:58:22,657 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:29:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.7330, loss: 1.7330 2023-12-08 00:58:45,431 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:28:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.7527, loss: 1.7527 2023-12-08 00:59:08,194 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:28:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.7425, loss: 1.7425 2023-12-08 00:59:30,989 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:27:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 1.7982, loss: 1.7982 2023-12-08 00:59:53,856 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:27:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.6941, loss: 1.6941 2023-12-08 01:00:16,678 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:27:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.8181, loss: 1.8181 2023-12-08 01:00:39,409 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:26:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 1.7284, loss: 1.7284 2023-12-08 01:01:02,321 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:26:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 1.7113, loss: 1.7113 2023-12-08 01:01:25,147 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:25:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.7398, loss: 1.7398 2023-12-08 01:01:47,801 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:25:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 1.7010, loss: 1.7010 2023-12-08 01:02:10,595 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:24:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.7933, loss: 1.7933 2023-12-08 01:02:33,372 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:24:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 1.8764, loss: 1.8764 2023-12-08 01:02:56,103 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:23:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.7393, loss: 1.7393 2023-12-08 01:03:18,946 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:23:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 1.7226, loss: 1.7226 2023-12-08 01:03:41,700 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:22:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 1.7122, loss: 1.7122 2023-12-08 01:04:04,396 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:22:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.7200, loss: 1.7200 2023-12-08 01:04:27,083 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:22:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 1.7107, loss: 1.7107 2023-12-08 01:04:49,824 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:21:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.7161, loss: 1.7161 2023-12-08 01:05:12,592 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:21:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 1.7286, loss: 1.7286 2023-12-08 01:05:35,351 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:20:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 1.8481, loss: 1.8481 2023-12-08 01:05:58,090 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:20:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.7906, loss: 1.7906 2023-12-08 01:06:20,827 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:19:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 1.6438, loss: 1.6438 2023-12-08 01:06:43,553 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:19:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 1.7486, loss: 1.7486 2023-12-08 01:06:45,372 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-08 01:08:04,833 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 01:08:04,907 - pyskl - INFO - top1_acc 0.7868 top5_acc 0.9622 2023-12-08 01:08:04,911 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7868, top5_acc: 0.9622 2023-12-08 01:08:45,859 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:20:07, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 1.5850, loss: 1.5850 2023-12-08 01:09:08,678 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:19:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 1.6720, loss: 1.6720 2023-12-08 01:09:31,375 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:19:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.6975, loss: 1.6975 2023-12-08 01:09:54,170 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:18:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.8726, loss: 1.8726 2023-12-08 01:10:16,997 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:18:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 1.7234, loss: 1.7234 2023-12-08 01:10:39,696 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:17:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 1.7037, loss: 1.7037 2023-12-08 01:11:02,500 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:17:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 1.7617, loss: 1.7617 2023-12-08 01:11:25,298 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:16:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.6674, loss: 1.6674 2023-12-08 01:11:48,082 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:16:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 1.6939, loss: 1.6939 2023-12-08 01:12:10,905 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:16:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 1.7542, loss: 1.7542 2023-12-08 01:12:33,702 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:15:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 1.6376, loss: 1.6376 2023-12-08 01:12:56,422 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:15:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.8168, loss: 1.8168 2023-12-08 01:13:19,186 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:14:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.7866, loss: 1.7866 2023-12-08 01:13:41,939 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:14:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.7539, loss: 1.7539 2023-12-08 01:14:04,663 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:13:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.6745, loss: 1.6745 2023-12-08 01:14:27,494 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:13:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 1.8034, loss: 1.8034 2023-12-08 01:14:50,260 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:12:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 1.7906, loss: 1.7906 2023-12-08 01:15:12,925 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:12:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 1.7533, loss: 1.7533 2023-12-08 01:15:35,635 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:11:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 1.6434, loss: 1.6434 2023-12-08 01:15:58,337 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:11:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 1.7125, loss: 1.7125 2023-12-08 01:16:21,090 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:11:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.7606, loss: 1.7606 2023-12-08 01:16:43,844 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:10:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.7588, loss: 1.7588 2023-12-08 01:17:06,748 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:10:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.7548, loss: 1.7548 2023-12-08 01:17:29,461 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:09:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.6742, loss: 1.6742 2023-12-08 01:17:52,253 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:09:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 1.8694, loss: 1.8694 2023-12-08 01:17:54,231 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-08 01:19:13,456 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 01:19:13,529 - pyskl - INFO - top1_acc 0.7653 top5_acc 0.9622 2023-12-08 01:19:13,533 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7653, top5_acc: 0.9622 2023-12-08 01:19:54,966 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:10:04, time: 0.414, data_time: 0.186, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.7270, loss: 1.7270 2023-12-08 01:20:17,663 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:09:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 1.7136, loss: 1.7136 2023-12-08 01:20:40,544 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:09:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 1.7330, loss: 1.7330 2023-12-08 01:21:03,372 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:08:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 1.7109, loss: 1.7109 2023-12-08 01:21:26,114 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:08:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.6731, loss: 1.6731 2023-12-08 01:21:48,821 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:07:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 1.6692, loss: 1.6692 2023-12-08 01:22:11,682 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:07:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.7245, loss: 1.7245 2023-12-08 01:22:34,537 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:06:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.7616, loss: 1.7616 2023-12-08 01:22:57,352 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:06:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 1.7590, loss: 1.7590 2023-12-08 01:23:20,244 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:06:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 1.6891, loss: 1.6891 2023-12-08 01:23:43,146 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:05:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.7619, loss: 1.7619 2023-12-08 01:24:05,912 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:05:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 1.7298, loss: 1.7298 2023-12-08 01:24:28,723 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:04:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 1.7128, loss: 1.7128 2023-12-08 01:24:51,404 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:04:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9712, loss_cls: 1.6463, loss: 1.6463 2023-12-08 01:25:14,097 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:03:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 1.7286, loss: 1.7286 2023-12-08 01:25:36,913 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:03:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.6873, loss: 1.6873 2023-12-08 01:25:59,784 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:02:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 1.7426, loss: 1.7426 2023-12-08 01:26:22,508 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:02:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.7693, loss: 1.7693 2023-12-08 01:26:45,275 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:01:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.7874, loss: 1.7874 2023-12-08 01:27:08,139 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:01:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 1.6678, loss: 1.6678 2023-12-08 01:27:31,052 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:01:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.7401, loss: 1.7401 2023-12-08 01:27:53,907 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:00:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 1.7074, loss: 1.7074 2023-12-08 01:28:16,699 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:00:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 1.6685, loss: 1.6685 2023-12-08 01:28:39,514 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:59:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.7542, loss: 1.7542 2023-12-08 01:29:02,302 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:59:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 1.7440, loss: 1.7440 2023-12-08 01:29:04,138 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-08 01:30:22,962 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 01:30:23,035 - pyskl - INFO - top1_acc 0.8094 top5_acc 0.9733 2023-12-08 01:30:23,040 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_18.pth was removed 2023-12-08 01:30:23,172 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2023-12-08 01:30:23,172 - pyskl - INFO - Best top1_acc is 0.8094 at 28 epoch. 2023-12-08 01:30:23,176 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8094, top5_acc: 0.9733 2023-12-08 01:31:03,979 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:00:03, time: 0.408, data_time: 0.181, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 1.6661, loss: 1.6661 2023-12-08 01:31:26,782 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:59:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 1.6679, loss: 1.6679 2023-12-08 01:31:49,608 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:59:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 1.6996, loss: 1.6996 2023-12-08 01:32:12,422 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:58:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 1.6036, loss: 1.6036 2023-12-08 01:32:35,226 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:58:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 1.6590, loss: 1.6590 2023-12-08 01:32:58,066 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:57:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.7565, loss: 1.7565 2023-12-08 01:33:20,911 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:57:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.6753, loss: 1.6753 2023-12-08 01:33:43,720 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:56:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9831, loss_cls: 1.6594, loss: 1.6594 2023-12-08 01:34:06,523 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:56:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 1.5613, loss: 1.5613 2023-12-08 01:34:29,289 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:56:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 1.6942, loss: 1.6942 2023-12-08 01:34:52,056 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:55:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.7653, loss: 1.7653 2023-12-08 01:35:14,950 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:55:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 1.6513, loss: 1.6513 2023-12-08 01:35:37,782 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:54:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 1.6680, loss: 1.6680 2023-12-08 01:36:00,481 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:54:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 1.7084, loss: 1.7084 2023-12-08 01:36:23,297 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:53:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 1.7850, loss: 1.7850 2023-12-08 01:36:46,064 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:53:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 1.7149, loss: 1.7149 2023-12-08 01:37:08,803 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:52:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.8225, loss: 1.8225 2023-12-08 01:37:31,636 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:52:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.7531, loss: 1.7531 2023-12-08 01:37:54,365 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:52:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.8241, loss: 1.8241 2023-12-08 01:38:17,104 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:51:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.7425, loss: 1.7425 2023-12-08 01:38:39,780 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:51:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.7930, loss: 1.7930 2023-12-08 01:39:02,453 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:50:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.7320, loss: 1.7320 2023-12-08 01:39:25,206 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:50:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 1.7146, loss: 1.7146 2023-12-08 01:39:47,990 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:49:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9775, loss_cls: 1.7827, loss: 1.7827 2023-12-08 01:40:10,760 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:49:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.7654, loss: 1.7654 2023-12-08 01:40:12,588 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-08 01:41:31,501 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 01:41:31,576 - pyskl - INFO - top1_acc 0.7878 top5_acc 0.9656 2023-12-08 01:41:31,581 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7878, top5_acc: 0.9656 2023-12-08 01:42:12,731 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:50:02, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.6886, loss: 1.6886 2023-12-08 01:42:35,623 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:49:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 1.6851, loss: 1.6851 2023-12-08 01:42:58,365 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:49:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.7612, loss: 1.7612 2023-12-08 01:43:21,091 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:48:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 1.7403, loss: 1.7403 2023-12-08 01:43:43,907 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:48:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.6306, loss: 1.6306 2023-12-08 01:44:06,747 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:47:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 1.6864, loss: 1.6864 2023-12-08 01:44:29,483 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:47:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.6597, loss: 1.6597 2023-12-08 01:44:52,226 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:46:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 1.6556, loss: 1.6556 2023-12-08 01:45:14,939 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:46:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 1.7216, loss: 1.7216 2023-12-08 01:45:37,631 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:46:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 1.6784, loss: 1.6784 2023-12-08 01:46:00,439 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:45:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.7661, loss: 1.7661 2023-12-08 01:46:23,222 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:45:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 1.7440, loss: 1.7440 2023-12-08 01:46:45,901 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:44:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 1.6833, loss: 1.6833 2023-12-08 01:47:08,616 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:44:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.7101, loss: 1.7101 2023-12-08 01:47:31,354 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:43:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 1.7354, loss: 1.7354 2023-12-08 01:47:54,252 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:43:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 1.6969, loss: 1.6969 2023-12-08 01:48:16,977 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:42:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 1.7478, loss: 1.7478 2023-12-08 01:48:39,722 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:42:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 1.7441, loss: 1.7441 2023-12-08 01:49:02,637 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:42:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.7436, loss: 1.7436 2023-12-08 01:49:25,477 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:41:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 1.6581, loss: 1.6581 2023-12-08 01:49:48,355 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:41:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.7670, loss: 1.7670 2023-12-08 01:50:11,182 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:40:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.7572, loss: 1.7572 2023-12-08 01:50:34,007 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:40:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.7129, loss: 1.7129 2023-12-08 01:50:56,823 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:39:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 1.7266, loss: 1.7266 2023-12-08 01:51:19,584 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:39:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.7926, loss: 1.7926 2023-12-08 01:51:21,439 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-08 01:52:40,644 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 01:52:40,717 - pyskl - INFO - top1_acc 0.7997 top5_acc 0.9690 2023-12-08 01:52:40,720 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7997, top5_acc: 0.9690 2023-12-08 01:53:21,208 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:40:00, time: 0.405, data_time: 0.178, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 1.6393, loss: 1.6393 2023-12-08 01:53:43,924 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:39:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 1.6564, loss: 1.6564 2023-12-08 01:54:06,719 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:39:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 1.6691, loss: 1.6691 2023-12-08 01:54:29,546 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:38:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.7019, loss: 1.7019 2023-12-08 01:54:52,394 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:38:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.7508, loss: 1.7508 2023-12-08 01:55:15,202 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:37:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 1.7156, loss: 1.7156 2023-12-08 01:55:38,014 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:37:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 1.7313, loss: 1.7313 2023-12-08 01:56:00,980 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:36:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.6501, loss: 1.6501 2023-12-08 01:56:23,856 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:36:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9838, loss_cls: 1.6530, loss: 1.6530 2023-12-08 01:56:46,593 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:36:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.7386, loss: 1.7386 2023-12-08 01:57:09,424 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:35:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 1.6558, loss: 1.6558 2023-12-08 01:57:32,206 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:35:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 1.7404, loss: 1.7404 2023-12-08 01:57:54,986 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:34:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 1.7938, loss: 1.7938 2023-12-08 01:58:17,722 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:34:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 1.7229, loss: 1.7229 2023-12-08 01:58:40,539 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:33:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 1.6745, loss: 1.6745 2023-12-08 01:59:03,378 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:33:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.7069, loss: 1.7069 2023-12-08 01:59:26,220 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:32:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 1.7194, loss: 1.7194 2023-12-08 01:59:48,966 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:32:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.6627, loss: 1.6627 2023-12-08 02:00:11,681 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:32:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.7348, loss: 1.7348 2023-12-08 02:00:34,417 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:31:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 1.7279, loss: 1.7279 2023-12-08 02:00:57,174 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:31:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 1.6599, loss: 1.6599 2023-12-08 02:01:19,900 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:30:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 1.7206, loss: 1.7206 2023-12-08 02:01:42,781 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:30:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 1.7651, loss: 1.7651 2023-12-08 02:02:05,591 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:29:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 1.7748, loss: 1.7748 2023-12-08 02:02:28,296 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:29:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.8406, loss: 1.8406 2023-12-08 02:02:30,155 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-08 02:03:49,278 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 02:03:49,350 - pyskl - INFO - top1_acc 0.8113 top5_acc 0.9714 2023-12-08 02:03:49,354 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_28.pth was removed 2023-12-08 02:03:49,483 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2023-12-08 02:03:49,484 - pyskl - INFO - Best top1_acc is 0.8113 at 31 epoch. 2023-12-08 02:03:49,488 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8113, top5_acc: 0.9714 2023-12-08 02:04:30,486 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:30:02, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 1.6602, loss: 1.6602 2023-12-08 02:04:53,350 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:29:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 1.6235, loss: 1.6235 2023-12-08 02:05:16,182 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:29:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 1.6677, loss: 1.6677 2023-12-08 02:05:38,876 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:28:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 1.6900, loss: 1.6900 2023-12-08 02:06:01,690 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:28:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 1.7106, loss: 1.7106 2023-12-08 02:06:24,439 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:27:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 1.6709, loss: 1.6709 2023-12-08 02:06:47,206 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:27:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 1.6432, loss: 1.6432 2023-12-08 02:07:09,902 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:26:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 1.7338, loss: 1.7338 2023-12-08 02:07:32,729 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:26:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 1.6850, loss: 1.6850 2023-12-08 02:07:55,570 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:26:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9831, loss_cls: 1.6681, loss: 1.6681 2023-12-08 02:08:18,408 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:25:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.6738, loss: 1.6738 2023-12-08 02:08:41,089 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:25:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 1.6464, loss: 1.6464 2023-12-08 02:09:03,894 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:24:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 1.6951, loss: 1.6951 2023-12-08 02:09:26,580 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:24:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 1.7102, loss: 1.7102 2023-12-08 02:09:49,317 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:23:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 1.7209, loss: 1.7209 2023-12-08 02:10:12,038 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:23:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 1.6845, loss: 1.6845 2023-12-08 02:10:34,838 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:22:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 1.6638, loss: 1.6638 2023-12-08 02:10:57,588 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:22:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 1.6964, loss: 1.6964 2023-12-08 02:11:20,412 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:22:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 1.6062, loss: 1.6062 2023-12-08 02:11:43,236 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:21:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 1.6840, loss: 1.6840 2023-12-08 02:12:05,930 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:21:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.7248, loss: 1.7248 2023-12-08 02:12:28,731 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:20:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 1.7169, loss: 1.7169 2023-12-08 02:12:51,532 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:20:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 1.6976, loss: 1.6976 2023-12-08 02:13:14,237 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:19:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.7040, loss: 1.7040 2023-12-08 02:13:36,924 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:19:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.8223, loss: 1.8223 2023-12-08 02:13:38,763 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-08 02:14:57,580 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 02:14:57,653 - pyskl - INFO - top1_acc 0.7849 top5_acc 0.9642 2023-12-08 02:14:57,657 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7849, top5_acc: 0.9642 2023-12-08 02:15:38,734 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:20:02, time: 0.411, data_time: 0.183, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 1.7369, loss: 1.7369 2023-12-08 02:16:01,527 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:19:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 1.6301, loss: 1.6301 2023-12-08 02:16:24,302 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:19:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 1.7281, loss: 1.7281 2023-12-08 02:16:47,132 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:18:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 1.7145, loss: 1.7145 2023-12-08 02:17:09,942 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:18:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 1.7272, loss: 1.7272 2023-12-08 02:17:32,711 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:17:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 1.6863, loss: 1.6863 2023-12-08 02:17:55,656 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:17:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 1.7045, loss: 1.7045 2023-12-08 02:18:18,425 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:16:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.6556, loss: 1.6556 2023-12-08 02:18:41,213 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:16:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 1.7216, loss: 1.7216 2023-12-08 02:19:04,066 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:16:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.7284, loss: 1.7284 2023-12-08 02:19:26,941 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:15:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 1.7524, loss: 1.7524 2023-12-08 02:19:49,726 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:15:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 1.6750, loss: 1.6750 2023-12-08 02:20:12,544 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:14:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.6644, loss: 1.6644 2023-12-08 02:20:35,290 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:14:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 1.5845, loss: 1.5845 2023-12-08 02:20:58,012 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:13:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 1.5804, loss: 1.5804 2023-12-08 02:21:20,691 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:13:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 1.6233, loss: 1.6233 2023-12-08 02:21:43,399 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:13:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 1.6874, loss: 1.6874 2023-12-08 02:22:06,246 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:12:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 1.7299, loss: 1.7299 2023-12-08 02:22:28,903 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:12:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 1.6858, loss: 1.6858 2023-12-08 02:22:51,539 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:11:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 1.6477, loss: 1.6477 2023-12-08 02:23:14,306 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:11:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 1.7178, loss: 1.7178 2023-12-08 02:23:37,055 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:10:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.6510, loss: 1.6510 2023-12-08 02:23:59,780 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:10:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.6474, loss: 1.6474 2023-12-08 02:24:22,537 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:09:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.7270, loss: 1.7270 2023-12-08 02:24:45,254 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:09:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.6795, loss: 1.6795 2023-12-08 02:24:47,150 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-08 02:26:06,113 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 02:26:06,187 - pyskl - INFO - top1_acc 0.7972 top5_acc 0.9652 2023-12-08 02:26:06,192 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7972, top5_acc: 0.9652 2023-12-08 02:26:46,878 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:10:02, time: 0.407, data_time: 0.179, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.5161, loss: 1.5161 2023-12-08 02:27:09,524 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:09:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.6146, loss: 1.6146 2023-12-08 02:27:32,347 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:09:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9838, loss_cls: 1.6469, loss: 1.6469 2023-12-08 02:27:55,136 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:08:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 1.6930, loss: 1.6930 2023-12-08 02:28:18,058 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:08:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 1.6911, loss: 1.6911 2023-12-08 02:28:40,879 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:07:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.7118, loss: 1.7118 2023-12-08 02:29:03,620 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:07:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 1.6804, loss: 1.6804 2023-12-08 02:29:26,337 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:06:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 1.6396, loss: 1.6396 2023-12-08 02:29:49,129 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:06:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 1.6185, loss: 1.6185 2023-12-08 02:30:11,982 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:06:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5687, loss: 1.5687 2023-12-08 02:30:34,827 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:05:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.7917, loss: 1.7917 2023-12-08 02:30:57,553 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:05:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.7382, loss: 1.7382 2023-12-08 02:31:20,400 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:04:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 1.7458, loss: 1.7458 2023-12-08 02:31:43,256 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:04:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 1.7007, loss: 1.7007 2023-12-08 02:32:06,106 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:03:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 1.6911, loss: 1.6911 2023-12-08 02:32:28,836 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:03:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 1.6546, loss: 1.6546 2023-12-08 02:32:51,604 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:03:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 1.6419, loss: 1.6419 2023-12-08 02:33:14,378 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:02:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 1.6861, loss: 1.6861 2023-12-08 02:33:37,206 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:02:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 1.6626, loss: 1.6626 2023-12-08 02:34:00,062 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:01:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.6980, loss: 1.6980 2023-12-08 02:34:22,929 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:01:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.7016, loss: 1.7016 2023-12-08 02:34:45,749 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:00:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.7848, loss: 1.7848 2023-12-08 02:35:08,516 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:00:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 1.7501, loss: 1.7501 2023-12-08 02:35:31,286 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:00:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 1.7693, loss: 1.7693 2023-12-08 02:35:53,972 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:59:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 1.6549, loss: 1.6549 2023-12-08 02:35:55,817 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-08 02:37:14,454 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 02:37:14,532 - pyskl - INFO - top1_acc 0.8003 top5_acc 0.9720 2023-12-08 02:37:14,536 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8003, top5_acc: 0.9720 2023-12-08 02:37:55,414 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:00:05, time: 0.409, data_time: 0.181, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 1.5382, loss: 1.5382 2023-12-08 02:38:18,070 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:59:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 1.6238, loss: 1.6238 2023-12-08 02:38:40,911 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:59:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 1.6727, loss: 1.6727 2023-12-08 02:39:03,794 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:58:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 1.7135, loss: 1.7135 2023-12-08 02:39:26,581 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:58:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9844, loss_cls: 1.6549, loss: 1.6549 2023-12-08 02:39:49,333 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:57:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 1.7449, loss: 1.7449 2023-12-08 02:40:12,159 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:57:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 1.6565, loss: 1.6565 2023-12-08 02:40:35,115 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:57:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 1.6563, loss: 1.6563 2023-12-08 02:40:57,929 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:56:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 1.6623, loss: 1.6623 2023-12-08 02:41:20,712 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:56:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 1.6263, loss: 1.6263 2023-12-08 02:41:43,631 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:55:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 1.6703, loss: 1.6703 2023-12-08 02:42:06,533 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:55:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 1.7068, loss: 1.7068 2023-12-08 02:42:29,238 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:54:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.6252, loss: 1.6252 2023-12-08 02:42:52,069 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:54:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.7221, loss: 1.7221 2023-12-08 02:43:14,957 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:54:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 1.6741, loss: 1.6741 2023-12-08 02:43:37,766 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:53:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 1.7152, loss: 1.7152 2023-12-08 02:44:00,496 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:53:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 1.6666, loss: 1.6666 2023-12-08 02:44:23,333 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:52:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 1.7149, loss: 1.7149 2023-12-08 02:44:46,100 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:52:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 1.6833, loss: 1.6833 2023-12-08 02:45:08,832 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:51:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 1.6986, loss: 1.6986 2023-12-08 02:45:31,633 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:51:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 1.6683, loss: 1.6683 2023-12-08 02:45:54,476 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:51:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 1.7286, loss: 1.7286 2023-12-08 02:46:17,404 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:50:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 1.7280, loss: 1.7280 2023-12-08 02:46:40,202 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:50:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.6800, loss: 1.6800 2023-12-08 02:47:02,923 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:49:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 1.7044, loss: 1.7044 2023-12-08 02:47:04,770 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-08 02:48:23,817 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 02:48:23,894 - pyskl - INFO - top1_acc 0.8084 top5_acc 0.9712 2023-12-08 02:48:23,899 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8084, top5_acc: 0.9712 2023-12-08 02:49:04,589 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:50:09, time: 0.407, data_time: 0.179, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 1.6565, loss: 1.6565 2023-12-08 02:49:27,264 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:49:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 1.6744, loss: 1.6744 2023-12-08 02:49:50,063 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:49:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 1.6753, loss: 1.6753 2023-12-08 02:50:12,799 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:48:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.6595, loss: 1.6595 2023-12-08 02:50:35,771 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:48:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 1.6715, loss: 1.6715 2023-12-08 02:50:58,513 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:47:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.6700, loss: 1.6700 2023-12-08 02:51:21,369 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:47:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 1.5835, loss: 1.5835 2023-12-08 02:51:44,180 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:47:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 1.6342, loss: 1.6342 2023-12-08 02:52:06,918 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:46:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9806, loss_cls: 1.7537, loss: 1.7537 2023-12-08 02:52:29,814 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:46:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9869, loss_cls: 1.6469, loss: 1.6469 2023-12-08 02:52:52,535 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:45:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 1.6175, loss: 1.6175 2023-12-08 02:53:15,205 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:45:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.6984, loss: 1.6984 2023-12-08 02:53:37,950 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:44:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 1.6832, loss: 1.6832 2023-12-08 02:54:00,738 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:44:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.6789, loss: 1.6789 2023-12-08 02:54:23,547 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:44:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 1.6840, loss: 1.6840 2023-12-08 02:54:46,357 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:43:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 1.6546, loss: 1.6546 2023-12-08 02:55:09,221 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:43:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 1.7277, loss: 1.7277 2023-12-08 02:55:31,952 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:42:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 1.6647, loss: 1.6647 2023-12-08 02:55:54,650 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:42:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.5909, loss: 1.5909 2023-12-08 02:56:17,429 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:41:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.6497, loss: 1.6497 2023-12-08 02:56:40,132 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:41:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 1.6196, loss: 1.6196 2023-12-08 02:57:02,836 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:41:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.6082, loss: 1.6082 2023-12-08 02:57:25,545 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:40:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 1.6558, loss: 1.6558 2023-12-08 02:57:48,309 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:40:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.7302, loss: 1.7302 2023-12-08 02:58:11,063 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:39:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.6386, loss: 1.6386 2023-12-08 02:58:13,010 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-08 02:59:31,909 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 02:59:31,984 - pyskl - INFO - top1_acc 0.8093 top5_acc 0.9698 2023-12-08 02:59:31,989 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8093, top5_acc: 0.9698 2023-12-08 03:00:13,254 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:40:13, time: 0.413, data_time: 0.184, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 1.6344, loss: 1.6344 2023-12-08 03:00:36,093 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:39:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 1.6740, loss: 1.6740 2023-12-08 03:00:58,807 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:39:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.6203, loss: 1.6203 2023-12-08 03:01:21,589 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:38:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 1.6178, loss: 1.6178 2023-12-08 03:01:44,424 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:38:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.6134, loss: 1.6134 2023-12-08 03:02:07,177 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:38:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.5900, loss: 1.5900 2023-12-08 03:02:30,005 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:37:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 1.7506, loss: 1.7506 2023-12-08 03:02:52,794 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:37:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 1.6910, loss: 1.6910 2023-12-08 03:03:15,545 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:36:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 1.6035, loss: 1.6035 2023-12-08 03:03:38,277 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:36:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 1.6519, loss: 1.6519 2023-12-08 03:04:01,093 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:35:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 1.6839, loss: 1.6839 2023-12-08 03:04:23,914 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:35:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 1.6194, loss: 1.6194 2023-12-08 03:04:46,726 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:35:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 1.6516, loss: 1.6516 2023-12-08 03:05:09,528 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:34:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 1.6964, loss: 1.6964 2023-12-08 03:05:32,282 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:34:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.6803, loss: 1.6803 2023-12-08 03:05:55,040 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:33:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.7383, loss: 1.7383 2023-12-08 03:06:17,766 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:33:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 1.6836, loss: 1.6836 2023-12-08 03:06:40,423 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:32:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 1.6143, loss: 1.6143 2023-12-08 03:07:03,107 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:32:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9650, loss_cls: 1.6909, loss: 1.6909 2023-12-08 03:07:25,939 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:32:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 1.6553, loss: 1.6553 2023-12-08 03:07:48,803 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:31:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 1.6841, loss: 1.6841 2023-12-08 03:08:11,565 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:31:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 1.6499, loss: 1.6499 2023-12-08 03:08:34,393 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:30:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 1.7305, loss: 1.7305 2023-12-08 03:08:57,161 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:30:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 1.6806, loss: 1.6806 2023-12-08 03:09:20,099 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:29:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 1.7401, loss: 1.7401 2023-12-08 03:09:21,975 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-08 03:10:40,860 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 03:10:40,932 - pyskl - INFO - top1_acc 0.7910 top5_acc 0.9647 2023-12-08 03:10:40,936 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7910, top5_acc: 0.9647 2023-12-08 03:11:21,181 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:30:14, time: 0.402, data_time: 0.175, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 1.5263, loss: 1.5263 2023-12-08 03:11:43,941 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:29:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 1.6738, loss: 1.6738 2023-12-08 03:12:06,640 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:29:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 1.6726, loss: 1.6726 2023-12-08 03:12:29,421 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:28:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9844, loss_cls: 1.7656, loss: 1.7656 2023-12-08 03:12:52,203 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:28:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.6220, loss: 1.6220 2023-12-08 03:13:15,046 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:28:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 1.6697, loss: 1.6697 2023-12-08 03:13:37,915 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:27:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 1.6653, loss: 1.6653 2023-12-08 03:14:00,665 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:27:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 1.7213, loss: 1.7213 2023-12-08 03:14:23,403 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:26:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 1.7193, loss: 1.7193 2023-12-08 03:14:46,172 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:26:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 1.5508, loss: 1.5508 2023-12-08 03:15:09,007 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:25:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 1.6586, loss: 1.6586 2023-12-08 03:15:31,810 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:25:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.6673, loss: 1.6673 2023-12-08 03:15:54,554 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:25:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 1.6878, loss: 1.6878 2023-12-08 03:16:17,372 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:24:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 1.6372, loss: 1.6372 2023-12-08 03:16:40,045 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:24:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 1.6583, loss: 1.6583 2023-12-08 03:17:02,800 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:23:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 1.5738, loss: 1.5738 2023-12-08 03:17:25,476 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:23:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.7678, loss: 1.7678 2023-12-08 03:17:48,195 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:22:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 1.6744, loss: 1.6744 2023-12-08 03:18:10,972 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:22:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 1.6456, loss: 1.6456 2023-12-08 03:18:33,852 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:22:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.6153, loss: 1.6153 2023-12-08 03:18:56,668 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:21:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.7070, loss: 1.7070 2023-12-08 03:19:19,346 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:21:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 1.6047, loss: 1.6047 2023-12-08 03:19:42,036 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:20:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 1.6119, loss: 1.6119 2023-12-08 03:20:04,721 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:20:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 1.7315, loss: 1.7315 2023-12-08 03:20:27,527 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:19:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 1.6726, loss: 1.6726 2023-12-08 03:20:29,379 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-08 03:21:48,169 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 03:21:48,245 - pyskl - INFO - top1_acc 0.8062 top5_acc 0.9711 2023-12-08 03:21:48,249 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8062, top5_acc: 0.9711 2023-12-08 03:22:28,743 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:20:16, time: 0.405, data_time: 0.178, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 1.6099, loss: 1.6099 2023-12-08 03:22:51,411 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:19:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 1.6122, loss: 1.6122 2023-12-08 03:23:14,074 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:19:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.6450, loss: 1.6450 2023-12-08 03:23:36,890 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:18:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 1.6566, loss: 1.6566 2023-12-08 03:23:59,659 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:18:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.6933, loss: 1.6933 2023-12-08 03:24:22,522 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:18:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 1.6953, loss: 1.6953 2023-12-08 03:24:45,330 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:17:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 1.6283, loss: 1.6283 2023-12-08 03:25:08,077 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:17:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.6990, loss: 1.6990 2023-12-08 03:25:30,817 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:16:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.6692, loss: 1.6692 2023-12-08 03:25:53,591 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:16:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 1.7268, loss: 1.7268 2023-12-08 03:26:16,329 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:15:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 1.7417, loss: 1.7417 2023-12-08 03:26:39,083 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:15:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 1.6228, loss: 1.6228 2023-12-08 03:27:01,767 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:15:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 1.6159, loss: 1.6159 2023-12-08 03:27:24,586 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:14:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 1.6209, loss: 1.6209 2023-12-08 03:27:47,402 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:14:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 1.5221, loss: 1.5221 2023-12-08 03:28:10,285 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:13:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.6870, loss: 1.6870 2023-12-08 03:28:33,138 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:13:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.6761, loss: 1.6761 2023-12-08 03:28:55,815 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:12:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 1.6000, loss: 1.6000 2023-12-08 03:29:18,553 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:12:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 1.6166, loss: 1.6166 2023-12-08 03:29:41,257 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:12:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.6814, loss: 1.6814 2023-12-08 03:30:03,986 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:11:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 1.6579, loss: 1.6579 2023-12-08 03:30:26,890 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:11:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.6119, loss: 1.6119 2023-12-08 03:30:49,667 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:10:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 1.6588, loss: 1.6588 2023-12-08 03:31:12,345 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:10:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 1.6259, loss: 1.6259 2023-12-08 03:31:35,039 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:09:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 1.6993, loss: 1.6993 2023-12-08 03:31:36,923 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-08 03:32:55,830 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 03:32:55,902 - pyskl - INFO - top1_acc 0.7900 top5_acc 0.9691 2023-12-08 03:32:55,906 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7900, top5_acc: 0.9691 2023-12-08 03:33:37,103 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:10:20, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 1.6958, loss: 1.6958 2023-12-08 03:33:59,883 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:09:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.5624, loss: 1.5624 2023-12-08 03:34:22,729 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:09:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 1.6628, loss: 1.6628 2023-12-08 03:34:45,471 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:09:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 1.6679, loss: 1.6679 2023-12-08 03:35:08,184 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:08:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9669, loss_cls: 1.6361, loss: 1.6361 2023-12-08 03:35:30,969 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:08:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.6765, loss: 1.6765 2023-12-08 03:35:53,789 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:07:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 1.6153, loss: 1.6153 2023-12-08 03:36:16,577 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:07:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.6715, loss: 1.6715 2023-12-08 03:36:39,389 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:06:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 1.6217, loss: 1.6217 2023-12-08 03:37:02,141 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:06:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 1.6242, loss: 1.6242 2023-12-08 03:37:24,874 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:06:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 1.6906, loss: 1.6906 2023-12-08 03:37:47,620 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:05:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 1.6662, loss: 1.6662 2023-12-08 03:38:10,508 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:05:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.5877, loss: 1.5877 2023-12-08 03:38:33,358 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:04:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 1.5940, loss: 1.5940 2023-12-08 03:38:56,150 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:04:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.6535, loss: 1.6535 2023-12-08 03:39:18,866 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:03:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 1.6990, loss: 1.6990 2023-12-08 03:39:41,742 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:03:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.6459, loss: 1.6459 2023-12-08 03:40:04,522 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:03:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5960, loss: 1.5960 2023-12-08 03:40:27,278 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:02:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 1.6312, loss: 1.6312 2023-12-08 03:40:50,148 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:02:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 1.5284, loss: 1.5284 2023-12-08 03:41:13,037 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:01:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 1.7657, loss: 1.7657 2023-12-08 03:41:35,852 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:01:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 1.7030, loss: 1.7030 2023-12-08 03:41:58,639 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:00:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9825, loss_cls: 1.6503, loss: 1.6503 2023-12-08 03:42:21,430 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:00:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 1.6502, loss: 1.6502 2023-12-08 03:42:44,188 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:00:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 1.6833, loss: 1.6833 2023-12-08 03:42:46,025 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-08 03:44:04,579 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 03:44:04,651 - pyskl - INFO - top1_acc 0.8111 top5_acc 0.9703 2023-12-08 03:44:04,655 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8111, top5_acc: 0.9703 2023-12-08 03:44:45,771 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:00:27, time: 0.411, data_time: 0.183, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 1.6178, loss: 1.6178 2023-12-08 03:45:08,552 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:00:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.6312, loss: 1.6312 2023-12-08 03:45:31,295 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:59:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 1.6259, loss: 1.6259 2023-12-08 03:45:53,965 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:59:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 1.6227, loss: 1.6227 2023-12-08 03:46:16,717 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:58:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 1.7114, loss: 1.7114 2023-12-08 03:46:39,652 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:58:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.6436, loss: 1.6436 2023-12-08 03:47:02,457 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:57:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 1.6853, loss: 1.6853 2023-12-08 03:47:25,271 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:57:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.6842, loss: 1.6842 2023-12-08 03:47:48,060 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:57:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 1.5778, loss: 1.5778 2023-12-08 03:48:10,808 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:56:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.5615, loss: 1.5615 2023-12-08 03:48:33,482 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:56:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 1.6112, loss: 1.6112 2023-12-08 03:48:56,216 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:55:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 1.6518, loss: 1.6518 2023-12-08 03:49:18,954 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:55:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 1.6016, loss: 1.6016 2023-12-08 03:49:41,861 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:54:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 1.6316, loss: 1.6316 2023-12-08 03:50:04,711 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:54:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.7039, loss: 1.7039 2023-12-08 03:50:27,476 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:54:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 1.6854, loss: 1.6854 2023-12-08 03:50:50,326 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:53:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.6727, loss: 1.6727 2023-12-08 03:51:13,079 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:53:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 1.6212, loss: 1.6212 2023-12-08 03:51:35,736 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:52:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 1.5746, loss: 1.5746 2023-12-08 03:51:58,448 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:52:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 1.5682, loss: 1.5682 2023-12-08 03:52:21,277 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:51:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9819, loss_cls: 1.6821, loss: 1.6821 2023-12-08 03:52:44,100 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:51:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 1.6667, loss: 1.6667 2023-12-08 03:53:06,875 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:51:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 1.6943, loss: 1.6943 2023-12-08 03:53:29,674 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:50:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.6579, loss: 1.6579 2023-12-08 03:53:52,392 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:50:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 1.6440, loss: 1.6440 2023-12-08 03:53:54,208 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-08 03:55:12,786 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 03:55:12,857 - pyskl - INFO - top1_acc 0.7972 top5_acc 0.9657 2023-12-08 03:55:12,861 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7972, top5_acc: 0.9657 2023-12-08 03:55:53,480 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:50:31, time: 0.406, data_time: 0.179, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.6420, loss: 1.6420 2023-12-08 03:56:16,180 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:50:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.5776, loss: 1.5776 2023-12-08 03:56:38,940 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:49:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.6308, loss: 1.6308 2023-12-08 03:57:01,599 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:49:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 1.6336, loss: 1.6336 2023-12-08 03:57:24,234 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:48:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 1.6090, loss: 1.6090 2023-12-08 03:57:46,929 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:48:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.5991, loss: 1.5991 2023-12-08 03:58:09,598 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:47:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 1.5908, loss: 1.5908 2023-12-08 03:58:32,323 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:47:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 1.6519, loss: 1.6519 2023-12-08 03:58:55,041 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:47:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 1.6661, loss: 1.6661 2023-12-08 03:59:17,790 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:46:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 1.6556, loss: 1.6556 2023-12-08 03:59:40,495 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:46:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 1.6204, loss: 1.6204 2023-12-08 04:00:03,295 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:45:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 1.6705, loss: 1.6705 2023-12-08 04:00:26,115 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:45:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 1.6071, loss: 1.6071 2023-12-08 04:00:48,998 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:44:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 1.6152, loss: 1.6152 2023-12-08 04:01:11,897 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:44:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 1.6311, loss: 1.6311 2023-12-08 04:01:34,690 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:44:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.6098, loss: 1.6098 2023-12-08 04:01:57,531 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:43:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.6546, loss: 1.6546 2023-12-08 04:02:20,321 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:43:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 1.6735, loss: 1.6735 2023-12-08 04:02:43,045 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:42:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 1.6150, loss: 1.6150 2023-12-08 04:03:05,802 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:42:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 1.6141, loss: 1.6141 2023-12-08 04:03:28,558 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:42:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.6678, loss: 1.6678 2023-12-08 04:03:51,274 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:41:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.6215, loss: 1.6215 2023-12-08 04:04:14,071 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:41:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 1.6169, loss: 1.6169 2023-12-08 04:04:36,826 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:40:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 1.6491, loss: 1.6491 2023-12-08 04:04:59,493 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:40:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 1.6284, loss: 1.6284 2023-12-08 04:05:01,333 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-08 04:06:19,994 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 04:06:20,066 - pyskl - INFO - top1_acc 0.8211 top5_acc 0.9708 2023-12-08 04:06:20,071 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_31.pth was removed 2023-12-08 04:06:20,207 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2023-12-08 04:06:20,208 - pyskl - INFO - Best top1_acc is 0.8211 at 42 epoch. 2023-12-08 04:06:20,212 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8211, top5_acc: 0.9708 2023-12-08 04:07:01,249 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:40:35, time: 0.410, data_time: 0.183, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 1.5369, loss: 1.5369 2023-12-08 04:07:23,994 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:40:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 1.5954, loss: 1.5954 2023-12-08 04:07:46,839 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:39:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 1.5384, loss: 1.5384 2023-12-08 04:08:09,557 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:39:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 1.6297, loss: 1.6297 2023-12-08 04:08:32,301 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:38:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 1.5866, loss: 1.5866 2023-12-08 04:08:55,103 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:38:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 1.6487, loss: 1.6487 2023-12-08 04:09:17,902 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:38:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 1.5886, loss: 1.5886 2023-12-08 04:09:40,713 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:37:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 1.6174, loss: 1.6174 2023-12-08 04:10:03,548 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:37:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.6188, loss: 1.6188 2023-12-08 04:10:26,342 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:36:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 1.5380, loss: 1.5380 2023-12-08 04:10:49,170 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:36:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 1.6775, loss: 1.6775 2023-12-08 04:11:12,011 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:35:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 1.6471, loss: 1.6471 2023-12-08 04:11:34,796 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:35:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 1.5415, loss: 1.5415 2023-12-08 04:11:57,626 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:35:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.5918, loss: 1.5918 2023-12-08 04:12:20,525 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:34:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 1.6205, loss: 1.6205 2023-12-08 04:12:43,324 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:34:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 1.6510, loss: 1.6510 2023-12-08 04:13:06,054 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:33:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.6290, loss: 1.6290 2023-12-08 04:13:28,828 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:33:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 1.7347, loss: 1.7347 2023-12-08 04:13:51,550 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:32:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 1.6151, loss: 1.6151 2023-12-08 04:14:14,384 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:32:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 1.6259, loss: 1.6259 2023-12-08 04:14:37,188 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:32:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.5972, loss: 1.5972 2023-12-08 04:14:59,983 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:31:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 1.6683, loss: 1.6683 2023-12-08 04:15:22,643 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:31:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 1.6618, loss: 1.6618 2023-12-08 04:15:45,543 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:30:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 1.7379, loss: 1.7379 2023-12-08 04:16:08,379 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:30:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 1.6049, loss: 1.6049 2023-12-08 04:16:10,185 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-08 04:17:28,817 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 04:17:28,889 - pyskl - INFO - top1_acc 0.8222 top5_acc 0.9720 2023-12-08 04:17:28,894 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_42.pth was removed 2023-12-08 04:17:29,030 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2023-12-08 04:17:29,030 - pyskl - INFO - Best top1_acc is 0.8222 at 43 epoch. 2023-12-08 04:17:29,035 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8222, top5_acc: 0.9720 2023-12-08 04:18:10,112 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:30:43, time: 0.411, data_time: 0.183, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.6735, loss: 1.6735 2023-12-08 04:18:32,817 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:30:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.6387, loss: 1.6387 2023-12-08 04:18:55,621 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:29:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 1.6327, loss: 1.6327 2023-12-08 04:19:18,312 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:29:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 1.6390, loss: 1.6390 2023-12-08 04:19:41,126 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:29:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 1.5844, loss: 1.5844 2023-12-08 04:20:03,909 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:28:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.5913, loss: 1.5913 2023-12-08 04:20:26,698 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:28:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.5991, loss: 1.5991 2023-12-08 04:20:49,510 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:27:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 1.6714, loss: 1.6714 2023-12-08 04:21:12,176 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:27:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 1.6493, loss: 1.6493 2023-12-08 04:21:34,947 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:26:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.6032, loss: 1.6032 2023-12-08 04:21:57,703 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:26:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 1.6685, loss: 1.6685 2023-12-08 04:22:20,513 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:26:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 1.5620, loss: 1.5620 2023-12-08 04:22:43,356 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:25:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 1.6288, loss: 1.6288 2023-12-08 04:23:06,129 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:25:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 1.6523, loss: 1.6523 2023-12-08 04:23:28,963 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:24:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9875, loss_cls: 1.5551, loss: 1.5551 2023-12-08 04:23:51,666 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:24:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.6569, loss: 1.6569 2023-12-08 04:24:14,506 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:23:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 1.6889, loss: 1.6889 2023-12-08 04:24:37,318 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:23:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 1.5706, loss: 1.5706 2023-12-08 04:25:00,119 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:23:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.4900, loss: 1.4900 2023-12-08 04:25:22,928 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:22:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.6433, loss: 1.6433 2023-12-08 04:25:45,654 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:22:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 1.6288, loss: 1.6288 2023-12-08 04:26:08,403 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:21:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 1.6317, loss: 1.6317 2023-12-08 04:26:31,151 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:21:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 1.6453, loss: 1.6453 2023-12-08 04:26:54,012 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:21:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 1.6519, loss: 1.6519 2023-12-08 04:27:16,793 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:20:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.6479, loss: 1.6479 2023-12-08 04:27:18,613 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-08 04:28:37,719 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 04:28:37,798 - pyskl - INFO - top1_acc 0.8092 top5_acc 0.9698 2023-12-08 04:28:37,802 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8092, top5_acc: 0.9698 2023-12-08 04:29:18,903 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:20:49, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 1.5080, loss: 1.5080 2023-12-08 04:29:41,671 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:20:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 1.6462, loss: 1.6462 2023-12-08 04:30:04,465 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:19:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 1.6581, loss: 1.6581 2023-12-08 04:30:27,221 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:19:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 1.5229, loss: 1.5229 2023-12-08 04:30:49,935 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:19:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 1.5832, loss: 1.5832 2023-12-08 04:31:12,640 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:18:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 1.5751, loss: 1.5751 2023-12-08 04:31:35,292 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:18:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 1.6007, loss: 1.6007 2023-12-08 04:31:58,058 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:17:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 1.5561, loss: 1.5561 2023-12-08 04:32:20,815 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:17:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 1.6468, loss: 1.6468 2023-12-08 04:32:43,502 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:17:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.5972, loss: 1.5972 2023-12-08 04:33:06,273 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:16:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 1.5772, loss: 1.5772 2023-12-08 04:33:29,133 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:16:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 1.6280, loss: 1.6280 2023-12-08 04:33:51,901 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:15:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 1.5942, loss: 1.5942 2023-12-08 04:34:14,568 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:15:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 1.6279, loss: 1.6279 2023-12-08 04:34:37,321 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:14:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 1.5781, loss: 1.5781 2023-12-08 04:35:00,038 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:14:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 1.6140, loss: 1.6140 2023-12-08 04:35:22,787 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:14:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.6272, loss: 1.6272 2023-12-08 04:35:45,708 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:13:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 1.5205, loss: 1.5205 2023-12-08 04:36:08,561 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:13:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 1.5777, loss: 1.5777 2023-12-08 04:36:31,335 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:12:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 1.6609, loss: 1.6609 2023-12-08 04:36:54,045 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:12:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 1.6665, loss: 1.6665 2023-12-08 04:37:16,954 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:11:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.6592, loss: 1.6592 2023-12-08 04:37:39,723 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:11:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 1.6376, loss: 1.6376 2023-12-08 04:38:02,468 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:11:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 1.6847, loss: 1.6847 2023-12-08 04:38:25,252 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:10:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.6759, loss: 1.6759 2023-12-08 04:38:27,047 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-08 04:39:45,982 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 04:39:46,055 - pyskl - INFO - top1_acc 0.8066 top5_acc 0.9697 2023-12-08 04:39:46,059 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8066, top5_acc: 0.9697 2023-12-08 04:40:27,529 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:10:56, time: 0.415, data_time: 0.187, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.5788, loss: 1.5788 2023-12-08 04:40:50,392 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:10:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.5217, loss: 1.5217 2023-12-08 04:41:13,157 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:10:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 1.5520, loss: 1.5520 2023-12-08 04:41:35,998 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:09:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.6805, loss: 1.6805 2023-12-08 04:41:58,737 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:09:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 1.5459, loss: 1.5459 2023-12-08 04:42:21,509 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:08:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 1.5644, loss: 1.5644 2023-12-08 04:42:44,313 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:08:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9719, loss_cls: 1.5949, loss: 1.5949 2023-12-08 04:43:07,093 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:08:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 1.5626, loss: 1.5626 2023-12-08 04:43:29,907 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:07:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.5539, loss: 1.5539 2023-12-08 04:43:52,635 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:07:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.6819, loss: 1.6819 2023-12-08 04:44:15,352 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:06:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.6057, loss: 1.6057 2023-12-08 04:44:38,287 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:06:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 1.6221, loss: 1.6221 2023-12-08 04:45:00,991 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:05:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 1.5728, loss: 1.5728 2023-12-08 04:45:23,724 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:05:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 1.5816, loss: 1.5816 2023-12-08 04:45:46,484 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:05:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 1.5671, loss: 1.5671 2023-12-08 04:46:09,315 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:04:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 1.5925, loss: 1.5925 2023-12-08 04:46:32,032 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:04:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 1.7263, loss: 1.7263 2023-12-08 04:46:54,805 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:03:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.5624, loss: 1.5624 2023-12-08 04:47:17,531 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:03:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.6174, loss: 1.6174 2023-12-08 04:47:40,308 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:02:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 1.6538, loss: 1.6538 2023-12-08 04:48:03,150 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:02:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 1.5761, loss: 1.5761 2023-12-08 04:48:25,961 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:02:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 1.5859, loss: 1.5859 2023-12-08 04:48:48,685 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:01:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 1.6833, loss: 1.6833 2023-12-08 04:49:11,627 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:01:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 1.5731, loss: 1.5731 2023-12-08 04:49:34,483 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:00:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 1.6771, loss: 1.6771 2023-12-08 04:49:36,386 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-08 04:50:55,436 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 04:50:55,510 - pyskl - INFO - top1_acc 0.8115 top5_acc 0.9686 2023-12-08 04:50:55,515 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8115, top5_acc: 0.9686 2023-12-08 04:51:36,639 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:01:04, time: 0.411, data_time: 0.183, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 1.6431, loss: 1.6431 2023-12-08 04:51:59,461 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:00:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 1.6024, loss: 1.6024 2023-12-08 04:52:22,206 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:00:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 1.5425, loss: 1.5425 2023-12-08 04:52:44,867 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 16:59:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.5786, loss: 1.5786 2023-12-08 04:53:07,566 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 16:59:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 1.5930, loss: 1.5930 2023-12-08 04:53:30,316 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 16:58:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.5745, loss: 1.5745 2023-12-08 04:53:53,037 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 16:58:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 1.5754, loss: 1.5754 2023-12-08 04:54:15,874 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 16:58:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 1.5797, loss: 1.5797 2023-12-08 04:54:38,613 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 16:57:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.6204, loss: 1.6204 2023-12-08 04:55:01,440 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:57:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 1.6255, loss: 1.6255 2023-12-08 04:55:24,227 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:56:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9681, loss_cls: 1.6774, loss: 1.6774 2023-12-08 04:55:47,015 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:56:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 1.6528, loss: 1.6528 2023-12-08 04:56:09,831 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:56:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 1.6033, loss: 1.6033 2023-12-08 04:56:32,580 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:55:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 1.5691, loss: 1.5691 2023-12-08 04:56:55,335 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:55:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 1.5717, loss: 1.5717 2023-12-08 04:57:18,104 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:54:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9706, loss_cls: 1.6501, loss: 1.6501 2023-12-08 04:57:40,878 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:54:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.5422, loss: 1.5422 2023-12-08 04:58:03,603 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:53:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 1.6000, loss: 1.6000 2023-12-08 04:58:26,250 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:53:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 1.5755, loss: 1.5755 2023-12-08 04:58:48,977 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:53:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 1.6265, loss: 1.6265 2023-12-08 04:59:11,716 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:52:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 1.7053, loss: 1.7053 2023-12-08 04:59:34,504 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:52:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 1.4618, loss: 1.4618 2023-12-08 04:59:57,357 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:51:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 1.5770, loss: 1.5770 2023-12-08 05:00:20,184 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:51:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 1.5599, loss: 1.5599 2023-12-08 05:00:43,004 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:51:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.6589, loss: 1.6589 2023-12-08 05:00:44,859 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-08 05:02:03,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 05:02:03,901 - pyskl - INFO - top1_acc 0.8057 top5_acc 0.9717 2023-12-08 05:02:03,905 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8057, top5_acc: 0.9717 2023-12-08 05:02:44,605 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:51:10, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 1.5609, loss: 1.5609 2023-12-08 05:03:07,410 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:50:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.5458, loss: 1.5458 2023-12-08 05:03:30,223 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:50:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 1.5565, loss: 1.5565 2023-12-08 05:03:53,057 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:49:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 1.5577, loss: 1.5577 2023-12-08 05:04:15,722 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:49:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.5833, loss: 1.5833 2023-12-08 05:04:38,474 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:49:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.4743, loss: 1.4743 2023-12-08 05:05:01,170 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:48:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 1.6699, loss: 1.6699 2023-12-08 05:05:24,081 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:48:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.5486, loss: 1.5486 2023-12-08 05:05:46,956 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:47:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.5682, loss: 1.5682 2023-12-08 05:06:09,723 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:47:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 1.5702, loss: 1.5702 2023-12-08 05:06:32,441 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:46:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.5730, loss: 1.5730 2023-12-08 05:06:55,168 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:46:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 1.5828, loss: 1.5828 2023-12-08 05:07:18,023 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:46:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 1.5695, loss: 1.5695 2023-12-08 05:07:40,703 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:45:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.6200, loss: 1.6200 2023-12-08 05:08:03,361 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:45:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9831, loss_cls: 1.6602, loss: 1.6602 2023-12-08 05:08:26,143 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:44:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 1.6570, loss: 1.6570 2023-12-08 05:08:48,915 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:44:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.5693, loss: 1.5693 2023-12-08 05:09:11,638 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:44:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 1.6276, loss: 1.6276 2023-12-08 05:09:34,372 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:43:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9869, loss_cls: 1.5671, loss: 1.5671 2023-12-08 05:09:57,127 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:43:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 1.6124, loss: 1.6124 2023-12-08 05:10:19,870 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:42:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 1.6082, loss: 1.6082 2023-12-08 05:10:42,599 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:42:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 1.6765, loss: 1.6765 2023-12-08 05:11:05,406 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:41:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.6043, loss: 1.6043 2023-12-08 05:11:28,200 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:41:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 1.6391, loss: 1.6391 2023-12-08 05:11:50,955 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:41:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 1.5893, loss: 1.5893 2023-12-08 05:11:52,764 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-08 05:13:11,654 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 05:13:11,725 - pyskl - INFO - top1_acc 0.7873 top5_acc 0.9704 2023-12-08 05:13:11,728 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7873, top5_acc: 0.9704 2023-12-08 05:13:52,539 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:41:16, time: 0.408, data_time: 0.181, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 1.6105, loss: 1.6105 2023-12-08 05:14:15,391 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:40:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.5986, loss: 1.5986 2023-12-08 05:14:38,134 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:40:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 1.6525, loss: 1.6525 2023-12-08 05:15:00,848 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:40:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.6002, loss: 1.6002 2023-12-08 05:15:23,700 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:39:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 1.5411, loss: 1.5411 2023-12-08 05:15:46,497 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:39:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.5223, loss: 1.5223 2023-12-08 05:16:09,358 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:38:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 1.6120, loss: 1.6120 2023-12-08 05:16:32,161 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:38:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 1.4712, loss: 1.4712 2023-12-08 05:16:54,968 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:37:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 1.5938, loss: 1.5938 2023-12-08 05:17:17,664 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:37:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.6217, loss: 1.6217 2023-12-08 05:17:40,418 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:37:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 1.6093, loss: 1.6093 2023-12-08 05:18:03,234 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:36:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 1.5498, loss: 1.5498 2023-12-08 05:18:26,022 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:36:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 1.6337, loss: 1.6337 2023-12-08 05:18:48,753 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:35:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 1.4977, loss: 1.4977 2023-12-08 05:19:11,495 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:35:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 1.5861, loss: 1.5861 2023-12-08 05:19:34,207 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:35:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 1.6025, loss: 1.6025 2023-12-08 05:19:57,018 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:34:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.5519, loss: 1.5519 2023-12-08 05:20:19,725 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:34:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.5558, loss: 1.5558 2023-12-08 05:20:42,492 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:33:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 1.6141, loss: 1.6141 2023-12-08 05:21:05,230 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:33:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 1.6024, loss: 1.6024 2023-12-08 05:21:28,022 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:32:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 1.6267, loss: 1.6267 2023-12-08 05:21:50,884 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:32:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.6640, loss: 1.6640 2023-12-08 05:22:13,596 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:32:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.6090, loss: 1.6090 2023-12-08 05:22:36,302 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:31:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.6396, loss: 1.6396 2023-12-08 05:22:59,123 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:31:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 1.6604, loss: 1.6604 2023-12-08 05:23:01,028 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-08 05:24:19,913 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 05:24:19,982 - pyskl - INFO - top1_acc 0.8114 top5_acc 0.9699 2023-12-08 05:24:19,986 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8114, top5_acc: 0.9699 2023-12-08 05:25:00,711 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:31:23, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.5223, loss: 1.5223 2023-12-08 05:25:23,336 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:30:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 1.5183, loss: 1.5183 2023-12-08 05:25:46,080 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:30:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 1.5445, loss: 1.5445 2023-12-08 05:26:08,717 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:30:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 1.5377, loss: 1.5377 2023-12-08 05:26:31,450 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:29:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5350, loss: 1.5350 2023-12-08 05:26:54,251 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:29:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 1.5774, loss: 1.5774 2023-12-08 05:27:17,022 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:28:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.5434, loss: 1.5434 2023-12-08 05:27:39,839 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:28:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.6252, loss: 1.6252 2023-12-08 05:28:02,594 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:28:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 1.5749, loss: 1.5749 2023-12-08 05:28:25,388 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:27:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 1.6162, loss: 1.6162 2023-12-08 05:28:48,099 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:27:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 1.5452, loss: 1.5452 2023-12-08 05:29:10,846 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:26:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 1.5436, loss: 1.5436 2023-12-08 05:29:33,652 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:26:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.5279, loss: 1.5279 2023-12-08 05:29:56,425 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:25:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 1.5643, loss: 1.5643 2023-12-08 05:30:19,322 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:25:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 1.6388, loss: 1.6388 2023-12-08 05:30:42,057 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:25:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 1.5336, loss: 1.5336 2023-12-08 05:31:04,876 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:24:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 1.6109, loss: 1.6109 2023-12-08 05:31:27,668 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:24:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 1.5620, loss: 1.5620 2023-12-08 05:31:50,393 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:23:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 1.5794, loss: 1.5794 2023-12-08 05:32:13,140 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:23:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 1.5749, loss: 1.5749 2023-12-08 05:32:35,865 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:23:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 1.5794, loss: 1.5794 2023-12-08 05:32:58,681 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:22:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 1.5795, loss: 1.5795 2023-12-08 05:33:21,452 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:22:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 1.5950, loss: 1.5950 2023-12-08 05:33:44,253 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:21:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 1.5770, loss: 1.5770 2023-12-08 05:34:06,962 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:21:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 1.5715, loss: 1.5715 2023-12-08 05:34:08,800 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-08 05:35:27,543 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 05:35:27,613 - pyskl - INFO - top1_acc 0.8134 top5_acc 0.9723 2023-12-08 05:35:27,617 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8134, top5_acc: 0.9723 2023-12-08 05:36:08,432 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:21:29, time: 0.408, data_time: 0.181, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.5568, loss: 1.5568 2023-12-08 05:36:31,009 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:21:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.5180, loss: 1.5180 2023-12-08 05:36:53,669 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:20:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.5693, loss: 1.5693 2023-12-08 05:37:16,483 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:20:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 1.5302, loss: 1.5302 2023-12-08 05:37:39,233 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:19:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 1.5257, loss: 1.5257 2023-12-08 05:38:01,930 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:19:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 1.5572, loss: 1.5572 2023-12-08 05:38:24,633 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:18:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 1.6225, loss: 1.6225 2023-12-08 05:38:47,304 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:18:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 1.5686, loss: 1.5686 2023-12-08 05:39:10,108 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:18:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 1.5758, loss: 1.5758 2023-12-08 05:39:32,819 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:17:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 1.5437, loss: 1.5437 2023-12-08 05:39:55,525 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:17:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.5754, loss: 1.5754 2023-12-08 05:40:18,278 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:16:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 1.5760, loss: 1.5760 2023-12-08 05:40:40,975 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:16:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 1.5395, loss: 1.5395 2023-12-08 05:41:03,696 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:16:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 1.5732, loss: 1.5732 2023-12-08 05:41:26,500 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:15:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 1.5009, loss: 1.5009 2023-12-08 05:41:49,221 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:15:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 1.5767, loss: 1.5767 2023-12-08 05:42:11,971 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:14:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 1.6817, loss: 1.6817 2023-12-08 05:42:34,823 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:14:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 1.6415, loss: 1.6415 2023-12-08 05:42:57,486 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:13:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9800, loss_cls: 1.6264, loss: 1.6264 2023-12-08 05:43:20,249 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:13:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.5865, loss: 1.5865 2023-12-08 05:43:42,915 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:13:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 1.4924, loss: 1.4924 2023-12-08 05:44:05,600 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:12:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 1.6032, loss: 1.6032 2023-12-08 05:44:28,230 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:12:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 1.5461, loss: 1.5461 2023-12-08 05:44:50,955 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:11:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.5671, loss: 1.5671 2023-12-08 05:45:13,677 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:11:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 1.5458, loss: 1.5458 2023-12-08 05:45:15,480 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-08 05:46:34,615 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 05:46:34,684 - pyskl - INFO - top1_acc 0.8198 top5_acc 0.9713 2023-12-08 05:46:34,688 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8198, top5_acc: 0.9713 2023-12-08 05:47:15,208 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:11:34, time: 0.405, data_time: 0.179, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 1.5083, loss: 1.5083 2023-12-08 05:47:37,867 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:11:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 1.5700, loss: 1.5700 2023-12-08 05:48:00,595 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:10:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.5699, loss: 1.5699 2023-12-08 05:48:23,260 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:10:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.4920, loss: 1.4920 2023-12-08 05:48:46,069 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:09:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 1.5410, loss: 1.5410 2023-12-08 05:49:08,838 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:09:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.5633, loss: 1.5633 2023-12-08 05:49:31,651 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:09:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 1.5979, loss: 1.5979 2023-12-08 05:49:54,468 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:08:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 1.4959, loss: 1.4959 2023-12-08 05:50:17,226 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:08:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.5140, loss: 1.5140 2023-12-08 05:50:39,989 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:07:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 1.6676, loss: 1.6676 2023-12-08 05:51:02,827 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:07:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.5878, loss: 1.5878 2023-12-08 05:51:25,580 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:06:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.4897, loss: 1.4897 2023-12-08 05:51:48,291 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:06:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.5772, loss: 1.5772 2023-12-08 05:52:10,969 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:06:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 1.5301, loss: 1.5301 2023-12-08 05:52:33,760 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:05:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 1.6000, loss: 1.6000 2023-12-08 05:52:56,611 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:05:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 1.6032, loss: 1.6032 2023-12-08 05:53:19,247 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:04:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 1.5577, loss: 1.5577 2023-12-08 05:53:41,924 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:04:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 1.5190, loss: 1.5190 2023-12-08 05:54:04,655 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:04:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 1.5722, loss: 1.5722 2023-12-08 05:54:27,352 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:03:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 1.5948, loss: 1.5948 2023-12-08 05:54:50,058 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:03:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.4823, loss: 1.4823 2023-12-08 05:55:12,829 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:02:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 1.6556, loss: 1.6556 2023-12-08 05:55:35,558 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:02:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 1.6150, loss: 1.6150 2023-12-08 05:55:58,252 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:02:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 1.5458, loss: 1.5458 2023-12-08 05:56:20,971 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:01:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.5628, loss: 1.5628 2023-12-08 05:56:22,916 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-08 05:57:41,885 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 05:57:41,955 - pyskl - INFO - top1_acc 0.8253 top5_acc 0.9726 2023-12-08 05:57:41,959 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_43.pth was removed 2023-12-08 05:57:42,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. 2023-12-08 05:57:42,093 - pyskl - INFO - Best top1_acc is 0.8253 at 52 epoch. 2023-12-08 05:57:42,097 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8253, top5_acc: 0.9726 2023-12-08 05:58:22,814 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:01:40, time: 0.407, data_time: 0.181, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.4994, loss: 1.4994 2023-12-08 05:58:45,457 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:01:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 1.5244, loss: 1.5244 2023-12-08 05:59:08,124 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:00:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 1.5742, loss: 1.5742 2023-12-08 05:59:30,743 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:00:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 1.4452, loss: 1.4452 2023-12-08 05:59:53,482 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 15:59:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.6604, loss: 1.6604 2023-12-08 06:00:16,177 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 15:59:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 1.5943, loss: 1.5943 2023-12-08 06:00:38,974 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 15:59:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5399, loss: 1.5399 2023-12-08 06:01:01,679 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 15:58:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 1.5322, loss: 1.5322 2023-12-08 06:01:24,515 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 15:58:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9875, loss_cls: 1.5363, loss: 1.5363 2023-12-08 06:01:47,268 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 15:57:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 1.5864, loss: 1.5864 2023-12-08 06:02:09,997 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 15:57:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 1.5944, loss: 1.5944 2023-12-08 06:02:32,767 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 15:57:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 1.5352, loss: 1.5352 2023-12-08 06:02:55,441 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 15:56:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 1.6066, loss: 1.6066 2023-12-08 06:03:18,270 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:56:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 1.5118, loss: 1.5118 2023-12-08 06:03:41,153 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:55:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 1.5838, loss: 1.5838 2023-12-08 06:04:03,949 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:55:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 1.5749, loss: 1.5749 2023-12-08 06:04:26,657 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:55:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 1.5245, loss: 1.5245 2023-12-08 06:04:49,546 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:54:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 1.5674, loss: 1.5674 2023-12-08 06:05:12,352 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:54:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 1.6286, loss: 1.6286 2023-12-08 06:05:35,075 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:53:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 1.5692, loss: 1.5692 2023-12-08 06:05:57,837 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:53:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 1.6134, loss: 1.6134 2023-12-08 06:06:20,496 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:52:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 1.5600, loss: 1.5600 2023-12-08 06:06:43,160 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:52:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 1.6443, loss: 1.6443 2023-12-08 06:07:05,905 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:52:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 1.5409, loss: 1.5409 2023-12-08 06:07:28,772 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:51:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 1.4910, loss: 1.4910 2023-12-08 06:07:30,617 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-08 06:08:49,565 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 06:08:49,635 - pyskl - INFO - top1_acc 0.8217 top5_acc 0.9689 2023-12-08 06:08:49,638 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8217, top5_acc: 0.9689 2023-12-08 06:09:30,527 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:51:47, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 1.4673, loss: 1.4673 2023-12-08 06:09:53,228 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:51:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 1.5293, loss: 1.5293 2023-12-08 06:10:15,996 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:50:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 1.4995, loss: 1.4995 2023-12-08 06:10:38,820 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:50:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.6010, loss: 1.6010 2023-12-08 06:11:01,562 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:50:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 1.4868, loss: 1.4868 2023-12-08 06:11:24,317 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:49:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 1.5527, loss: 1.5527 2023-12-08 06:11:47,082 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:49:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9875, loss_cls: 1.5924, loss: 1.5924 2023-12-08 06:12:09,842 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:48:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 1.5906, loss: 1.5906 2023-12-08 06:12:32,537 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:48:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 1.5773, loss: 1.5773 2023-12-08 06:12:55,289 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:48:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.5372, loss: 1.5372 2023-12-08 06:13:17,982 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:47:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 1.6459, loss: 1.6459 2023-12-08 06:13:40,700 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:47:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 1.5842, loss: 1.5842 2023-12-08 06:14:03,441 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:46:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9850, loss_cls: 1.5858, loss: 1.5858 2023-12-08 06:14:26,131 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:46:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 1.5235, loss: 1.5235 2023-12-08 06:14:48,978 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:45:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 1.5395, loss: 1.5395 2023-12-08 06:15:11,724 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:45:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 1.5162, loss: 1.5162 2023-12-08 06:15:34,516 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:45:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 1.5298, loss: 1.5298 2023-12-08 06:15:57,170 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:44:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 1.5167, loss: 1.5167 2023-12-08 06:16:19,965 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:44:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 1.5035, loss: 1.5035 2023-12-08 06:16:42,704 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:43:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 1.5984, loss: 1.5984 2023-12-08 06:17:05,458 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:43:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.5140, loss: 1.5140 2023-12-08 06:17:28,242 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:43:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.5994, loss: 1.5994 2023-12-08 06:17:51,055 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:42:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 1.5860, loss: 1.5860 2023-12-08 06:18:13,870 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:42:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 1.5873, loss: 1.5873 2023-12-08 06:18:36,718 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:41:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 1.5264, loss: 1.5264 2023-12-08 06:18:38,547 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-08 06:19:57,419 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 06:19:57,493 - pyskl - INFO - top1_acc 0.8175 top5_acc 0.9698 2023-12-08 06:19:57,498 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8175, top5_acc: 0.9698 2023-12-08 06:20:38,769 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:41:55, time: 0.413, data_time: 0.184, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.5036, loss: 1.5036 2023-12-08 06:21:01,578 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:41:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.5454, loss: 1.5454 2023-12-08 06:21:24,393 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:41:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.5810, loss: 1.5810 2023-12-08 06:21:47,169 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:40:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.5013, loss: 1.5013 2023-12-08 06:22:10,090 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:40:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 1.5455, loss: 1.5455 2023-12-08 06:22:33,090 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:39:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 1.5394, loss: 1.5394 2023-12-08 06:22:55,913 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:39:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 1.5640, loss: 1.5640 2023-12-08 06:23:18,759 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:39:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 1.4700, loss: 1.4700 2023-12-08 06:23:41,557 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:38:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9775, loss_cls: 1.5011, loss: 1.5011 2023-12-08 06:24:04,278 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:38:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 1.5105, loss: 1.5105 2023-12-08 06:24:27,178 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:37:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.5815, loss: 1.5815 2023-12-08 06:24:49,927 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:37:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.5451, loss: 1.5451 2023-12-08 06:25:12,677 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:36:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 1.5576, loss: 1.5576 2023-12-08 06:25:35,486 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:36:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 1.6178, loss: 1.6178 2023-12-08 06:25:58,268 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:36:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 1.5638, loss: 1.5638 2023-12-08 06:26:21,079 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:35:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 1.5604, loss: 1.5604 2023-12-08 06:26:43,963 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:35:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.5695, loss: 1.5695 2023-12-08 06:27:06,822 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:34:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 1.5114, loss: 1.5114 2023-12-08 06:27:29,608 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:34:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 1.4951, loss: 1.4951 2023-12-08 06:27:52,255 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:34:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 1.4872, loss: 1.4872 2023-12-08 06:28:15,003 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:33:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 1.5293, loss: 1.5293 2023-12-08 06:28:37,811 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:33:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 1.5282, loss: 1.5282 2023-12-08 06:29:00,716 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:32:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 1.5320, loss: 1.5320 2023-12-08 06:29:23,551 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:32:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.5749, loss: 1.5749 2023-12-08 06:29:46,387 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:32:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 1.5373, loss: 1.5373 2023-12-08 06:29:48,270 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-08 06:31:07,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 06:31:07,589 - pyskl - INFO - top1_acc 0.8260 top5_acc 0.9725 2023-12-08 06:31:07,593 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_52.pth was removed 2023-12-08 06:31:07,728 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. 2023-12-08 06:31:07,728 - pyskl - INFO - Best top1_acc is 0.8260 at 55 epoch. 2023-12-08 06:31:07,733 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8260, top5_acc: 0.9725 2023-12-08 06:31:48,970 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:32:06, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 1.5725, loss: 1.5725 2023-12-08 06:32:11,563 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:31:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 1.4717, loss: 1.4717 2023-12-08 06:32:34,271 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:31:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.5043, loss: 1.5043 2023-12-08 06:32:57,139 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:30:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.5840, loss: 1.5840 2023-12-08 06:33:19,930 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:30:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.4856, loss: 1.4856 2023-12-08 06:33:42,687 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:30:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 1.5491, loss: 1.5491 2023-12-08 06:34:05,395 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:29:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.5139, loss: 1.5139 2023-12-08 06:34:28,284 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:29:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.5728, loss: 1.5728 2023-12-08 06:34:51,083 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:28:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 1.5446, loss: 1.5446 2023-12-08 06:35:13,910 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:28:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9775, loss_cls: 1.4982, loss: 1.4982 2023-12-08 06:35:36,704 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:27:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 1.6216, loss: 1.6216 2023-12-08 06:35:59,601 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:27:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 1.5121, loss: 1.5121 2023-12-08 06:36:22,439 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:27:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9912, loss_cls: 1.5299, loss: 1.5299 2023-12-08 06:36:45,312 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:26:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 1.5420, loss: 1.5420 2023-12-08 06:37:08,093 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:26:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 1.5667, loss: 1.5667 2023-12-08 06:37:30,859 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:25:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9756, loss_cls: 1.5325, loss: 1.5325 2023-12-08 06:37:53,746 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:25:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 1.5545, loss: 1.5545 2023-12-08 06:38:16,467 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:25:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 1.5263, loss: 1.5263 2023-12-08 06:38:39,210 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:24:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.4983, loss: 1.4983 2023-12-08 06:39:02,063 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:24:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 1.5258, loss: 1.5258 2023-12-08 06:39:24,860 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:23:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 1.5195, loss: 1.5195 2023-12-08 06:39:47,627 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:23:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.5047, loss: 1.5047 2023-12-08 06:40:10,417 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:23:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 1.5402, loss: 1.5402 2023-12-08 06:40:33,212 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:22:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 1.5447, loss: 1.5447 2023-12-08 06:40:55,924 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:22:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.5726, loss: 1.5726 2023-12-08 06:40:57,824 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-08 06:42:16,797 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 06:42:16,867 - pyskl - INFO - top1_acc 0.8198 top5_acc 0.9736 2023-12-08 06:42:16,871 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8198, top5_acc: 0.9736 2023-12-08 06:42:57,503 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:22:15, time: 0.406, data_time: 0.179, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.4640, loss: 1.4640 2023-12-08 06:43:20,237 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:21:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.4889, loss: 1.4889 2023-12-08 06:43:42,962 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:21:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.4456, loss: 1.4456 2023-12-08 06:44:05,821 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:21:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 1.5133, loss: 1.5133 2023-12-08 06:44:28,697 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:20:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 1.5006, loss: 1.5006 2023-12-08 06:44:51,592 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:20:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.4926, loss: 1.4926 2023-12-08 06:45:14,327 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:19:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 1.5442, loss: 1.5442 2023-12-08 06:45:37,147 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:19:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 1.5124, loss: 1.5124 2023-12-08 06:45:59,982 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:18:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 1.6130, loss: 1.6130 2023-12-08 06:46:22,840 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:18:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 1.5321, loss: 1.5321 2023-12-08 06:46:45,730 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:18:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 1.5771, loss: 1.5771 2023-12-08 06:47:08,514 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:17:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 1.5410, loss: 1.5410 2023-12-08 06:47:31,291 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:17:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.5165, loss: 1.5165 2023-12-08 06:47:54,050 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:16:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 1.5506, loss: 1.5506 2023-12-08 06:48:16,766 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:16:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 1.4752, loss: 1.4752 2023-12-08 06:48:39,632 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:16:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.5511, loss: 1.5511 2023-12-08 06:49:02,536 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:15:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.5015, loss: 1.5015 2023-12-08 06:49:25,264 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:15:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 1.5229, loss: 1.5229 2023-12-08 06:49:47,996 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:14:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 1.5164, loss: 1.5164 2023-12-08 06:50:10,832 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:14:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 1.6007, loss: 1.6007 2023-12-08 06:50:33,586 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:14:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 1.5731, loss: 1.5731 2023-12-08 06:50:56,316 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:13:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 1.4453, loss: 1.4453 2023-12-08 06:51:19,142 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:13:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9762, loss_cls: 1.4919, loss: 1.4919 2023-12-08 06:51:41,922 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:12:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 1.5464, loss: 1.5464 2023-12-08 06:52:04,696 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:12:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 1.5319, loss: 1.5319 2023-12-08 06:52:06,532 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-08 06:53:25,917 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 06:53:25,990 - pyskl - INFO - top1_acc 0.8244 top5_acc 0.9700 2023-12-08 06:53:25,995 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8244, top5_acc: 0.9700 2023-12-08 06:54:07,245 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:12:25, time: 0.412, data_time: 0.183, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.5117, loss: 1.5117 2023-12-08 06:54:30,022 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:12:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 1.4671, loss: 1.4671 2023-12-08 06:54:52,733 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:11:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 1.4928, loss: 1.4928 2023-12-08 06:55:15,543 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:11:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.4577, loss: 1.4577 2023-12-08 06:55:38,278 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:10:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 1.5548, loss: 1.5548 2023-12-08 06:56:00,961 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:10:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 1.5059, loss: 1.5059 2023-12-08 06:56:23,882 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:09:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 1.5318, loss: 1.5318 2023-12-08 06:56:46,595 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:09:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.4915, loss: 1.4915 2023-12-08 06:57:09,290 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:09:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 1.4891, loss: 1.4891 2023-12-08 06:57:32,082 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:08:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.4861, loss: 1.4861 2023-12-08 06:57:54,860 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:08:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.4421, loss: 1.4421 2023-12-08 06:58:17,578 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:07:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.5897, loss: 1.5897 2023-12-08 06:58:40,271 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:07:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.5536, loss: 1.5536 2023-12-08 06:59:03,106 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:07:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 1.5665, loss: 1.5665 2023-12-08 06:59:25,788 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:06:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 1.5113, loss: 1.5113 2023-12-08 06:59:48,613 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:06:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 1.5952, loss: 1.5952 2023-12-08 07:00:11,421 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:05:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.5163, loss: 1.5163 2023-12-08 07:00:34,378 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:05:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 1.5236, loss: 1.5236 2023-12-08 07:00:57,209 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:05:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 1.4659, loss: 1.4659 2023-12-08 07:01:19,931 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:04:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 1.5226, loss: 1.5226 2023-12-08 07:01:42,706 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:04:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.6380, loss: 1.6380 2023-12-08 07:02:05,560 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:03:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 1.4373, loss: 1.4373 2023-12-08 07:02:28,441 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:03:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 1.5778, loss: 1.5778 2023-12-08 07:02:51,327 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:02:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 1.5156, loss: 1.5156 2023-12-08 07:03:14,157 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:02:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.5687, loss: 1.5687 2023-12-08 07:03:16,002 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-08 07:04:34,721 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 07:04:34,792 - pyskl - INFO - top1_acc 0.8130 top5_acc 0.9709 2023-12-08 07:04:34,795 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8130, top5_acc: 0.9709 2023-12-08 07:05:15,465 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:02:34, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 1.4688, loss: 1.4688 2023-12-08 07:05:38,214 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:02:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 1.4972, loss: 1.4972 2023-12-08 07:06:00,895 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:01:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 1.4306, loss: 1.4306 2023-12-08 07:06:23,650 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:01:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.5752, loss: 1.5752 2023-12-08 07:06:46,423 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:00:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 1.4757, loss: 1.4757 2023-12-08 07:07:09,232 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:00:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 1.4738, loss: 1.4738 2023-12-08 07:07:32,068 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:00:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.4870, loss: 1.4870 2023-12-08 07:07:54,909 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 14:59:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 1.6205, loss: 1.6205 2023-12-08 07:08:17,604 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 14:59:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.5226, loss: 1.5226 2023-12-08 07:08:40,337 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 14:58:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 1.4877, loss: 1.4877 2023-12-08 07:09:03,077 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 14:58:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 1.5225, loss: 1.5225 2023-12-08 07:09:25,911 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 14:58:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.5199, loss: 1.5199 2023-12-08 07:09:48,762 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 14:57:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.4634, loss: 1.4634 2023-12-08 07:10:11,640 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:57:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.5530, loss: 1.5530 2023-12-08 07:10:34,501 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:56:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.5101, loss: 1.5101 2023-12-08 07:10:57,240 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:56:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 1.4508, loss: 1.4508 2023-12-08 07:11:20,062 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:56:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 1.4572, loss: 1.4572 2023-12-08 07:11:42,802 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:55:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 1.5454, loss: 1.5454 2023-12-08 07:12:05,607 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:55:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.4067, loss: 1.4067 2023-12-08 07:12:28,328 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:54:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.5436, loss: 1.5436 2023-12-08 07:12:51,095 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:54:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.5397, loss: 1.5397 2023-12-08 07:13:13,907 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:53:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 1.5364, loss: 1.5364 2023-12-08 07:13:36,725 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:53:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 1.4789, loss: 1.4789 2023-12-08 07:13:59,555 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:53:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.5358, loss: 1.5358 2023-12-08 07:14:22,316 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:52:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.5351, loss: 1.5351 2023-12-08 07:14:24,150 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-08 07:15:43,524 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 07:15:43,598 - pyskl - INFO - top1_acc 0.8200 top5_acc 0.9737 2023-12-08 07:15:43,601 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8200, top5_acc: 0.9737 2023-12-08 07:16:24,653 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:52:43, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 1.4392, loss: 1.4392 2023-12-08 07:16:47,318 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:52:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 1.5681, loss: 1.5681 2023-12-08 07:17:09,959 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:51:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 1.5230, loss: 1.5230 2023-12-08 07:17:32,668 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:51:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 1.4208, loss: 1.4208 2023-12-08 07:17:55,300 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:51:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 1.4890, loss: 1.4890 2023-12-08 07:18:18,155 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:50:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 1.5477, loss: 1.5477 2023-12-08 07:18:40,888 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:50:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.5330, loss: 1.5330 2023-12-08 07:19:03,637 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:49:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 1.4671, loss: 1.4671 2023-12-08 07:19:26,362 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:49:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 1.4760, loss: 1.4760 2023-12-08 07:19:49,166 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:49:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 1.4602, loss: 1.4602 2023-12-08 07:20:11,927 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:48:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 1.4837, loss: 1.4837 2023-12-08 07:20:34,674 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:48:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 1.4780, loss: 1.4780 2023-12-08 07:20:57,407 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:47:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 1.4810, loss: 1.4810 2023-12-08 07:21:20,187 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:47:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 1.5460, loss: 1.5460 2023-12-08 07:21:43,024 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:46:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.4165, loss: 1.4165 2023-12-08 07:22:05,739 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:46:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 1.5305, loss: 1.5305 2023-12-08 07:22:28,572 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:46:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.4896, loss: 1.4896 2023-12-08 07:22:51,250 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:45:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 1.5668, loss: 1.5668 2023-12-08 07:23:14,143 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:45:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 1.4874, loss: 1.4874 2023-12-08 07:23:36,862 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:44:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.4802, loss: 1.4802 2023-12-08 07:23:59,642 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:44:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 1.5510, loss: 1.5510 2023-12-08 07:24:22,433 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:44:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.5551, loss: 1.5551 2023-12-08 07:24:45,243 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:43:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 1.5008, loss: 1.5008 2023-12-08 07:25:07,910 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:43:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 1.6345, loss: 1.6345 2023-12-08 07:25:30,772 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:42:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 1.4874, loss: 1.4874 2023-12-08 07:25:32,603 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-08 07:26:51,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 07:26:52,002 - pyskl - INFO - top1_acc 0.8361 top5_acc 0.9764 2023-12-08 07:26:52,007 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_55.pth was removed 2023-12-08 07:26:52,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. 2023-12-08 07:26:52,155 - pyskl - INFO - Best top1_acc is 0.8361 at 60 epoch. 2023-12-08 07:26:52,160 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8361, top5_acc: 0.9764 2023-12-08 07:27:32,988 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:42:52, time: 0.408, data_time: 0.180, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 1.4971, loss: 1.4971 2023-12-08 07:27:55,707 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:42:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 1.5227, loss: 1.5227 2023-12-08 07:28:18,559 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:42:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 1.5710, loss: 1.5710 2023-12-08 07:28:41,357 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:41:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 1.4709, loss: 1.4709 2023-12-08 07:29:04,231 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:41:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 1.4573, loss: 1.4573 2023-12-08 07:29:26,957 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:40:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 1.4552, loss: 1.4552 2023-12-08 07:29:49,740 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:40:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 1.4747, loss: 1.4747 2023-12-08 07:30:12,570 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:40:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.4604, loss: 1.4604 2023-12-08 07:30:35,456 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:39:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 1.5555, loss: 1.5555 2023-12-08 07:30:58,272 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:39:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.5462, loss: 1.5462 2023-12-08 07:31:21,177 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:38:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 1.5973, loss: 1.5973 2023-12-08 07:31:43,947 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:38:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 1.5273, loss: 1.5273 2023-12-08 07:32:06,684 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:37:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 1.4505, loss: 1.4505 2023-12-08 07:32:29,424 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:37:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 1.4753, loss: 1.4753 2023-12-08 07:32:52,209 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:37:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 1.5099, loss: 1.5099 2023-12-08 07:33:15,040 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:36:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 1.4114, loss: 1.4114 2023-12-08 07:33:37,801 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:36:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 1.5397, loss: 1.5397 2023-12-08 07:34:00,596 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:35:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 1.5772, loss: 1.5772 2023-12-08 07:34:23,376 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:35:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 1.5643, loss: 1.5643 2023-12-08 07:34:46,195 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:35:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.5442, loss: 1.5442 2023-12-08 07:35:08,864 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:34:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 1.5233, loss: 1.5233 2023-12-08 07:35:31,663 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:34:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 1.5425, loss: 1.5425 2023-12-08 07:35:54,442 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:33:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.5135, loss: 1.5135 2023-12-08 07:36:17,298 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:33:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 1.4927, loss: 1.4927 2023-12-08 07:36:40,084 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:33:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.4880, loss: 1.4880 2023-12-08 07:36:41,886 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-08 07:38:00,851 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 07:38:00,925 - pyskl - INFO - top1_acc 0.8427 top5_acc 0.9774 2023-12-08 07:38:00,931 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_60.pth was removed 2023-12-08 07:38:01,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. 2023-12-08 07:38:01,079 - pyskl - INFO - Best top1_acc is 0.8427 at 61 epoch. 2023-12-08 07:38:01,083 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8427, top5_acc: 0.9774 2023-12-08 07:38:42,167 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:33:02, time: 0.411, data_time: 0.182, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 1.3402, loss: 1.3402 2023-12-08 07:39:04,907 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:32:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 1.3922, loss: 1.3922 2023-12-08 07:39:27,686 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:32:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 1.5256, loss: 1.5256 2023-12-08 07:39:50,466 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:31:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 1.5557, loss: 1.5557 2023-12-08 07:40:13,176 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:31:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 1.4730, loss: 1.4730 2023-12-08 07:40:35,825 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:30:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 1.4998, loss: 1.4998 2023-12-08 07:40:58,659 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:30:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 1.5053, loss: 1.5053 2023-12-08 07:41:21,651 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:30:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 1.4687, loss: 1.4687 2023-12-08 07:41:44,462 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:29:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 1.5019, loss: 1.5019 2023-12-08 07:42:07,241 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:29:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 1.5816, loss: 1.5816 2023-12-08 07:42:30,093 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:28:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 1.4696, loss: 1.4696 2023-12-08 07:42:52,915 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:28:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 1.4475, loss: 1.4475 2023-12-08 07:43:15,660 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:28:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 1.5312, loss: 1.5312 2023-12-08 07:43:38,451 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:27:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 1.4742, loss: 1.4742 2023-12-08 07:44:01,301 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:27:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 1.5487, loss: 1.5487 2023-12-08 07:44:24,231 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:26:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9781, loss_cls: 1.4794, loss: 1.4794 2023-12-08 07:44:46,938 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:26:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 1.5205, loss: 1.5205 2023-12-08 07:45:09,779 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:26:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.4615, loss: 1.4615 2023-12-08 07:45:32,546 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:25:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.4604, loss: 1.4604 2023-12-08 07:45:55,375 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:25:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 1.5366, loss: 1.5366 2023-12-08 07:46:18,202 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:24:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 1.4780, loss: 1.4780 2023-12-08 07:46:41,039 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:24:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.5146, loss: 1.5146 2023-12-08 07:47:03,828 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:24:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 1.5077, loss: 1.5077 2023-12-08 07:47:26,606 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:23:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 1.6100, loss: 1.6100 2023-12-08 07:47:49,405 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:23:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.5392, loss: 1.5392 2023-12-08 07:47:51,281 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-08 07:49:10,128 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 07:49:10,197 - pyskl - INFO - top1_acc 0.8214 top5_acc 0.9705 2023-12-08 07:49:10,201 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8214, top5_acc: 0.9705 2023-12-08 07:49:51,172 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:23:12, time: 0.410, data_time: 0.183, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.4647, loss: 1.4647 2023-12-08 07:50:13,844 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:22:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 1.4060, loss: 1.4060 2023-12-08 07:50:36,484 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:22:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.5047, loss: 1.5047 2023-12-08 07:50:59,250 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:21:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 1.4721, loss: 1.4721 2023-12-08 07:51:21,943 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:21:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 1.4662, loss: 1.4662 2023-12-08 07:51:44,638 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:21:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 1.4171, loss: 1.4171 2023-12-08 07:52:07,404 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:20:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 1.4625, loss: 1.4625 2023-12-08 07:52:30,151 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:20:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.4995, loss: 1.4995 2023-12-08 07:52:52,911 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:19:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.4642, loss: 1.4642 2023-12-08 07:53:15,601 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:19:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 1.4558, loss: 1.4558 2023-12-08 07:53:38,468 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:19:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 1.4456, loss: 1.4456 2023-12-08 07:54:01,278 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:18:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 1.4450, loss: 1.4450 2023-12-08 07:54:24,137 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:18:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 1.5169, loss: 1.5169 2023-12-08 07:54:46,993 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:17:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 1.4827, loss: 1.4827 2023-12-08 07:55:09,694 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:17:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 1.4770, loss: 1.4770 2023-12-08 07:55:32,522 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:17:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 1.4320, loss: 1.4320 2023-12-08 07:55:55,238 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:16:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.4760, loss: 1.4760 2023-12-08 07:56:18,014 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:16:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 1.5269, loss: 1.5269 2023-12-08 07:56:40,839 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:15:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 1.4629, loss: 1.4629 2023-12-08 07:57:03,591 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:15:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 1.4951, loss: 1.4951 2023-12-08 07:57:26,389 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:15:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 1.4945, loss: 1.4945 2023-12-08 07:57:49,145 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:14:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9762, loss_cls: 1.5013, loss: 1.5013 2023-12-08 07:58:11,898 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:14:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 1.5265, loss: 1.5265 2023-12-08 07:58:34,588 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:13:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 1.5286, loss: 1.5286 2023-12-08 07:58:57,313 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:13:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 1.5431, loss: 1.5431 2023-12-08 07:58:59,190 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-08 08:00:18,253 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 08:00:18,323 - pyskl - INFO - top1_acc 0.8274 top5_acc 0.9753 2023-12-08 08:00:18,326 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8274, top5_acc: 0.9753 2023-12-08 08:00:59,233 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:13:21, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.3875, loss: 1.3875 2023-12-08 08:01:22,008 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:12:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 1.4471, loss: 1.4471 2023-12-08 08:01:44,667 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:12:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 1.4466, loss: 1.4466 2023-12-08 08:02:07,453 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:12:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 1.4934, loss: 1.4934 2023-12-08 08:02:30,324 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:11:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 1.5123, loss: 1.5123 2023-12-08 08:02:53,075 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:11:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.4317, loss: 1.4317 2023-12-08 08:03:15,886 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:10:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 1.4656, loss: 1.4656 2023-12-08 08:03:38,664 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:10:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 1.4029, loss: 1.4029 2023-12-08 08:04:01,444 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:10:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.4390, loss: 1.4390 2023-12-08 08:04:24,215 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:09:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 1.4802, loss: 1.4802 2023-12-08 08:04:47,039 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:09:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 1.4873, loss: 1.4873 2023-12-08 08:05:09,831 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:08:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 1.4521, loss: 1.4521 2023-12-08 08:05:32,599 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:08:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 1.5236, loss: 1.5236 2023-12-08 08:05:55,433 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:08:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 1.4835, loss: 1.4835 2023-12-08 08:06:18,315 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:07:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.5928, loss: 1.5928 2023-12-08 08:06:41,171 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:07:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 1.4696, loss: 1.4696 2023-12-08 08:07:04,036 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:06:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 1.5729, loss: 1.5729 2023-12-08 08:07:26,824 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:06:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 1.4680, loss: 1.4680 2023-12-08 08:07:49,588 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:06:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 1.5410, loss: 1.5410 2023-12-08 08:08:12,372 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:05:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 1.4586, loss: 1.4586 2023-12-08 08:08:35,269 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:05:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 1.5453, loss: 1.5453 2023-12-08 08:08:58,070 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:04:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 1.5132, loss: 1.5132 2023-12-08 08:09:20,970 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:04:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.4510, loss: 1.4510 2023-12-08 08:09:43,671 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:03:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.4935, loss: 1.4935 2023-12-08 08:10:06,485 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:03:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.4804, loss: 1.4804 2023-12-08 08:10:08,353 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-08 08:11:27,430 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 08:11:27,505 - pyskl - INFO - top1_acc 0.8362 top5_acc 0.9779 2023-12-08 08:11:27,509 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8362, top5_acc: 0.9779 2023-12-08 08:12:08,759 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:03:32, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 1.3946, loss: 1.3946 2023-12-08 08:12:31,428 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:03:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.4076, loss: 1.4076 2023-12-08 08:12:54,125 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:02:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9781, loss_cls: 1.4383, loss: 1.4383 2023-12-08 08:13:16,999 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:02:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 1.4610, loss: 1.4610 2023-12-08 08:13:39,826 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:01:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 1.4436, loss: 1.4436 2023-12-08 08:14:02,592 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:01:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 1.3986, loss: 1.3986 2023-12-08 08:14:25,404 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:01:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 1.4354, loss: 1.4354 2023-12-08 08:14:48,216 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:00:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 1.4737, loss: 1.4737 2023-12-08 08:15:11,134 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:00:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.4284, loss: 1.4284 2023-12-08 08:15:33,915 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 13:59:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 1.4333, loss: 1.4333 2023-12-08 08:15:56,722 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 13:59:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 1.4807, loss: 1.4807 2023-12-08 08:16:19,646 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 13:59:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 1.4492, loss: 1.4492 2023-12-08 08:16:42,394 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 13:58:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 1.4336, loss: 1.4336 2023-12-08 08:17:05,196 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 13:58:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 1.5282, loss: 1.5282 2023-12-08 08:17:27,855 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 13:57:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 1.5412, loss: 1.5412 2023-12-08 08:17:50,656 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 13:57:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.5006, loss: 1.5006 2023-12-08 08:18:13,450 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 13:57:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 1.4714, loss: 1.4714 2023-12-08 08:18:36,172 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 13:56:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 1.5137, loss: 1.5137 2023-12-08 08:18:59,015 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 13:56:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 1.4896, loss: 1.4896 2023-12-08 08:19:21,893 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 13:55:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.5021, loss: 1.5021 2023-12-08 08:19:44,576 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 13:55:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 1.5408, loss: 1.5408 2023-12-08 08:20:07,358 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 13:54:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 1.5221, loss: 1.5221 2023-12-08 08:20:30,046 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:54:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 1.5209, loss: 1.5209 2023-12-08 08:20:52,724 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:54:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 1.5406, loss: 1.5406 2023-12-08 08:21:15,447 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:53:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 1.4586, loss: 1.4586 2023-12-08 08:21:17,299 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-08 08:22:36,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 08:22:36,212 - pyskl - INFO - top1_acc 0.8386 top5_acc 0.9774 2023-12-08 08:22:36,216 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8386, top5_acc: 0.9774 2023-12-08 08:23:17,096 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:53:41, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.3669, loss: 1.3669 2023-12-08 08:23:39,759 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:53:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 1.4450, loss: 1.4450 2023-12-08 08:24:02,485 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:52:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 1.4439, loss: 1.4439 2023-12-08 08:24:25,201 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:52:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.4547, loss: 1.4547 2023-12-08 08:24:47,949 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:52:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 1.4700, loss: 1.4700 2023-12-08 08:25:10,693 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:51:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 1.5305, loss: 1.5305 2023-12-08 08:25:33,522 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:51:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 1.4867, loss: 1.4867 2023-12-08 08:25:56,348 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:50:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 1.4385, loss: 1.4385 2023-12-08 08:26:19,206 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:50:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 1.4855, loss: 1.4855 2023-12-08 08:26:42,207 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:50:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 1.4648, loss: 1.4648 2023-12-08 08:27:04,972 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:49:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 1.4489, loss: 1.4489 2023-12-08 08:27:27,782 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:49:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 1.4754, loss: 1.4754 2023-12-08 08:27:50,625 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:48:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.4101, loss: 1.4101 2023-12-08 08:28:13,534 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:48:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.4165, loss: 1.4165 2023-12-08 08:28:36,333 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:48:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9769, loss_cls: 1.5030, loss: 1.5030 2023-12-08 08:28:59,106 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:47:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 1.4534, loss: 1.4534 2023-12-08 08:29:21,836 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:47:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.3759, loss: 1.3759 2023-12-08 08:29:44,619 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:46:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.4470, loss: 1.4470 2023-12-08 08:30:07,425 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:46:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 1.4300, loss: 1.4300 2023-12-08 08:30:30,217 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:45:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 1.4055, loss: 1.4055 2023-12-08 08:30:52,977 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:45:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 1.5005, loss: 1.5005 2023-12-08 08:31:15,751 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:45:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.5065, loss: 1.5065 2023-12-08 08:31:38,424 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:44:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 1.5015, loss: 1.5015 2023-12-08 08:32:01,231 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:44:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 1.4670, loss: 1.4670 2023-12-08 08:32:24,100 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:43:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.4689, loss: 1.4689 2023-12-08 08:32:25,963 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-08 08:33:44,796 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 08:33:44,870 - pyskl - INFO - top1_acc 0.8415 top5_acc 0.9771 2023-12-08 08:33:44,874 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8415, top5_acc: 0.9771 2023-12-08 08:34:25,906 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:43:51, time: 0.410, data_time: 0.183, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 1.4838, loss: 1.4838 2023-12-08 08:34:48,704 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:43:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 1.4166, loss: 1.4166 2023-12-08 08:35:11,466 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:43:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 1.3638, loss: 1.3638 2023-12-08 08:35:34,332 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:42:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 1.4429, loss: 1.4429 2023-12-08 08:35:57,233 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:42:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 1.4345, loss: 1.4345 2023-12-08 08:36:20,135 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:41:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 1.3978, loss: 1.3978 2023-12-08 08:36:42,993 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:41:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.4971, loss: 1.4971 2023-12-08 08:37:05,864 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:41:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 1.4672, loss: 1.4672 2023-12-08 08:37:28,622 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:40:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 1.5258, loss: 1.5258 2023-12-08 08:37:51,368 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:40:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 1.4070, loss: 1.4070 2023-12-08 08:38:14,218 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:39:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.5195, loss: 1.5195 2023-12-08 08:38:36,981 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:39:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 1.3923, loss: 1.3923 2023-12-08 08:38:59,647 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:38:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 1.4582, loss: 1.4582 2023-12-08 08:39:22,338 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:38:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 1.5163, loss: 1.5163 2023-12-08 08:39:45,066 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:38:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.5117, loss: 1.5117 2023-12-08 08:40:07,777 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:37:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9781, loss_cls: 1.4845, loss: 1.4845 2023-12-08 08:40:30,538 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:37:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 1.5288, loss: 1.5288 2023-12-08 08:40:53,303 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:36:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 1.4563, loss: 1.4563 2023-12-08 08:41:16,086 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:36:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 1.4447, loss: 1.4447 2023-12-08 08:41:38,972 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:36:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 1.4463, loss: 1.4463 2023-12-08 08:42:01,903 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:35:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 1.5008, loss: 1.5008 2023-12-08 08:42:24,717 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:35:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.5252, loss: 1.5252 2023-12-08 08:42:47,577 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:34:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.4488, loss: 1.4488 2023-12-08 08:43:10,337 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:34:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.4023, loss: 1.4023 2023-12-08 08:43:33,110 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:34:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 1.3803, loss: 1.3803 2023-12-08 08:43:34,949 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-08 08:44:54,041 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 08:44:54,111 - pyskl - INFO - top1_acc 0.8400 top5_acc 0.9746 2023-12-08 08:44:54,115 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8400, top5_acc: 0.9746 2023-12-08 08:45:34,962 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:34:02, time: 0.408, data_time: 0.180, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 1.4137, loss: 1.4137 2023-12-08 08:45:57,659 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:33:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 1.3857, loss: 1.3857 2023-12-08 08:46:20,378 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:33:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 1.4121, loss: 1.4121 2023-12-08 08:46:43,059 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:32:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 1.3801, loss: 1.3801 2023-12-08 08:47:05,724 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:32:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 1.4461, loss: 1.4461 2023-12-08 08:47:28,422 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:31:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3557, loss: 1.3557 2023-12-08 08:47:51,329 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:31:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 1.3841, loss: 1.3841 2023-12-08 08:48:14,132 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:31:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 1.4220, loss: 1.4220 2023-12-08 08:48:36,816 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:30:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.4104, loss: 1.4104 2023-12-08 08:48:59,585 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:30:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 1.4853, loss: 1.4853 2023-12-08 08:49:22,373 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:29:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 1.5170, loss: 1.5170 2023-12-08 08:49:45,252 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:29:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.4511, loss: 1.4511 2023-12-08 08:50:08,052 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:29:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.4959, loss: 1.4959 2023-12-08 08:50:30,860 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:28:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 1.4794, loss: 1.4794 2023-12-08 08:50:53,637 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:28:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 1.4171, loss: 1.4171 2023-12-08 08:51:16,380 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:27:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 1.4690, loss: 1.4690 2023-12-08 08:51:39,188 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:27:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 1.4601, loss: 1.4601 2023-12-08 08:52:02,044 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:27:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 1.4172, loss: 1.4172 2023-12-08 08:52:24,876 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:26:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 1.4481, loss: 1.4481 2023-12-08 08:52:47,744 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:26:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 1.3759, loss: 1.3759 2023-12-08 08:53:10,604 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:25:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 1.4377, loss: 1.4377 2023-12-08 08:53:33,412 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:25:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 1.4398, loss: 1.4398 2023-12-08 08:53:56,185 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:25:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 1.5035, loss: 1.5035 2023-12-08 08:54:18,928 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:24:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.5309, loss: 1.5309 2023-12-08 08:54:41,654 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:24:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 1.5006, loss: 1.5006 2023-12-08 08:54:43,535 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-08 08:56:02,459 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 08:56:02,528 - pyskl - INFO - top1_acc 0.8436 top5_acc 0.9744 2023-12-08 08:56:02,532 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_61.pth was removed 2023-12-08 08:56:02,685 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. 2023-12-08 08:56:02,686 - pyskl - INFO - Best top1_acc is 0.8436 at 68 epoch. 2023-12-08 08:56:02,691 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8436, top5_acc: 0.9744 2023-12-08 08:56:43,922 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:24:12, time: 0.412, data_time: 0.185, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 1.3792, loss: 1.3792 2023-12-08 08:57:06,705 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:23:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 1.4240, loss: 1.4240 2023-12-08 08:57:29,363 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:23:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.3233, loss: 1.3233 2023-12-08 08:57:52,148 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:22:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 1.4337, loss: 1.4337 2023-12-08 08:58:14,905 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:22:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 1.4500, loss: 1.4500 2023-12-08 08:58:37,718 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:22:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.4086, loss: 1.4086 2023-12-08 08:59:00,457 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:21:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 1.4259, loss: 1.4259 2023-12-08 08:59:23,336 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:21:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 1.4959, loss: 1.4959 2023-12-08 08:59:46,183 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:20:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 1.5222, loss: 1.5222 2023-12-08 09:00:09,040 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:20:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 1.3368, loss: 1.3368 2023-12-08 09:00:31,974 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:20:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 1.4585, loss: 1.4585 2023-12-08 09:00:54,834 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:19:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 1.4582, loss: 1.4582 2023-12-08 09:01:17,670 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:19:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 1.4715, loss: 1.4715 2023-12-08 09:01:40,436 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:18:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 1.5006, loss: 1.5006 2023-12-08 09:02:03,228 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:18:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 1.5122, loss: 1.5122 2023-12-08 09:02:26,064 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:18:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.4897, loss: 1.4897 2023-12-08 09:02:48,829 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:17:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 1.4482, loss: 1.4482 2023-12-08 09:03:11,646 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:17:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 1.3951, loss: 1.3951 2023-12-08 09:03:34,451 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:16:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 1.5294, loss: 1.5294 2023-12-08 09:03:57,275 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:16:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 1.4642, loss: 1.4642 2023-12-08 09:04:20,111 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:16:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 1.4582, loss: 1.4582 2023-12-08 09:04:42,924 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:15:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 1.4070, loss: 1.4070 2023-12-08 09:05:05,794 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:15:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.4569, loss: 1.4569 2023-12-08 09:05:28,627 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:14:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 1.4826, loss: 1.4826 2023-12-08 09:05:51,416 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:14:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 1.4274, loss: 1.4274 2023-12-08 09:05:53,288 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-08 09:07:12,329 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 09:07:12,400 - pyskl - INFO - top1_acc 0.8365 top5_acc 0.9732 2023-12-08 09:07:12,404 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8365, top5_acc: 0.9732 2023-12-08 09:07:53,391 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:14:23, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.3351, loss: 1.3351 2023-12-08 09:08:16,068 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:13:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 1.3648, loss: 1.3648 2023-12-08 09:08:38,857 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:13:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 1.3657, loss: 1.3657 2023-12-08 09:09:01,761 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:13:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 1.4440, loss: 1.4440 2023-12-08 09:09:24,474 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:12:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 1.3458, loss: 1.3458 2023-12-08 09:09:47,200 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:12:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 1.3798, loss: 1.3798 2023-12-08 09:10:10,050 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:11:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 1.4386, loss: 1.4386 2023-12-08 09:10:32,881 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:11:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 1.4417, loss: 1.4417 2023-12-08 09:10:55,681 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:11:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 1.3744, loss: 1.3744 2023-12-08 09:11:18,554 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:10:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 1.3749, loss: 1.3749 2023-12-08 09:11:41,440 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:10:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 1.3942, loss: 1.3942 2023-12-08 09:12:04,304 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:09:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 1.5090, loss: 1.5090 2023-12-08 09:12:27,022 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:09:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 1.4845, loss: 1.4845 2023-12-08 09:12:49,714 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:09:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 1.3915, loss: 1.3915 2023-12-08 09:13:12,524 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:08:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 1.3910, loss: 1.3910 2023-12-08 09:13:35,235 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:08:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 1.4315, loss: 1.4315 2023-12-08 09:13:58,037 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:07:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.4520, loss: 1.4520 2023-12-08 09:14:20,804 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:07:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.5535, loss: 1.5535 2023-12-08 09:14:43,558 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:07:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 1.4242, loss: 1.4242 2023-12-08 09:15:06,375 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:06:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 1.4086, loss: 1.4086 2023-12-08 09:15:29,290 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:06:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 1.3838, loss: 1.3838 2023-12-08 09:15:52,030 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:05:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 1.4696, loss: 1.4696 2023-12-08 09:16:14,795 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:05:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 1.5092, loss: 1.5092 2023-12-08 09:16:37,715 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:05:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 1.4122, loss: 1.4122 2023-12-08 09:17:00,481 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:04:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 1.4277, loss: 1.4277 2023-12-08 09:17:02,295 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-08 09:18:21,577 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 09:18:21,647 - pyskl - INFO - top1_acc 0.8283 top5_acc 0.9740 2023-12-08 09:18:21,651 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8283, top5_acc: 0.9740 2023-12-08 09:19:01,978 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:04:33, time: 0.403, data_time: 0.176, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 1.3668, loss: 1.3668 2023-12-08 09:19:24,672 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:04:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 1.4011, loss: 1.4011 2023-12-08 09:19:47,418 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:03:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.3633, loss: 1.3633 2023-12-08 09:20:10,161 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:03:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 1.4840, loss: 1.4840 2023-12-08 09:20:32,933 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:02:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.3428, loss: 1.3428 2023-12-08 09:20:55,678 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:02:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 1.4236, loss: 1.4236 2023-12-08 09:21:18,445 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:02:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 1.4122, loss: 1.4122 2023-12-08 09:21:41,133 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:01:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.3648, loss: 1.3648 2023-12-08 09:22:03,951 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:01:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 1.3800, loss: 1.3800 2023-12-08 09:22:26,813 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:00:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.4592, loss: 1.4592 2023-12-08 09:22:49,603 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:00:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 1.4313, loss: 1.4313 2023-12-08 09:23:12,357 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:00:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.4817, loss: 1.4817 2023-12-08 09:23:35,178 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 12:59:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 1.4779, loss: 1.4779 2023-12-08 09:23:57,944 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 12:59:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.4483, loss: 1.4483 2023-12-08 09:24:20,675 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 12:58:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 1.3927, loss: 1.3927 2023-12-08 09:24:43,422 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 12:58:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 1.4251, loss: 1.4251 2023-12-08 09:25:06,257 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 12:58:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 1.4524, loss: 1.4524 2023-12-08 09:25:29,180 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 12:57:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 1.3931, loss: 1.3931 2023-12-08 09:25:51,964 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 12:57:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 1.3776, loss: 1.3776 2023-12-08 09:26:14,717 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 12:56:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 1.4538, loss: 1.4538 2023-12-08 09:26:37,429 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 12:56:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 1.4086, loss: 1.4086 2023-12-08 09:27:00,207 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 12:56:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 1.5003, loss: 1.5003 2023-12-08 09:27:23,070 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 12:55:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.5237, loss: 1.5237 2023-12-08 09:27:45,924 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 12:55:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 1.4111, loss: 1.4111 2023-12-08 09:28:08,795 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 12:54:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.4054, loss: 1.4054 2023-12-08 09:28:10,603 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-08 09:29:29,380 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 09:29:29,451 - pyskl - INFO - top1_acc 0.8468 top5_acc 0.9763 2023-12-08 09:29:29,455 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_68.pth was removed 2023-12-08 09:29:29,589 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2023-12-08 09:29:29,590 - pyskl - INFO - Best top1_acc is 0.8468 at 71 epoch. 2023-12-08 09:29:29,595 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8468, top5_acc: 0.9763 2023-12-08 09:30:10,752 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 12:54:43, time: 0.412, data_time: 0.184, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.3111, loss: 1.3111 2023-12-08 09:30:33,407 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:54:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.3759, loss: 1.3759 2023-12-08 09:30:56,213 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:53:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.3125, loss: 1.3125 2023-12-08 09:31:18,944 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:53:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 1.4156, loss: 1.4156 2023-12-08 09:31:41,801 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:53:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.4459, loss: 1.4459 2023-12-08 09:32:04,495 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:52:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 1.4648, loss: 1.4648 2023-12-08 09:32:27,214 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:52:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 1.4211, loss: 1.4211 2023-12-08 09:32:49,969 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:51:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 1.4311, loss: 1.4311 2023-12-08 09:33:12,720 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:51:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 1.4502, loss: 1.4502 2023-12-08 09:33:35,593 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:51:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 1.3571, loss: 1.3571 2023-12-08 09:33:58,354 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:50:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 1.4049, loss: 1.4049 2023-12-08 09:34:21,132 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:50:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.4201, loss: 1.4201 2023-12-08 09:34:44,007 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:49:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 1.4526, loss: 1.4526 2023-12-08 09:35:06,963 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:49:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.4440, loss: 1.4440 2023-12-08 09:35:29,739 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:49:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.3807, loss: 1.3807 2023-12-08 09:35:52,477 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:48:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.3971, loss: 1.3971 2023-12-08 09:36:15,227 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:48:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 1.4488, loss: 1.4488 2023-12-08 09:36:38,092 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:47:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 1.3920, loss: 1.3920 2023-12-08 09:37:00,945 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:47:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 1.3861, loss: 1.3861 2023-12-08 09:37:23,704 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:47:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 1.4611, loss: 1.4611 2023-12-08 09:37:46,474 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:46:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 1.3858, loss: 1.3858 2023-12-08 09:38:09,327 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:46:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 1.4656, loss: 1.4656 2023-12-08 09:38:32,071 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:45:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 1.4170, loss: 1.4170 2023-12-08 09:38:54,888 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:45:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 1.4498, loss: 1.4498 2023-12-08 09:39:17,762 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:45:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 1.3678, loss: 1.3678 2023-12-08 09:39:19,575 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-08 09:40:38,761 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 09:40:38,832 - pyskl - INFO - top1_acc 0.8445 top5_acc 0.9772 2023-12-08 09:40:38,835 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8445, top5_acc: 0.9772 2023-12-08 09:41:19,854 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:44:54, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.3706, loss: 1.3706 2023-12-08 09:41:42,690 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:44:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 1.4170, loss: 1.4170 2023-12-08 09:42:05,447 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:44:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.4000, loss: 1.4000 2023-12-08 09:42:28,207 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:43:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 1.3837, loss: 1.3837 2023-12-08 09:42:50,916 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:43:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 1.4177, loss: 1.4177 2023-12-08 09:43:13,689 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:42:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 1.4058, loss: 1.4058 2023-12-08 09:43:36,465 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:42:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.4841, loss: 1.4841 2023-12-08 09:43:59,274 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:42:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 1.3783, loss: 1.3783 2023-12-08 09:44:22,076 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:41:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 1.4170, loss: 1.4170 2023-12-08 09:44:44,898 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:41:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 1.4059, loss: 1.4059 2023-12-08 09:45:07,751 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:40:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.3710, loss: 1.3710 2023-12-08 09:45:30,529 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:40:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.4040, loss: 1.4040 2023-12-08 09:45:53,279 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:40:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.4286, loss: 1.4286 2023-12-08 09:46:16,004 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:39:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 1.4390, loss: 1.4390 2023-12-08 09:46:38,905 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:39:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.3483, loss: 1.3483 2023-12-08 09:47:01,790 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:38:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 1.3319, loss: 1.3319 2023-12-08 09:47:24,541 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:38:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 1.4056, loss: 1.4056 2023-12-08 09:47:47,233 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:38:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.4138, loss: 1.4138 2023-12-08 09:48:10,082 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:37:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 1.4859, loss: 1.4859 2023-12-08 09:48:32,959 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:37:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 1.4221, loss: 1.4221 2023-12-08 09:48:55,834 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:36:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 1.3804, loss: 1.3804 2023-12-08 09:49:18,527 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:36:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 1.4201, loss: 1.4201 2023-12-08 09:49:41,380 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:36:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.4116, loss: 1.4116 2023-12-08 09:50:04,139 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:35:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 1.3979, loss: 1.3979 2023-12-08 09:50:26,923 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:35:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 1.4399, loss: 1.4399 2023-12-08 09:50:28,776 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-08 09:51:47,662 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 09:51:47,734 - pyskl - INFO - top1_acc 0.8467 top5_acc 0.9745 2023-12-08 09:51:47,738 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8467, top5_acc: 0.9745 2023-12-08 09:52:28,325 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:35:04, time: 0.406, data_time: 0.179, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.3727, loss: 1.3727 2023-12-08 09:52:51,126 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:34:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.4324, loss: 1.4324 2023-12-08 09:53:13,879 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:34:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.3896, loss: 1.3896 2023-12-08 09:53:36,553 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:33:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 1.3521, loss: 1.3521 2023-12-08 09:53:59,311 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:33:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 1.3443, loss: 1.3443 2023-12-08 09:54:22,086 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:33:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 1.4010, loss: 1.4010 2023-12-08 09:54:44,881 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:32:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.3799, loss: 1.3799 2023-12-08 09:55:07,738 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:32:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.3240, loss: 1.3240 2023-12-08 09:55:30,476 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:31:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 1.4324, loss: 1.4324 2023-12-08 09:55:53,293 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:31:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.3741, loss: 1.3741 2023-12-08 09:56:16,132 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:31:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.4164, loss: 1.4164 2023-12-08 09:56:38,936 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:30:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.4466, loss: 1.4466 2023-12-08 09:57:01,816 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:30:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 1.4469, loss: 1.4469 2023-12-08 09:57:24,582 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:29:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 1.3466, loss: 1.3466 2023-12-08 09:57:47,362 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:29:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 1.4204, loss: 1.4204 2023-12-08 09:58:10,245 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:29:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 1.3803, loss: 1.3803 2023-12-08 09:58:33,048 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:28:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3759, loss: 1.3759 2023-12-08 09:58:55,893 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:28:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 1.3793, loss: 1.3793 2023-12-08 09:59:18,712 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:27:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 1.4223, loss: 1.4223 2023-12-08 09:59:41,569 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:27:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 1.3900, loss: 1.3900 2023-12-08 10:00:04,293 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:27:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 1.4265, loss: 1.4265 2023-12-08 10:00:27,095 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:26:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 1.3935, loss: 1.3935 2023-12-08 10:00:49,859 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:26:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.3408, loss: 1.3408 2023-12-08 10:01:12,683 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:25:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 1.4597, loss: 1.4597 2023-12-08 10:01:35,518 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:25:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.4290, loss: 1.4290 2023-12-08 10:01:37,435 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-08 10:02:56,321 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 10:02:56,396 - pyskl - INFO - top1_acc 0.8401 top5_acc 0.9788 2023-12-08 10:02:56,400 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8401, top5_acc: 0.9788 2023-12-08 10:03:37,894 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:25:15, time: 0.415, data_time: 0.189, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.3598, loss: 1.3598 2023-12-08 10:04:00,656 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:24:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.3775, loss: 1.3775 2023-12-08 10:04:23,431 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:24:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.3206, loss: 1.3206 2023-12-08 10:04:46,253 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:24:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 1.3515, loss: 1.3515 2023-12-08 10:05:09,086 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:23:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.3297, loss: 1.3297 2023-12-08 10:05:31,940 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:23:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.3995, loss: 1.3995 2023-12-08 10:05:54,724 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:22:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 1.3234, loss: 1.3234 2023-12-08 10:06:17,613 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:22:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.4134, loss: 1.4134 2023-12-08 10:06:40,510 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:22:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.3745, loss: 1.3745 2023-12-08 10:07:03,271 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:21:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.4097, loss: 1.4097 2023-12-08 10:07:26,055 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:21:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 1.4187, loss: 1.4187 2023-12-08 10:07:48,930 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:20:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9806, loss_cls: 1.3872, loss: 1.3872 2023-12-08 10:08:11,773 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:20:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 1.3974, loss: 1.3974 2023-12-08 10:08:34,550 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:20:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 1.3969, loss: 1.3969 2023-12-08 10:08:57,250 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:19:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 1.3929, loss: 1.3929 2023-12-08 10:09:20,081 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:19:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 1.3995, loss: 1.3995 2023-12-08 10:09:42,999 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:18:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 1.4494, loss: 1.4494 2023-12-08 10:10:05,885 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:18:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.4479, loss: 1.4479 2023-12-08 10:10:28,715 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:18:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 1.3236, loss: 1.3236 2023-12-08 10:10:51,465 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:17:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 1.4044, loss: 1.4044 2023-12-08 10:11:14,321 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:17:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 1.3963, loss: 1.3963 2023-12-08 10:11:37,152 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:16:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 1.4468, loss: 1.4468 2023-12-08 10:11:59,941 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:16:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 1.4179, loss: 1.4179 2023-12-08 10:12:22,783 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:16:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.4394, loss: 1.4394 2023-12-08 10:12:45,615 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:15:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 1.4478, loss: 1.4478 2023-12-08 10:12:47,493 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-08 10:14:06,537 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 10:14:06,608 - pyskl - INFO - top1_acc 0.8711 top5_acc 0.9803 2023-12-08 10:14:06,613 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_71.pth was removed 2023-12-08 10:14:06,742 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. 2023-12-08 10:14:06,743 - pyskl - INFO - Best top1_acc is 0.8711 at 75 epoch. 2023-12-08 10:14:06,747 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8711, top5_acc: 0.9803 2023-12-08 10:14:47,487 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:15:26, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.3015, loss: 1.3015 2023-12-08 10:15:10,255 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:15:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9844, loss_cls: 1.2783, loss: 1.2783 2023-12-08 10:15:33,007 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:14:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.2819, loss: 1.2819 2023-12-08 10:15:55,774 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:14:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 1.3371, loss: 1.3371 2023-12-08 10:16:18,568 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:13:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 1.3615, loss: 1.3615 2023-12-08 10:16:41,364 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:13:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 1.3908, loss: 1.3908 2023-12-08 10:17:04,220 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:13:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 1.3590, loss: 1.3590 2023-12-08 10:17:27,028 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:12:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.3641, loss: 1.3641 2023-12-08 10:17:49,753 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:12:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 1.3607, loss: 1.3607 2023-12-08 10:18:12,458 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:11:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 1.4006, loss: 1.4006 2023-12-08 10:18:35,325 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:11:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 1.3882, loss: 1.3882 2023-12-08 10:18:58,287 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:11:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 1.3622, loss: 1.3622 2023-12-08 10:19:21,077 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:10:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 1.3512, loss: 1.3512 2023-12-08 10:19:43,869 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:10:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 1.3787, loss: 1.3787 2023-12-08 10:20:06,747 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:09:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.4716, loss: 1.4716 2023-12-08 10:20:29,565 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:09:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 1.4022, loss: 1.4022 2023-12-08 10:20:52,305 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:09:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 1.3872, loss: 1.3872 2023-12-08 10:21:15,083 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:08:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 1.4287, loss: 1.4287 2023-12-08 10:21:37,936 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:08:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 1.4431, loss: 1.4431 2023-12-08 10:22:00,791 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:07:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 1.3826, loss: 1.3826 2023-12-08 10:22:23,638 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:07:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.4314, loss: 1.4314 2023-12-08 10:22:46,435 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:06:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.3489, loss: 1.3489 2023-12-08 10:23:09,278 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:06:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.3477, loss: 1.3477 2023-12-08 10:23:32,061 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:06:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 1.3746, loss: 1.3746 2023-12-08 10:23:54,791 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:05:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 1.4223, loss: 1.4223 2023-12-08 10:23:56,616 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-08 10:25:15,845 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 10:25:15,919 - pyskl - INFO - top1_acc 0.8548 top5_acc 0.9790 2023-12-08 10:25:15,923 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8548, top5_acc: 0.9790 2023-12-08 10:25:56,655 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:05:37, time: 0.407, data_time: 0.181, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 1.2975, loss: 1.2975 2023-12-08 10:26:19,377 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:05:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 1.3077, loss: 1.3077 2023-12-08 10:26:42,145 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:04:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 1.3534, loss: 1.3534 2023-12-08 10:27:04,911 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:04:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 1.3124, loss: 1.3124 2023-12-08 10:27:27,632 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:04:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 1.4245, loss: 1.4245 2023-12-08 10:27:50,459 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:03:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 1.3755, loss: 1.3755 2023-12-08 10:28:13,276 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:03:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 1.3934, loss: 1.3934 2023-12-08 10:28:36,145 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:02:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 1.4196, loss: 1.4196 2023-12-08 10:28:58,940 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:02:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 1.3827, loss: 1.3827 2023-12-08 10:29:21,699 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:01:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.3563, loss: 1.3563 2023-12-08 10:29:44,549 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:01:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.3641, loss: 1.3641 2023-12-08 10:30:07,343 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:01:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 1.4143, loss: 1.4143 2023-12-08 10:30:30,212 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:00:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 1.4040, loss: 1.4040 2023-12-08 10:30:52,990 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:00:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.4218, loss: 1.4218 2023-12-08 10:31:15,668 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 11:59:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.2862, loss: 1.2862 2023-12-08 10:31:38,351 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 11:59:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 1.3434, loss: 1.3434 2023-12-08 10:32:01,175 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 11:59:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 1.3766, loss: 1.3766 2023-12-08 10:32:23,919 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 11:58:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 1.4145, loss: 1.4145 2023-12-08 10:32:46,742 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 11:58:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 1.3792, loss: 1.3792 2023-12-08 10:33:09,672 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 11:57:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 1.3451, loss: 1.3451 2023-12-08 10:33:32,497 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 11:57:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.3995, loss: 1.3995 2023-12-08 10:33:55,191 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 11:57:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 1.4016, loss: 1.4016 2023-12-08 10:34:17,953 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 11:56:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 1.3528, loss: 1.3528 2023-12-08 10:34:40,689 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 11:56:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 1.3450, loss: 1.3450 2023-12-08 10:35:03,359 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 11:55:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.3823, loss: 1.3823 2023-12-08 10:35:05,125 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-08 10:36:23,944 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 10:36:24,016 - pyskl - INFO - top1_acc 0.8415 top5_acc 0.9754 2023-12-08 10:36:24,020 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8415, top5_acc: 0.9754 2023-12-08 10:37:04,743 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 11:55:47, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3788, loss: 1.3788 2023-12-08 10:37:27,422 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 11:55:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 1.3067, loss: 1.3067 2023-12-08 10:37:50,132 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 11:54:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 1.3061, loss: 1.3061 2023-12-08 10:38:13,006 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 11:54:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 1.3316, loss: 1.3316 2023-12-08 10:38:35,810 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:54:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 1.3370, loss: 1.3370 2023-12-08 10:38:58,462 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:53:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.3547, loss: 1.3547 2023-12-08 10:39:21,091 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:53:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 1.3595, loss: 1.3595 2023-12-08 10:39:43,913 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:52:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 1.3077, loss: 1.3077 2023-12-08 10:40:06,772 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:52:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.2841, loss: 1.2841 2023-12-08 10:40:29,496 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:52:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.3834, loss: 1.3834 2023-12-08 10:40:52,217 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:51:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.3419, loss: 1.3419 2023-12-08 10:41:15,067 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:51:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.3381, loss: 1.3381 2023-12-08 10:41:37,769 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:50:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3954, loss: 1.3954 2023-12-08 10:42:00,583 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:50:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 1.3037, loss: 1.3037 2023-12-08 10:42:23,345 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:50:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.4023, loss: 1.4023 2023-12-08 10:42:46,139 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:49:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 1.3569, loss: 1.3569 2023-12-08 10:43:08,847 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:49:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 1.4417, loss: 1.4417 2023-12-08 10:43:31,601 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:48:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.4438, loss: 1.4438 2023-12-08 10:43:54,394 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:48:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 1.3616, loss: 1.3616 2023-12-08 10:44:17,089 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:48:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.4460, loss: 1.4460 2023-12-08 10:44:39,800 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:47:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 1.3879, loss: 1.3879 2023-12-08 10:45:02,537 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:47:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 1.4183, loss: 1.4183 2023-12-08 10:45:25,283 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:46:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 1.3826, loss: 1.3826 2023-12-08 10:45:48,016 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:46:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 1.3067, loss: 1.3067 2023-12-08 10:46:10,736 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:46:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.2809, loss: 1.2809 2023-12-08 10:46:12,552 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-08 10:47:31,835 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 10:47:31,910 - pyskl - INFO - top1_acc 0.8509 top5_acc 0.9774 2023-12-08 10:47:31,914 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8509, top5_acc: 0.9774 2023-12-08 10:48:12,889 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:45:57, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 1.3101, loss: 1.3101 2023-12-08 10:48:35,547 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:45:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 1.2966, loss: 1.2966 2023-12-08 10:48:58,432 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:45:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.2609, loss: 1.2609 2023-12-08 10:49:21,259 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:44:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 1.3026, loss: 1.3026 2023-12-08 10:49:43,977 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:44:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2556, loss: 1.2556 2023-12-08 10:50:06,674 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:43:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.3651, loss: 1.3651 2023-12-08 10:50:29,377 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:43:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.3369, loss: 1.3369 2023-12-08 10:50:52,137 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:43:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.3241, loss: 1.3241 2023-12-08 10:51:14,895 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:42:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 1.3824, loss: 1.3824 2023-12-08 10:51:37,863 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:42:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 1.3877, loss: 1.3877 2023-12-08 10:52:00,616 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:41:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 1.4058, loss: 1.4058 2023-12-08 10:52:23,441 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:41:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 1.3825, loss: 1.3825 2023-12-08 10:52:46,372 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:41:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 1.3424, loss: 1.3424 2023-12-08 10:53:09,126 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:40:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 1.3609, loss: 1.3609 2023-12-08 10:53:31,907 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:40:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 1.3277, loss: 1.3277 2023-12-08 10:53:54,753 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:39:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 1.3071, loss: 1.3071 2023-12-08 10:54:17,441 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:39:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 1.3344, loss: 1.3344 2023-12-08 10:54:40,129 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:39:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.3176, loss: 1.3176 2023-12-08 10:55:02,839 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:38:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.3771, loss: 1.3771 2023-12-08 10:55:25,559 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:38:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.3864, loss: 1.3864 2023-12-08 10:55:48,270 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:37:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 1.4215, loss: 1.4215 2023-12-08 10:56:11,099 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:37:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 1.3703, loss: 1.3703 2023-12-08 10:56:33,910 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:37:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.3910, loss: 1.3910 2023-12-08 10:56:56,674 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:36:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9819, loss_cls: 1.4019, loss: 1.4019 2023-12-08 10:57:19,390 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:36:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 1.4106, loss: 1.4106 2023-12-08 10:57:21,178 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-08 10:58:40,162 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 10:58:40,231 - pyskl - INFO - top1_acc 0.8322 top5_acc 0.9743 2023-12-08 10:58:40,235 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8322, top5_acc: 0.9743 2023-12-08 10:59:21,149 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:36:07, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.2516, loss: 1.2516 2023-12-08 10:59:43,810 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:35:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 1.3810, loss: 1.3810 2023-12-08 11:00:06,513 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:35:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.3560, loss: 1.3560 2023-12-08 11:00:29,264 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:34:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.3044, loss: 1.3044 2023-12-08 11:00:51,971 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:34:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.2744, loss: 1.2744 2023-12-08 11:01:14,738 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:34:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.2993, loss: 1.2993 2023-12-08 11:01:37,456 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:33:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.3368, loss: 1.3368 2023-12-08 11:02:00,214 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:33:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 1.3507, loss: 1.3507 2023-12-08 11:02:22,919 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:32:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 1.3387, loss: 1.3387 2023-12-08 11:02:45,809 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:32:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.3678, loss: 1.3678 2023-12-08 11:03:08,591 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:32:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 1.3576, loss: 1.3576 2023-12-08 11:03:31,343 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:31:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9825, loss_cls: 1.3571, loss: 1.3571 2023-12-08 11:03:54,130 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:31:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 1.3463, loss: 1.3463 2023-12-08 11:04:16,865 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:30:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 1.3568, loss: 1.3568 2023-12-08 11:04:39,578 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:30:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 1.3757, loss: 1.3757 2023-12-08 11:05:02,322 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:30:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 1.3240, loss: 1.3240 2023-12-08 11:05:25,058 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:29:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 1.3583, loss: 1.3583 2023-12-08 11:05:47,795 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:29:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.2966, loss: 1.2966 2023-12-08 11:06:10,564 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:28:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 1.3502, loss: 1.3502 2023-12-08 11:06:33,326 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:28:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 1.2995, loss: 1.2995 2023-12-08 11:06:56,099 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:28:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 1.3714, loss: 1.3714 2023-12-08 11:07:18,880 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:27:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 1.3338, loss: 1.3338 2023-12-08 11:07:41,711 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:27:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 1.3415, loss: 1.3415 2023-12-08 11:08:04,540 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:26:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 1.4019, loss: 1.4019 2023-12-08 11:08:27,324 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:26:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.3482, loss: 1.3482 2023-12-08 11:08:29,144 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-08 11:09:47,978 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 11:09:48,049 - pyskl - INFO - top1_acc 0.8666 top5_acc 0.9797 2023-12-08 11:09:48,053 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8666, top5_acc: 0.9797 2023-12-08 11:10:29,215 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:26:17, time: 0.412, data_time: 0.183, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 1.2846, loss: 1.2846 2023-12-08 11:10:52,011 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:25:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.2433, loss: 1.2433 2023-12-08 11:11:14,720 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:25:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 1.3271, loss: 1.3271 2023-12-08 11:11:37,586 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:25:05, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 1.3206, loss: 1.3206 2023-12-08 11:12:00,530 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:24:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.3747, loss: 1.3747 2023-12-08 11:12:23,368 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:24:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 1.3093, loss: 1.3093 2023-12-08 11:12:46,225 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:23:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 1.3577, loss: 1.3577 2023-12-08 11:13:09,181 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:23:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.3554, loss: 1.3554 2023-12-08 11:13:32,015 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:23:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 1.3294, loss: 1.3294 2023-12-08 11:13:54,809 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:22:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.3098, loss: 1.3098 2023-12-08 11:14:17,560 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:22:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 1.2818, loss: 1.2818 2023-12-08 11:14:40,308 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:21:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 1.3004, loss: 1.3004 2023-12-08 11:15:02,975 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:21:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 1.3282, loss: 1.3282 2023-12-08 11:15:25,730 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:21:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 1.3498, loss: 1.3498 2023-12-08 11:15:48,553 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:20:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 1.3534, loss: 1.3534 2023-12-08 11:16:11,399 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:20:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9812, loss_cls: 1.3317, loss: 1.3317 2023-12-08 11:16:34,147 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:19:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.3314, loss: 1.3314 2023-12-08 11:16:56,883 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:19:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.2850, loss: 1.2850 2023-12-08 11:17:19,710 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:19:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.3265, loss: 1.3265 2023-12-08 11:17:42,404 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:18:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3877, loss: 1.3877 2023-12-08 11:18:05,109 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:18:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 1.4155, loss: 1.4155 2023-12-08 11:18:27,828 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:17:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 1.3540, loss: 1.3540 2023-12-08 11:18:50,571 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:17:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 1.3165, loss: 1.3165 2023-12-08 11:19:13,315 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:17:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 1.3348, loss: 1.3348 2023-12-08 11:19:36,111 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:16:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.3176, loss: 1.3176 2023-12-08 11:19:37,963 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-08 11:20:56,698 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 11:20:56,769 - pyskl - INFO - top1_acc 0.8222 top5_acc 0.9714 2023-12-08 11:20:56,772 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8222, top5_acc: 0.9714 2023-12-08 11:21:37,184 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:16:28, time: 0.404, data_time: 0.177, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.2938, loss: 1.2938 2023-12-08 11:21:59,918 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:16:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.3135, loss: 1.3135 2023-12-08 11:22:22,639 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:15:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 1.3458, loss: 1.3458 2023-12-08 11:22:45,426 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:15:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 1.3418, loss: 1.3418 2023-12-08 11:23:08,223 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:14:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.2307, loss: 1.2307 2023-12-08 11:23:30,918 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:14:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 1.3139, loss: 1.3139 2023-12-08 11:23:53,723 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:14:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 1.3525, loss: 1.3525 2023-12-08 11:24:16,569 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:13:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3701, loss: 1.3701 2023-12-08 11:24:39,359 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:13:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 1.3036, loss: 1.3036 2023-12-08 11:25:02,188 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:12:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 1.3292, loss: 1.3292 2023-12-08 11:25:25,009 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:12:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 1.3687, loss: 1.3687 2023-12-08 11:25:47,860 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:12:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9850, loss_cls: 1.2966, loss: 1.2966 2023-12-08 11:26:10,674 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:11:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.2870, loss: 1.2870 2023-12-08 11:26:33,408 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:11:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 1.3350, loss: 1.3350 2023-12-08 11:26:56,145 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:10:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 1.3208, loss: 1.3208 2023-12-08 11:27:18,892 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:10:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.2645, loss: 1.2645 2023-12-08 11:27:41,765 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:10:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.3080, loss: 1.3080 2023-12-08 11:28:04,503 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:09:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 1.3899, loss: 1.3899 2023-12-08 11:28:27,252 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:09:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 1.3633, loss: 1.3633 2023-12-08 11:28:50,179 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:08:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 1.3356, loss: 1.3356 2023-12-08 11:29:12,927 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:08:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 1.3508, loss: 1.3508 2023-12-08 11:29:35,596 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:08:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.4155, loss: 1.4155 2023-12-08 11:29:58,352 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:07:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.3426, loss: 1.3426 2023-12-08 11:30:21,041 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:07:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 1.3396, loss: 1.3396 2023-12-08 11:30:43,815 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:06:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 1.3375, loss: 1.3375 2023-12-08 11:30:45,739 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-08 11:32:04,508 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 11:32:04,579 - pyskl - INFO - top1_acc 0.8502 top5_acc 0.9794 2023-12-08 11:32:04,583 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8502, top5_acc: 0.9794 2023-12-08 11:32:45,285 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:06:38, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.2379, loss: 1.2379 2023-12-08 11:33:08,195 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:06:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.2934, loss: 1.2934 2023-12-08 11:33:30,832 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:05:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.2448, loss: 1.2448 2023-12-08 11:33:53,445 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:05:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 1.2903, loss: 1.2903 2023-12-08 11:34:16,152 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:05:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.3034, loss: 1.3034 2023-12-08 11:34:38,900 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:04:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 1.3086, loss: 1.3086 2023-12-08 11:35:01,671 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:04:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 1.3080, loss: 1.3080 2023-12-08 11:35:24,396 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:03:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 1.2993, loss: 1.2993 2023-12-08 11:35:47,130 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:03:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.3178, loss: 1.3178 2023-12-08 11:36:09,834 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:03:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 1.2937, loss: 1.2937 2023-12-08 11:36:32,547 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:02:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.4028, loss: 1.4028 2023-12-08 11:36:55,297 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:02:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 1.3791, loss: 1.3791 2023-12-08 11:37:18,077 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:01:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 1.3942, loss: 1.3942 2023-12-08 11:37:40,904 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:01:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 1.2795, loss: 1.2795 2023-12-08 11:38:03,659 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:01:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 1.3554, loss: 1.3554 2023-12-08 11:38:26,485 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:00:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 1.3309, loss: 1.3309 2023-12-08 11:38:49,130 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:00:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.3422, loss: 1.3422 2023-12-08 11:39:11,873 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 10:59:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.3004, loss: 1.3004 2023-12-08 11:39:34,528 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 10:59:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 1.3393, loss: 1.3393 2023-12-08 11:39:57,332 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 10:59:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.3058, loss: 1.3058 2023-12-08 11:40:20,077 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 10:58:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 1.3285, loss: 1.3285 2023-12-08 11:40:42,896 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 10:58:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.3334, loss: 1.3334 2023-12-08 11:41:05,557 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 10:57:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 1.3631, loss: 1.3631 2023-12-08 11:41:28,172 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 10:57:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3369, loss: 1.3369 2023-12-08 11:41:50,900 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 10:57:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 1.3371, loss: 1.3371 2023-12-08 11:41:52,772 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-08 11:43:11,578 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 11:43:11,649 - pyskl - INFO - top1_acc 0.8414 top5_acc 0.9747 2023-12-08 11:43:11,654 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8414, top5_acc: 0.9747 2023-12-08 11:43:52,685 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 10:56:48, time: 0.410, data_time: 0.183, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.2309, loss: 1.2309 2023-12-08 11:44:15,417 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 10:56:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.2397, loss: 1.2397 2023-12-08 11:44:38,099 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 10:56:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 1.3115, loss: 1.3115 2023-12-08 11:45:00,800 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 10:55:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.3068, loss: 1.3068 2023-12-08 11:45:23,410 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:55:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 1.2636, loss: 1.2636 2023-12-08 11:45:46,118 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:54:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 1.3455, loss: 1.3455 2023-12-08 11:46:08,927 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:54:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.2666, loss: 1.2666 2023-12-08 11:46:31,679 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:53:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.3217, loss: 1.3217 2023-12-08 11:46:54,465 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:53:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 1.3626, loss: 1.3626 2023-12-08 11:47:17,180 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:53:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 1.3373, loss: 1.3373 2023-12-08 11:47:40,025 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:52:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.2692, loss: 1.2692 2023-12-08 11:48:02,808 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:52:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 1.3157, loss: 1.3157 2023-12-08 11:48:25,674 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:51:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.3098, loss: 1.3098 2023-12-08 11:48:48,568 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:51:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9819, loss_cls: 1.3832, loss: 1.3832 2023-12-08 11:49:11,283 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:51:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 1.3026, loss: 1.3026 2023-12-08 11:49:34,051 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:50:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.3055, loss: 1.3055 2023-12-08 11:49:56,769 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:50:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 1.2955, loss: 1.2955 2023-12-08 11:50:19,495 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:49:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.3503, loss: 1.3503 2023-12-08 11:50:42,162 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:49:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.2964, loss: 1.2964 2023-12-08 11:51:04,851 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:49:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 1.3271, loss: 1.3271 2023-12-08 11:51:27,698 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:48:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 1.2898, loss: 1.2898 2023-12-08 11:51:50,436 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:48:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 1.3286, loss: 1.3286 2023-12-08 11:52:13,084 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:47:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 1.3773, loss: 1.3773 2023-12-08 11:52:35,758 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:47:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.3127, loss: 1.3127 2023-12-08 11:52:58,498 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:47:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.3374, loss: 1.3374 2023-12-08 11:53:00,327 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-08 11:54:19,424 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 11:54:19,495 - pyskl - INFO - top1_acc 0.8598 top5_acc 0.9795 2023-12-08 11:54:19,498 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8598, top5_acc: 0.9795 2023-12-08 11:55:00,494 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:46:58, time: 0.410, data_time: 0.183, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 1.3356, loss: 1.3356 2023-12-08 11:55:23,182 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:46:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.2941, loss: 1.2941 2023-12-08 11:55:45,839 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:46:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.2142, loss: 1.2142 2023-12-08 11:56:08,498 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:45:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 1.2542, loss: 1.2542 2023-12-08 11:56:31,402 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:45:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9862, loss_cls: 1.2641, loss: 1.2641 2023-12-08 11:56:54,211 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:44:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 1.3354, loss: 1.3354 2023-12-08 11:57:16,943 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:44:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 1.2513, loss: 1.2513 2023-12-08 11:57:39,629 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:44:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 1.2994, loss: 1.2994 2023-12-08 11:58:02,542 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:43:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 1.2594, loss: 1.2594 2023-12-08 11:58:25,309 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:43:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.2938, loss: 1.2938 2023-12-08 11:58:48,118 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:42:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.2824, loss: 1.2824 2023-12-08 11:59:10,926 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:42:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.4002, loss: 1.4002 2023-12-08 11:59:33,858 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:42:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9881, loss_cls: 1.2763, loss: 1.2763 2023-12-08 11:59:56,605 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:41:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 1.3216, loss: 1.3216 2023-12-08 12:00:19,518 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:41:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9856, loss_cls: 1.3185, loss: 1.3185 2023-12-08 12:00:42,293 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:40:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 1.2784, loss: 1.2784 2023-12-08 12:01:05,050 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:40:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 1.2619, loss: 1.2619 2023-12-08 12:01:27,878 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:40:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 1.2903, loss: 1.2903 2023-12-08 12:01:50,622 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:39:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2697, loss: 1.2697 2023-12-08 12:02:13,348 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:39:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.2301, loss: 1.2301 2023-12-08 12:02:36,139 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:38:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.3331, loss: 1.3331 2023-12-08 12:02:58,908 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:38:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.2227, loss: 1.2227 2023-12-08 12:03:21,692 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:38:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 1.2902, loss: 1.2902 2023-12-08 12:03:44,425 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:37:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 1.3857, loss: 1.3857 2023-12-08 12:04:07,163 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:37:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 1.3293, loss: 1.3293 2023-12-08 12:04:09,007 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-08 12:05:27,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 12:05:27,985 - pyskl - INFO - top1_acc 0.8609 top5_acc 0.9773 2023-12-08 12:05:27,989 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8609, top5_acc: 0.9773 2023-12-08 12:06:09,174 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:37:09, time: 0.412, data_time: 0.184, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.1945, loss: 1.1945 2023-12-08 12:06:31,952 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:36:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 1.2069, loss: 1.2069 2023-12-08 12:06:54,825 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:36:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 1.2507, loss: 1.2507 2023-12-08 12:07:17,519 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:35:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 1.2617, loss: 1.2617 2023-12-08 12:07:40,230 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:35:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 1.2671, loss: 1.2671 2023-12-08 12:08:02,899 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:35:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 1.3014, loss: 1.3014 2023-12-08 12:08:25,614 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:34:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 1.2608, loss: 1.2608 2023-12-08 12:08:48,308 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:34:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.2880, loss: 1.2880 2023-12-08 12:09:11,037 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:33:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.3071, loss: 1.3071 2023-12-08 12:09:33,732 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:33:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 1.2581, loss: 1.2581 2023-12-08 12:09:56,428 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:33:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 1.3302, loss: 1.3302 2023-12-08 12:10:19,125 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:32:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.3100, loss: 1.3100 2023-12-08 12:10:41,890 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:32:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 1.3032, loss: 1.3032 2023-12-08 12:11:04,590 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:31:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 1.3043, loss: 1.3043 2023-12-08 12:11:27,176 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:31:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.2814, loss: 1.2814 2023-12-08 12:11:50,014 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:31:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 1.3434, loss: 1.3434 2023-12-08 12:12:12,772 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:30:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 1.2483, loss: 1.2483 2023-12-08 12:12:35,472 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:30:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 1.2613, loss: 1.2613 2023-12-08 12:12:58,168 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:29:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 1.2900, loss: 1.2900 2023-12-08 12:13:20,845 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:29:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.2572, loss: 1.2572 2023-12-08 12:13:43,602 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:29:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.3530, loss: 1.3530 2023-12-08 12:14:06,295 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:28:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 1.3404, loss: 1.3404 2023-12-08 12:14:29,268 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:28:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 1.3341, loss: 1.3341 2023-12-08 12:14:52,018 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:27:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 1.3580, loss: 1.3580 2023-12-08 12:15:14,799 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:27:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 1.3519, loss: 1.3519 2023-12-08 12:15:16,681 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-08 12:16:35,401 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 12:16:35,474 - pyskl - INFO - top1_acc 0.8633 top5_acc 0.9811 2023-12-08 12:16:35,477 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8633, top5_acc: 0.9811 2023-12-08 12:17:16,429 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:27:19, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.2494, loss: 1.2494 2023-12-08 12:17:39,201 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:26:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 1.1830, loss: 1.1830 2023-12-08 12:18:01,984 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:26:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.2425, loss: 1.2425 2023-12-08 12:18:24,701 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:26:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.2338, loss: 1.2338 2023-12-08 12:18:47,309 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:25:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.3143, loss: 1.3143 2023-12-08 12:19:10,026 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:25:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.3330, loss: 1.3330 2023-12-08 12:19:32,866 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:24:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 1.2764, loss: 1.2764 2023-12-08 12:19:55,648 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:24:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 1.2004, loss: 1.2004 2023-12-08 12:20:18,439 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:24:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 1.2551, loss: 1.2551 2023-12-08 12:20:41,156 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:23:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.2633, loss: 1.2633 2023-12-08 12:21:03,900 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:23:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.3422, loss: 1.3422 2023-12-08 12:21:26,675 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:22:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.3510, loss: 1.3510 2023-12-08 12:21:49,381 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:22:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 1.3583, loss: 1.3583 2023-12-08 12:22:12,114 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:22:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 1.2543, loss: 1.2543 2023-12-08 12:22:34,920 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:21:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 1.2659, loss: 1.2659 2023-12-08 12:22:57,591 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:21:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 1.3258, loss: 1.3258 2023-12-08 12:23:20,277 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:20:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 1.2422, loss: 1.2422 2023-12-08 12:23:43,038 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:20:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.2636, loss: 1.2636 2023-12-08 12:24:05,786 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:20:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 1.3429, loss: 1.3429 2023-12-08 12:24:28,543 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:19:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 1.2829, loss: 1.2829 2023-12-08 12:24:51,202 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:19:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 1.2444, loss: 1.2444 2023-12-08 12:25:13,967 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:18:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 1.2579, loss: 1.2579 2023-12-08 12:25:36,643 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:18:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 1.2778, loss: 1.2778 2023-12-08 12:25:59,415 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:18:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.2627, loss: 1.2627 2023-12-08 12:26:22,204 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:17:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 1.3469, loss: 1.3469 2023-12-08 12:26:24,057 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-08 12:27:42,925 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 12:27:42,996 - pyskl - INFO - top1_acc 0.8647 top5_acc 0.9802 2023-12-08 12:27:42,999 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8647, top5_acc: 0.9802 2023-12-08 12:28:23,688 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:17:29, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 1.2178, loss: 1.2178 2023-12-08 12:28:46,408 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:17:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.2784, loss: 1.2784 2023-12-08 12:29:09,195 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:16:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.1829, loss: 1.1829 2023-12-08 12:29:32,020 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:16:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.2599, loss: 1.2599 2023-12-08 12:29:54,916 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:15:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 1.2320, loss: 1.2320 2023-12-08 12:30:17,674 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:15:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.2284, loss: 1.2284 2023-12-08 12:30:40,422 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:15:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 1.2560, loss: 1.2560 2023-12-08 12:31:03,311 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:14:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.2719, loss: 1.2719 2023-12-08 12:31:26,162 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:14:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.2355, loss: 1.2355 2023-12-08 12:31:48,944 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:13:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 1.3006, loss: 1.3006 2023-12-08 12:32:11,659 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:13:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.2678, loss: 1.2678 2023-12-08 12:32:34,489 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:13:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.2951, loss: 1.2951 2023-12-08 12:32:57,277 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:12:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 1.3408, loss: 1.3408 2023-12-08 12:33:20,023 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:12:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 1.2964, loss: 1.2964 2023-12-08 12:33:42,779 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:11:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.2960, loss: 1.2960 2023-12-08 12:34:05,506 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:11:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 1.3255, loss: 1.3255 2023-12-08 12:34:28,195 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:11:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.2554, loss: 1.2554 2023-12-08 12:34:50,850 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:10:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 1.3008, loss: 1.3008 2023-12-08 12:35:13,579 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:10:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 1.1920, loss: 1.1920 2023-12-08 12:35:36,349 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:09:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 1.3071, loss: 1.3071 2023-12-08 12:35:59,166 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:09:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 1.2688, loss: 1.2688 2023-12-08 12:36:21,899 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:09:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 1.3176, loss: 1.3176 2023-12-08 12:36:44,764 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:08:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.3151, loss: 1.3151 2023-12-08 12:37:07,542 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:08:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.3036, loss: 1.3036 2023-12-08 12:37:30,285 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:07:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 1.2644, loss: 1.2644 2023-12-08 12:37:32,134 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-08 12:38:50,962 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 12:38:51,033 - pyskl - INFO - top1_acc 0.8624 top5_acc 0.9801 2023-12-08 12:38:51,037 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8624, top5_acc: 0.9801 2023-12-08 12:39:32,183 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:07:40, time: 0.411, data_time: 0.183, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.2005, loss: 1.2005 2023-12-08 12:39:54,903 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:07:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2073, loss: 1.2073 2023-12-08 12:40:17,607 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:06:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 1.2383, loss: 1.2383 2023-12-08 12:40:40,331 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:06:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 1.2630, loss: 1.2630 2023-12-08 12:41:03,017 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:06:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.2356, loss: 1.2356 2023-12-08 12:41:25,734 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:05:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.2618, loss: 1.2618 2023-12-08 12:41:48,404 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:05:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2619, loss: 1.2619 2023-12-08 12:42:11,100 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:04:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 1.2545, loss: 1.2545 2023-12-08 12:42:33,835 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:04:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2196, loss: 1.2196 2023-12-08 12:42:56,501 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:04:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.2310, loss: 1.2310 2023-12-08 12:43:19,341 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:03:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 1.2504, loss: 1.2504 2023-12-08 12:43:42,150 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:03:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.2398, loss: 1.2398 2023-12-08 12:44:04,962 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:02:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 1.2686, loss: 1.2686 2023-12-08 12:44:27,655 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:02:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 1.2488, loss: 1.2488 2023-12-08 12:44:50,508 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:02:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 1.2539, loss: 1.2539 2023-12-08 12:45:13,282 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:01:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.2283, loss: 1.2283 2023-12-08 12:45:36,100 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:01:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 1.2848, loss: 1.2848 2023-12-08 12:45:58,854 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:00:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.3535, loss: 1.3535 2023-12-08 12:46:21,653 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:00:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 1.2749, loss: 1.2749 2023-12-08 12:46:44,365 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:00:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 1.2749, loss: 1.2749 2023-12-08 12:47:07,087 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 9:59:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 1.2887, loss: 1.2887 2023-12-08 12:47:29,809 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 9:59:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9881, loss_cls: 1.2810, loss: 1.2810 2023-12-08 12:47:52,623 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 9:58:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 1.3254, loss: 1.3254 2023-12-08 12:48:15,312 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 9:58:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.2931, loss: 1.2931 2023-12-08 12:48:38,021 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 9:58:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 1.2591, loss: 1.2591 2023-12-08 12:48:39,876 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-08 12:49:58,729 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 12:49:58,802 - pyskl - INFO - top1_acc 0.8570 top5_acc 0.9779 2023-12-08 12:49:58,806 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8570, top5_acc: 0.9779 2023-12-08 12:50:39,353 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 9:57:50, time: 0.405, data_time: 0.178, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.2621, loss: 1.2621 2023-12-08 12:51:02,152 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 9:57:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 1.2334, loss: 1.2334 2023-12-08 12:51:24,954 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 9:57:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.2243, loss: 1.2243 2023-12-08 12:51:47,707 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 9:56:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.2308, loss: 1.2308 2023-12-08 12:52:10,528 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 9:56:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.1865, loss: 1.1865 2023-12-08 12:52:33,271 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:55:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 1.2680, loss: 1.2680 2023-12-08 12:52:56,042 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:55:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 1.2555, loss: 1.2555 2023-12-08 12:53:18,957 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:55:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.2300, loss: 1.2300 2023-12-08 12:53:41,688 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:54:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 1.2767, loss: 1.2767 2023-12-08 12:54:04,536 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:54:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 1.2765, loss: 1.2765 2023-12-08 12:54:27,308 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:53:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 1.2199, loss: 1.2199 2023-12-08 12:54:50,106 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:53:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 1.2586, loss: 1.2586 2023-12-08 12:55:12,833 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:53:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 1.2937, loss: 1.2937 2023-12-08 12:55:35,655 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:52:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 1.2694, loss: 1.2694 2023-12-08 12:55:58,505 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:52:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 1.2826, loss: 1.2826 2023-12-08 12:56:21,256 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:51:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 1.2801, loss: 1.2801 2023-12-08 12:56:44,086 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:51:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.2054, loss: 1.2054 2023-12-08 12:57:06,826 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:51:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 1.2096, loss: 1.2096 2023-12-08 12:57:29,573 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:50:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 1.3160, loss: 1.3160 2023-12-08 12:57:52,330 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:50:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 1.2514, loss: 1.2514 2023-12-08 12:58:15,081 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:49:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.3565, loss: 1.3565 2023-12-08 12:58:37,875 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:49:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 1.2210, loss: 1.2210 2023-12-08 12:59:00,706 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:49:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.2729, loss: 1.2729 2023-12-08 12:59:23,536 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:48:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 1.2375, loss: 1.2375 2023-12-08 12:59:46,335 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:48:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.2716, loss: 1.2716 2023-12-08 12:59:48,262 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-08 13:01:07,180 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 13:01:07,250 - pyskl - INFO - top1_acc 0.8596 top5_acc 0.9807 2023-12-08 13:01:07,253 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8596, top5_acc: 0.9807 2023-12-08 13:01:48,203 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:48:01, time: 0.409, data_time: 0.182, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 1.2150, loss: 1.2150 2023-12-08 13:02:10,948 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:47:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.2120, loss: 1.2120 2023-12-08 13:02:33,651 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:47:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.2521, loss: 1.2521 2023-12-08 13:02:56,330 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:46:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9956, loss_cls: 1.2682, loss: 1.2682 2023-12-08 13:03:19,094 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:46:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 1.2308, loss: 1.2308 2023-12-08 13:03:41,974 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:46:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 1.2543, loss: 1.2543 2023-12-08 13:04:04,718 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:45:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.2249, loss: 1.2249 2023-12-08 13:04:27,583 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:45:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.2429, loss: 1.2429 2023-12-08 13:04:50,471 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:44:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.2127, loss: 1.2127 2023-12-08 13:05:13,263 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:44:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.1902, loss: 1.1902 2023-12-08 13:05:36,180 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:44:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2217, loss: 1.2217 2023-12-08 13:05:59,003 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:43:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 1.2096, loss: 1.2096 2023-12-08 13:06:21,796 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:43:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.2501, loss: 1.2501 2023-12-08 13:06:44,489 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:42:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 1.2727, loss: 1.2727 2023-12-08 13:07:07,352 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:42:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.2557, loss: 1.2557 2023-12-08 13:07:30,091 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:42:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 1.2110, loss: 1.2110 2023-12-08 13:07:52,899 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:41:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 1.2673, loss: 1.2673 2023-12-08 13:08:15,613 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:41:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9881, loss_cls: 1.2315, loss: 1.2315 2023-12-08 13:08:38,352 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:40:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 1.2466, loss: 1.2466 2023-12-08 13:09:01,079 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:40:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.2157, loss: 1.2157 2023-12-08 13:09:23,701 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:40:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.2130, loss: 1.2130 2023-12-08 13:09:46,431 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:39:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 1.2525, loss: 1.2525 2023-12-08 13:10:09,146 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:39:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 1.2126, loss: 1.2126 2023-12-08 13:10:31,927 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:38:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 1.2908, loss: 1.2908 2023-12-08 13:10:54,682 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:38:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.2447, loss: 1.2447 2023-12-08 13:10:56,591 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-08 13:12:15,411 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 13:12:15,483 - pyskl - INFO - top1_acc 0.8658 top5_acc 0.9826 2023-12-08 13:12:15,487 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8658, top5_acc: 0.9826 2023-12-08 13:12:56,349 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:38:12, time: 0.409, data_time: 0.181, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 1.1789, loss: 1.1789 2023-12-08 13:13:19,077 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:37:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 1.2129, loss: 1.2129 2023-12-08 13:13:41,847 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:37:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.1472, loss: 1.1472 2023-12-08 13:14:04,573 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:37:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.2440, loss: 1.2440 2023-12-08 13:14:27,310 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:36:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.2091, loss: 1.2091 2023-12-08 13:14:50,063 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:36:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 1.2465, loss: 1.2465 2023-12-08 13:15:12,701 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:35:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.2105, loss: 1.2105 2023-12-08 13:15:35,443 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:35:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.2125, loss: 1.2125 2023-12-08 13:15:58,217 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:35:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 1.2807, loss: 1.2807 2023-12-08 13:16:21,003 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:34:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.1948, loss: 1.1948 2023-12-08 13:16:43,788 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:34:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 1.2546, loss: 1.2546 2023-12-08 13:17:06,474 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:33:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9900, loss_cls: 1.1772, loss: 1.1772 2023-12-08 13:17:29,199 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:33:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.2250, loss: 1.2250 2023-12-08 13:17:51,958 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:33:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.2486, loss: 1.2486 2023-12-08 13:18:14,779 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:32:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 1.2661, loss: 1.2661 2023-12-08 13:18:37,677 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:32:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 1.2749, loss: 1.2749 2023-12-08 13:19:00,564 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:31:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 1.2830, loss: 1.2830 2023-12-08 13:19:23,350 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:31:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.2201, loss: 1.2201 2023-12-08 13:19:46,143 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:31:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2416, loss: 1.2416 2023-12-08 13:20:09,032 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:30:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.2885, loss: 1.2885 2023-12-08 13:20:31,878 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:30:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 1.2821, loss: 1.2821 2023-12-08 13:20:54,672 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:29:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 1.2201, loss: 1.2201 2023-12-08 13:21:17,357 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:29:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 1.2137, loss: 1.2137 2023-12-08 13:21:40,104 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:29:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 1.2523, loss: 1.2523 2023-12-08 13:22:02,813 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:28:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.2415, loss: 1.2415 2023-12-08 13:22:04,562 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-08 13:23:23,359 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 13:23:23,428 - pyskl - INFO - top1_acc 0.8777 top5_acc 0.9810 2023-12-08 13:23:23,431 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_75.pth was removed 2023-12-08 13:23:23,560 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-08 13:23:23,561 - pyskl - INFO - Best top1_acc is 0.8777 at 92 epoch. 2023-12-08 13:23:23,564 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8777, top5_acc: 0.9810 2023-12-08 13:24:04,217 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:28:23, time: 0.406, data_time: 0.179, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1678, loss: 1.1678 2023-12-08 13:24:26,979 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:27:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 1.1517, loss: 1.1517 2023-12-08 13:24:49,894 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:27:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.2032, loss: 1.2032 2023-12-08 13:25:12,661 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:27:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.1626, loss: 1.1626 2023-12-08 13:25:35,380 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:26:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.1649, loss: 1.1649 2023-12-08 13:25:58,138 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:26:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.1753, loss: 1.1753 2023-12-08 13:26:20,912 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:26:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 1.1864, loss: 1.1864 2023-12-08 13:26:43,712 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:25:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.2538, loss: 1.2538 2023-12-08 13:27:06,588 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:25:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.2015, loss: 1.2015 2023-12-08 13:27:29,367 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:24:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.2434, loss: 1.2434 2023-12-08 13:27:52,129 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:24:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 1.2377, loss: 1.2377 2023-12-08 13:28:14,827 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:24:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.2243, loss: 1.2243 2023-12-08 13:28:37,505 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:23:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.1800, loss: 1.1800 2023-12-08 13:29:00,306 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:23:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.1871, loss: 1.1871 2023-12-08 13:29:23,184 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:22:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 1.2023, loss: 1.2023 2023-12-08 13:29:46,092 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:22:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 1.2852, loss: 1.2852 2023-12-08 13:30:08,963 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:22:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 1.1879, loss: 1.1879 2023-12-08 13:30:31,706 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:21:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 1.2245, loss: 1.2245 2023-12-08 13:30:54,503 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:21:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.2413, loss: 1.2413 2023-12-08 13:31:17,202 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:20:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 1.2672, loss: 1.2672 2023-12-08 13:31:40,028 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:20:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 1.2130, loss: 1.2130 2023-12-08 13:32:02,928 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:20:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.2297, loss: 1.2297 2023-12-08 13:32:25,842 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:19:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 1.2645, loss: 1.2645 2023-12-08 13:32:48,662 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:19:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 1.2290, loss: 1.2290 2023-12-08 13:33:11,599 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:18:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.1926, loss: 1.1926 2023-12-08 13:33:13,605 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-08 13:34:32,274 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 13:34:32,350 - pyskl - INFO - top1_acc 0.8584 top5_acc 0.9782 2023-12-08 13:34:32,355 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8584, top5_acc: 0.9782 2023-12-08 13:35:12,762 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:18:34, time: 0.404, data_time: 0.177, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.1466, loss: 1.1466 2023-12-08 13:35:35,498 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:18:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.2152, loss: 1.2152 2023-12-08 13:35:58,223 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:17:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 1.1971, loss: 1.1971 2023-12-08 13:36:20,956 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:17:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.1427, loss: 1.1427 2023-12-08 13:36:43,686 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:16:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 1.1397, loss: 1.1397 2023-12-08 13:37:06,439 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:16:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.2073, loss: 1.2073 2023-12-08 13:37:29,215 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:16:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 1.1650, loss: 1.1650 2023-12-08 13:37:52,085 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:15:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.1695, loss: 1.1695 2023-12-08 13:38:14,926 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:15:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.2444, loss: 1.2444 2023-12-08 13:38:37,802 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:14:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.2262, loss: 1.2262 2023-12-08 13:39:00,511 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:14:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.1842, loss: 1.1842 2023-12-08 13:39:23,367 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:14:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.2272, loss: 1.2272 2023-12-08 13:39:46,107 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:13:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 1.2453, loss: 1.2453 2023-12-08 13:40:08,951 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:13:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 1.2221, loss: 1.2221 2023-12-08 13:40:31,632 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:13:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.2439, loss: 1.2439 2023-12-08 13:40:54,328 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:12:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 1.2216, loss: 1.2216 2023-12-08 13:41:17,070 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:12:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.1930, loss: 1.1930 2023-12-08 13:41:39,897 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:11:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 1.2676, loss: 1.2676 2023-12-08 13:42:03,159 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:11:24, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 1.2110, loss: 1.2110 2023-12-08 13:42:37,132 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:11:07, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.2395, loss: 1.2395 2023-12-08 13:43:22,474 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:10:57, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 1.2089, loss: 1.2089 2023-12-08 13:44:07,744 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:10:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 1.1818, loss: 1.1818 2023-12-08 13:44:52,958 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:10:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.1987, loss: 1.1987 2023-12-08 13:45:38,189 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:10:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 1.2490, loss: 1.2490 2023-12-08 13:46:23,398 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:10:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.2239, loss: 1.2239 2023-12-08 13:46:26,628 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-08 13:48:49,491 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 13:48:49,565 - pyskl - INFO - top1_acc 0.8650 top5_acc 0.9800 2023-12-08 13:48:49,569 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8650, top5_acc: 0.9800 2023-12-08 13:49:53,681 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:10:13, time: 0.641, data_time: 0.190, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.1733, loss: 1.1733 2023-12-08 13:50:38,945 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:10:02, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.1856, loss: 1.1856 2023-12-08 13:51:24,134 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:09:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9894, loss_cls: 1.1672, loss: 1.1672 2023-12-08 13:52:09,344 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:09:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.1961, loss: 1.1961 2023-12-08 13:52:54,552 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:09:30, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.2307, loss: 1.2307 2023-12-08 13:53:39,726 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:09:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.1951, loss: 1.1951 2023-12-08 13:54:24,922 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:09:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.2221, loss: 1.2221 2023-12-08 13:55:10,214 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:08:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.1549, loss: 1.1549 2023-12-08 13:55:55,571 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:08:47, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.1901, loss: 1.1901 2023-12-08 13:56:40,698 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:08:36, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.2302, loss: 1.2302 2023-12-08 13:57:26,069 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:08:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9875, loss_cls: 1.2196, loss: 1.2196 2023-12-08 13:58:11,267 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:08:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.1414, loss: 1.1414 2023-12-08 13:58:56,724 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:08:03, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.1900, loss: 1.1900 2023-12-08 13:59:41,896 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:07:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 1.2783, loss: 1.2783 2023-12-08 14:00:27,085 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:07:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.2469, loss: 1.2469 2023-12-08 14:00:57,286 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:07:22, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9900, loss_cls: 1.1548, loss: 1.1548 2023-12-08 14:01:45,657 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:07:12, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.1455, loss: 1.1455 2023-12-08 14:02:34,612 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:07:03, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9906, loss_cls: 1.1805, loss: 1.1805 2023-12-08 14:03:13,155 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:06:48, time: 0.385, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.1915, loss: 1.1915 2023-12-08 14:03:48,189 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:06:31, time: 0.350, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 1.2165, loss: 1.2165 2023-12-08 14:04:33,310 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:06:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.2260, loss: 1.2260 2023-12-08 14:05:18,589 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:06:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.2100, loss: 1.2100 2023-12-08 14:06:03,788 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:05:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.2340, loss: 1.2340 2023-12-08 14:06:48,997 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:05:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.2130, loss: 1.2130 2023-12-08 14:07:34,462 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:05:35, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.2549, loss: 1.2549 2023-12-08 14:07:37,628 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-08 14:10:00,670 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 14:10:00,747 - pyskl - INFO - top1_acc 0.8706 top5_acc 0.9805 2023-12-08 14:10:00,751 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8706, top5_acc: 0.9805 2023-12-08 14:11:06,315 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:05:33, time: 0.656, data_time: 0.195, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.1354, loss: 1.1354 2023-12-08 14:11:52,394 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:05:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.1425, loss: 1.1425 2023-12-08 14:12:38,519 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:05:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.1823, loss: 1.1823 2023-12-08 14:13:24,665 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:05:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.1271, loss: 1.1271 2023-12-08 14:14:10,777 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:04:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.1650, loss: 1.1650 2023-12-08 14:14:56,882 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:04:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.2030, loss: 1.2030 2023-12-08 14:15:42,975 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:04:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.1421, loss: 1.1421 2023-12-08 14:16:29,062 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:04:17, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 1.2094, loss: 1.2094 2023-12-08 14:17:15,217 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:04:06, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.1694, loss: 1.1694 2023-12-08 14:18:01,295 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:03:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.1899, loss: 1.1899 2023-12-08 14:18:47,427 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:03:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.1670, loss: 1.1670 2023-12-08 14:19:33,535 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:03:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 1.1776, loss: 1.1776 2023-12-08 14:20:19,600 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:03:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.1783, loss: 1.1783 2023-12-08 14:21:05,680 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:03:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.1980, loss: 1.1980 2023-12-08 14:21:51,800 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:02:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.2203, loss: 1.2203 2023-12-08 14:22:22,090 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:02:38, time: 0.303, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 1.2321, loss: 1.2321 2023-12-08 14:23:11,038 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:02:29, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.2193, loss: 1.2193 2023-12-08 14:24:00,009 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:02:19, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.1681, loss: 1.1681 2023-12-08 14:24:36,362 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:02:02, time: 0.364, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 1.2498, loss: 1.2498 2023-12-08 14:25:13,581 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:01:46, time: 0.372, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 1.2618, loss: 1.2618 2023-12-08 14:25:58,962 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:01:34, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.1871, loss: 1.1871 2023-12-08 14:26:44,176 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:01:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 1.2244, loss: 1.2244 2023-12-08 14:27:29,288 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:01:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.1938, loss: 1.1938 2023-12-08 14:28:14,598 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:00:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 1.1773, loss: 1.1773 2023-12-08 14:28:59,836 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 9:00:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.1927, loss: 1.1927 2023-12-08 14:29:03,094 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-08 14:31:25,907 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 14:31:25,982 - pyskl - INFO - top1_acc 0.8680 top5_acc 0.9817 2023-12-08 14:31:25,987 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8680, top5_acc: 0.9817 2023-12-08 14:32:30,235 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 9:00:42, time: 0.642, data_time: 0.189, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2260, loss: 1.2260 2023-12-08 14:33:15,622 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 9:00:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.1945, loss: 1.1945 2023-12-08 14:34:00,946 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 9:00:18, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.1601, loss: 1.1601 2023-12-08 14:34:46,108 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 9:00:06, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.1860, loss: 1.1860 2023-12-08 14:35:31,278 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:59:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.1092, loss: 1.1092 2023-12-08 14:36:16,450 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:59:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.1722, loss: 1.1722 2023-12-08 14:37:01,844 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:59:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.1183, loss: 1.1183 2023-12-08 14:37:47,137 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:59:17, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.1975, loss: 1.1975 2023-12-08 14:38:32,295 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:59:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.1997, loss: 1.1997 2023-12-08 14:39:17,690 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:58:53, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 1.1274, loss: 1.1274 2023-12-08 14:40:03,145 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:58:41, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 1.2094, loss: 1.2094 2023-12-08 14:40:48,616 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:58:28, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.1666, loss: 1.1666 2023-12-08 14:41:34,008 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:58:16, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.1913, loss: 1.1913 2023-12-08 14:42:19,420 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:58:04, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 1.1488, loss: 1.1488 2023-12-08 14:43:04,761 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:57:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.2283, loss: 1.2283 2023-12-08 14:43:34,454 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:57:30, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.2172, loss: 1.2172 2023-12-08 14:44:23,414 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:57:20, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.1487, loss: 1.1487 2023-12-08 14:45:12,146 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:57:09, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.2008, loss: 1.2008 2023-12-08 14:45:47,887 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:56:52, time: 0.357, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.2082, loss: 1.2082 2023-12-08 14:46:26,141 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:56:35, time: 0.383, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.2215, loss: 1.2215 2023-12-08 14:47:12,258 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:56:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.1287, loss: 1.1287 2023-12-08 14:47:58,346 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:56:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.1906, loss: 1.1906 2023-12-08 14:48:44,541 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:55:59, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.1962, loss: 1.1962 2023-12-08 14:49:30,653 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:55:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.1887, loss: 1.1887 2023-12-08 14:50:16,708 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:55:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 1.2252, loss: 1.2252 2023-12-08 14:50:20,053 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-08 14:52:42,754 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 14:52:42,829 - pyskl - INFO - top1_acc 0.8619 top5_acc 0.9796 2023-12-08 14:52:42,833 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8619, top5_acc: 0.9796 2023-12-08 14:53:47,703 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:55:30, time: 0.649, data_time: 0.195, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.1034, loss: 1.1034 2023-12-08 14:54:33,175 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:55:18, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.0947, loss: 1.0947 2023-12-08 14:55:18,429 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:55:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.1400, loss: 1.1400 2023-12-08 14:56:03,690 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:54:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.1936, loss: 1.1936 2023-12-08 14:56:49,066 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:54:39, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.1513, loss: 1.1513 2023-12-08 14:57:34,326 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:54:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.1346, loss: 1.1346 2023-12-08 14:58:19,545 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:54:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.1057, loss: 1.1057 2023-12-08 14:59:04,683 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:54:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.1034, loss: 1.1034 2023-12-08 14:59:50,037 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:53:48, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 1.1970, loss: 1.1970 2023-12-08 15:00:35,235 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:53:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.1577, loss: 1.1577 2023-12-08 15:01:20,517 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:53:22, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.1314, loss: 1.1314 2023-12-08 15:02:05,573 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:53:09, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 1.1710, loss: 1.1710 2023-12-08 15:02:50,814 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:52:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 1.2093, loss: 1.2093 2023-12-08 15:03:36,086 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:52:43, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.1443, loss: 1.1443 2023-12-08 15:04:21,382 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:52:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.1773, loss: 1.1773 2023-12-08 15:04:51,388 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:52:08, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.1479, loss: 1.1479 2023-12-08 15:05:40,361 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:51:57, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 1.1517, loss: 1.1517 2023-12-08 15:06:29,293 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:51:46, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.1731, loss: 1.1731 2023-12-08 15:07:03,270 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:51:27, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.1786, loss: 1.1786 2023-12-08 15:07:42,169 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:51:10, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.2083, loss: 1.2083 2023-12-08 15:08:28,286 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:50:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 1.2407, loss: 1.2407 2023-12-08 15:09:14,419 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:50:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 1.1847, loss: 1.1847 2023-12-08 15:10:00,519 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:50:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 1.1838, loss: 1.1838 2023-12-08 15:10:46,667 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:50:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.2389, loss: 1.2389 2023-12-08 15:11:32,815 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:50:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.1709, loss: 1.1709 2023-12-08 15:11:36,062 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-08 15:13:59,289 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 15:13:59,364 - pyskl - INFO - top1_acc 0.8812 top5_acc 0.9827 2023-12-08 15:13:59,369 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_92.pth was removed 2023-12-08 15:13:59,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. 2023-12-08 15:13:59,506 - pyskl - INFO - Best top1_acc is 0.8812 at 98 epoch. 2023-12-08 15:13:59,510 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8812, top5_acc: 0.9827 2023-12-08 15:15:04,356 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:50:01, time: 0.648, data_time: 0.188, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.1419, loss: 1.1419 2023-12-08 15:15:50,403 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:49:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 1.1536, loss: 1.1536 2023-12-08 15:16:36,511 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:49:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.0943, loss: 1.0943 2023-12-08 15:17:22,582 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:49:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 1.1157, loss: 1.1157 2023-12-08 15:18:08,687 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:49:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.1280, loss: 1.1280 2023-12-08 15:18:54,817 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:48:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.1200, loss: 1.1200 2023-12-08 15:19:40,945 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:48:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.0902, loss: 1.0902 2023-12-08 15:20:27,006 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:48:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.1182, loss: 1.1182 2023-12-08 15:21:13,123 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:48:17, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.1447, loss: 1.1447 2023-12-08 15:21:59,191 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:48:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 1.1507, loss: 1.1507 2023-12-08 15:22:45,274 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:47:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.1595, loss: 1.1595 2023-12-08 15:23:31,319 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:47:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.1204, loss: 1.1204 2023-12-08 15:24:17,392 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:47:24, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.1174, loss: 1.1174 2023-12-08 15:25:03,473 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:47:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9881, loss_cls: 1.1999, loss: 1.1999 2023-12-08 15:25:49,577 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:46:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.2180, loss: 1.2180 2023-12-08 15:26:19,458 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:46:35, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.1524, loss: 1.1524 2023-12-08 15:27:08,398 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:46:23, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 1.1940, loss: 1.1940 2023-12-08 15:27:57,357 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:46:12, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.1547, loss: 1.1547 2023-12-08 15:28:30,722 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:45:52, time: 0.334, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.1303, loss: 1.1303 2023-12-08 15:29:10,645 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:45:35, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9894, loss_cls: 1.1893, loss: 1.1893 2023-12-08 15:29:55,784 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:45:21, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9869, loss_cls: 1.2344, loss: 1.2344 2023-12-08 15:30:41,130 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:45:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.1761, loss: 1.1761 2023-12-08 15:31:26,472 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:44:53, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.1538, loss: 1.1538 2023-12-08 15:32:11,751 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:44:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.1513, loss: 1.1513 2023-12-08 15:32:56,997 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:44:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.2070, loss: 1.2070 2023-12-08 15:33:00,263 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-08 15:35:23,374 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 15:35:23,447 - pyskl - INFO - top1_acc 0.8681 top5_acc 0.9799 2023-12-08 15:35:23,452 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8681, top5_acc: 0.9799 2023-12-08 15:36:28,793 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:44:20, time: 0.653, data_time: 0.193, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.1120, loss: 1.1120 2023-12-08 15:37:14,903 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:44:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.1288, loss: 1.1288 2023-12-08 15:38:01,084 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:43:52, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 1.0923, loss: 1.0923 2023-12-08 15:38:47,226 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:43:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.1016, loss: 1.1016 2023-12-08 15:39:33,324 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:43:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.1368, loss: 1.1368 2023-12-08 15:40:19,478 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:43:11, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.1640, loss: 1.1640 2023-12-08 15:41:05,610 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:42:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.1338, loss: 1.1338 2023-12-08 15:41:51,728 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:42:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 1.1344, loss: 1.1344 2023-12-08 15:42:37,860 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:42:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.1245, loss: 1.1245 2023-12-08 15:43:23,990 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:42:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.1797, loss: 1.1797 2023-12-08 15:44:10,119 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:42:02, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.1358, loss: 1.1358 2023-12-08 15:44:56,206 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:41:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.1251, loss: 1.1251 2023-12-08 15:45:42,367 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:41:35, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 1.1977, loss: 1.1977 2023-12-08 15:46:28,515 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:41:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.1081, loss: 1.1081 2023-12-08 15:47:14,601 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:41:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 1.2103, loss: 1.2103 2023-12-08 15:47:44,753 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:40:45, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.1463, loss: 1.1463 2023-12-08 15:48:33,525 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:40:32, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.0964, loss: 1.0964 2023-12-08 15:49:22,274 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:40:20, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1409, loss: 1.1409 2023-12-08 15:49:53,922 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:39:58, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 1.2340, loss: 1.2340 2023-12-08 15:50:34,948 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:39:42, time: 0.410, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.1713, loss: 1.1713 2023-12-08 15:51:21,092 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:39:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9900, loss_cls: 1.1707, loss: 1.1707 2023-12-08 15:52:07,257 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:39:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.1080, loss: 1.1080 2023-12-08 15:52:53,354 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:38:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 1.1862, loss: 1.1862 2023-12-08 15:53:39,476 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:38:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.1381, loss: 1.1381 2023-12-08 15:54:25,624 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:38:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.1130, loss: 1.1130 2023-12-08 15:54:28,927 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-08 15:56:51,530 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 15:56:51,601 - pyskl - INFO - top1_acc 0.8573 top5_acc 0.9802 2023-12-08 15:56:51,606 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8573, top5_acc: 0.9802 2023-12-08 15:57:55,676 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:38:24, time: 0.641, data_time: 0.189, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.0913, loss: 1.0913 2023-12-08 15:58:40,735 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:38:09, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.0925, loss: 1.0925 2023-12-08 15:59:26,088 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:37:54, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.1169, loss: 1.1169 2023-12-08 16:00:11,311 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:37:39, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.1518, loss: 1.1518 2023-12-08 16:00:56,676 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:37:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.1482, loss: 1.1482 2023-12-08 16:01:41,740 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:37:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9900, loss_cls: 1.1096, loss: 1.1096 2023-12-08 16:02:27,015 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:36:55, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.0940, loss: 1.0940 2023-12-08 16:03:12,074 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:36:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1453, loss: 1.1453 2023-12-08 16:03:57,293 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:36:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1540, loss: 1.1540 2023-12-08 16:04:42,396 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:36:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.1344, loss: 1.1344 2023-12-08 16:05:27,541 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:35:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.1063, loss: 1.1063 2023-12-08 16:06:12,920 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:35:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 1.1830, loss: 1.1830 2023-12-08 16:06:58,189 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:35:26, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.1495, loss: 1.1495 2023-12-08 16:07:43,462 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:35:11, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.1650, loss: 1.1650 2023-12-08 16:08:28,571 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:34:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.0915, loss: 1.0915 2023-12-08 16:08:58,559 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:34:33, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.2140, loss: 1.2140 2023-12-08 16:09:47,513 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:34:20, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 1.1401, loss: 1.1401 2023-12-08 16:10:36,449 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:34:07, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.1511, loss: 1.1511 2023-12-08 16:11:08,566 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:33:45, time: 0.321, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.1671, loss: 1.1671 2023-12-08 16:11:49,002 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:33:28, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1034, loss: 1.1034 2023-12-08 16:12:34,148 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:33:13, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9894, loss_cls: 1.1748, loss: 1.1748 2023-12-08 16:13:19,461 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:32:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.1938, loss: 1.1938 2023-12-08 16:14:04,900 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:32:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.1714, loss: 1.1714 2023-12-08 16:14:50,145 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:32:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.1608, loss: 1.1608 2023-12-08 16:15:35,540 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:32:12, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.1144, loss: 1.1144 2023-12-08 16:15:38,839 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-08 16:18:02,031 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 16:18:02,102 - pyskl - INFO - top1_acc 0.8803 top5_acc 0.9842 2023-12-08 16:18:02,106 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8803, top5_acc: 0.9842 2023-12-08 16:19:07,083 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:32:04, time: 0.650, data_time: 0.189, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.0792, loss: 1.0792 2023-12-08 16:19:53,198 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:31:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.0802, loss: 1.0802 2023-12-08 16:20:39,264 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:31:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.0882, loss: 1.0882 2023-12-08 16:21:25,315 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:31:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.0985, loss: 1.0985 2023-12-08 16:22:11,501 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:31:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.1805, loss: 1.1805 2023-12-08 16:22:57,587 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:30:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.1077, loss: 1.1077 2023-12-08 16:23:43,648 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:30:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.1436, loss: 1.1436 2023-12-08 16:24:29,760 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:30:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.1297, loss: 1.1297 2023-12-08 16:25:15,892 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:30:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.0620, loss: 1.0620 2023-12-08 16:26:02,023 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:29:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 1.1377, loss: 1.1377 2023-12-08 16:26:48,165 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:29:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9912, loss_cls: 1.1375, loss: 1.1375 2023-12-08 16:27:34,302 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:29:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.1217, loss: 1.1217 2023-12-08 16:28:20,488 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:29:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.0872, loss: 1.0872 2023-12-08 16:29:06,626 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:28:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.1066, loss: 1.1066 2023-12-08 16:29:52,725 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:28:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.1281, loss: 1.1281 2023-12-08 16:30:23,140 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:28:12, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.1533, loss: 1.1533 2023-12-08 16:31:12,108 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:27:58, time: 0.490, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.1225, loss: 1.1225 2023-12-08 16:32:01,032 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:27:44, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.1152, loss: 1.1152 2023-12-08 16:32:32,384 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:27:22, time: 0.314, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.1115, loss: 1.1115 2023-12-08 16:33:14,344 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:27:04, time: 0.420, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.0980, loss: 1.0980 2023-12-08 16:34:00,482 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:26:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.1479, loss: 1.1479 2023-12-08 16:34:46,597 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:26:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.1388, loss: 1.1388 2023-12-08 16:35:32,740 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:26:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.1706, loss: 1.1706 2023-12-08 16:36:18,864 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:26:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.1866, loss: 1.1866 2023-12-08 16:37:04,983 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 8:25:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.1386, loss: 1.1386 2023-12-08 16:37:08,251 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-08 16:39:31,000 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 16:39:31,074 - pyskl - INFO - top1_acc 0.8709 top5_acc 0.9813 2023-12-08 16:39:31,079 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8709, top5_acc: 0.9813 2023-12-08 16:40:35,960 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 8:25:39, time: 0.649, data_time: 0.195, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.1000, loss: 1.1000 2023-12-08 16:41:21,121 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 8:25:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.0653, loss: 1.0653 2023-12-08 16:42:06,216 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 8:25:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.0942, loss: 1.0942 2023-12-08 16:42:51,641 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 8:24:51, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.0958, loss: 1.0958 2023-12-08 16:43:37,137 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 8:24:36, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1152, loss: 1.1152 2023-12-08 16:44:22,342 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 8:24:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.1536, loss: 1.1536 2023-12-08 16:45:07,577 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 8:24:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.0563, loss: 1.0563 2023-12-08 16:45:52,849 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 8:23:48, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.0849, loss: 1.0849 2023-12-08 16:46:38,064 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 8:23:32, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1300, loss: 1.1300 2023-12-08 16:47:23,388 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 8:23:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.1059, loss: 1.1059 2023-12-08 16:48:08,557 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 8:23:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.0943, loss: 1.0943 2023-12-08 16:48:53,907 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 8:22:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1003, loss: 1.1003 2023-12-08 16:49:39,256 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 8:22:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.0806, loss: 1.0806 2023-12-08 16:50:24,434 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 8:22:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.1602, loss: 1.1602 2023-12-08 16:51:09,339 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 8:21:55, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.1253, loss: 1.1253 2023-12-08 16:51:40,655 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 8:21:32, time: 0.313, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.1418, loss: 1.1418 2023-12-08 16:52:29,568 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 8:21:18, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.1186, loss: 1.1186 2023-12-08 16:53:18,513 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 8:21:03, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.1700, loss: 1.1700 2023-12-08 16:53:48,202 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 8:20:40, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 1.1719, loss: 1.1719 2023-12-08 16:54:31,776 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 8:20:23, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.0833, loss: 1.0833 2023-12-08 16:55:17,907 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 8:20:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.1131, loss: 1.1131 2023-12-08 16:56:03,997 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 8:19:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.1134, loss: 1.1134 2023-12-08 16:56:50,104 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 8:19:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1217, loss: 1.1217 2023-12-08 16:57:36,259 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 8:19:19, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.1537, loss: 1.1537 2023-12-08 16:58:22,319 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 8:19:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 1.1261, loss: 1.1261 2023-12-08 16:58:25,533 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-08 17:00:48,473 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 17:00:48,545 - pyskl - INFO - top1_acc 0.8741 top5_acc 0.9817 2023-12-08 17:00:48,549 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8741, top5_acc: 0.9817 2023-12-08 17:01:52,991 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 8:18:53, time: 0.644, data_time: 0.190, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9944, loss_cls: 1.0378, loss: 1.0378 2023-12-08 17:02:38,141 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 8:18:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.0689, loss: 1.0689 2023-12-08 17:03:23,319 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 8:18:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.0833, loss: 1.0833 2023-12-08 17:04:08,434 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 8:18:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.1094, loss: 1.1094 2023-12-08 17:04:53,681 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 8:17:48, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.1092, loss: 1.1092 2023-12-08 17:05:38,802 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 8:17:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.1416, loss: 1.1416 2023-12-08 17:06:23,973 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 8:17:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 1.0950, loss: 1.0950 2023-12-08 17:07:09,089 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 8:16:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.1284, loss: 1.1284 2023-12-08 17:07:54,388 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 8:16:41, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.0395, loss: 1.0395 2023-12-08 17:08:39,751 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 8:16:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.0878, loss: 1.0878 2023-12-08 17:09:24,898 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 8:16:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.1120, loss: 1.1120 2023-12-08 17:10:10,223 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 8:15:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.0885, loss: 1.0885 2023-12-08 17:10:55,430 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 8:15:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.0960, loss: 1.0960 2023-12-08 17:11:40,650 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 8:15:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.1604, loss: 1.1604 2023-12-08 17:12:23,794 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 8:15:00, time: 0.431, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1286, loss: 1.1286 2023-12-08 17:12:55,768 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 8:14:38, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.1433, loss: 1.1433 2023-12-08 17:13:44,687 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 8:14:23, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.0771, loss: 1.0771 2023-12-08 17:14:33,473 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 8:14:07, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.0982, loss: 1.0982 2023-12-08 17:15:02,290 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 8:13:43, time: 0.288, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.1136, loss: 1.1136 2023-12-08 17:15:46,320 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 8:13:26, time: 0.440, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.1653, loss: 1.1653 2023-12-08 17:16:32,398 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 8:13:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.0861, loss: 1.0861 2023-12-08 17:17:18,476 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 8:12:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.1158, loss: 1.1158 2023-12-08 17:18:04,598 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 8:12:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.1208, loss: 1.1208 2023-12-08 17:18:50,716 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 8:12:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.0908, loss: 1.0908 2023-12-08 17:19:36,865 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 8:12:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.0880, loss: 1.0880 2023-12-08 17:19:40,124 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-08 17:22:03,156 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 17:22:03,232 - pyskl - INFO - top1_acc 0.8655 top5_acc 0.9781 2023-12-08 17:22:03,236 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8655, top5_acc: 0.9781 2023-12-08 17:23:07,632 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 8:11:53, time: 0.644, data_time: 0.192, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.0835, loss: 1.0835 2023-12-08 17:23:52,979 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 8:11:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.1262, loss: 1.1262 2023-12-08 17:24:38,317 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 8:11:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.0743, loss: 1.0743 2023-12-08 17:25:23,749 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 8:11:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.0865, loss: 1.0865 2023-12-08 17:26:08,804 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 8:10:45, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.0282, loss: 1.0282 2023-12-08 17:26:54,143 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 8:10:28, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.0644, loss: 1.0644 2023-12-08 17:27:39,566 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 8:10:11, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.0933, loss: 1.0933 2023-12-08 17:28:24,856 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 8:09:54, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.0666, loss: 1.0666 2023-12-08 17:29:09,971 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 8:09:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 1.0635, loss: 1.0635 2023-12-08 17:29:55,292 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 8:09:20, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.0915, loss: 1.0915 2023-12-08 17:30:40,523 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 8:09:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.1133, loss: 1.1133 2023-12-08 17:31:25,952 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 8:08:45, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.1341, loss: 1.1341 2023-12-08 17:32:11,010 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 8:08:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.1434, loss: 1.1434 2023-12-08 17:32:56,202 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 8:08:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.1663, loss: 1.1663 2023-12-08 17:33:39,239 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 8:07:53, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1086, loss: 1.1086 2023-12-08 17:34:11,557 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 8:07:30, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.1120, loss: 1.1120 2023-12-08 17:35:00,440 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 8:07:14, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.1208, loss: 1.1208 2023-12-08 17:35:49,347 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 8:06:58, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.1207, loss: 1.1207 2023-12-08 17:36:17,765 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 8:06:34, time: 0.284, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.0936, loss: 1.0936 2023-12-08 17:37:02,256 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 8:06:16, time: 0.445, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.0651, loss: 1.0651 2023-12-08 17:37:48,295 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 8:05:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.0845, loss: 1.0845 2023-12-08 17:38:34,383 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 8:05:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.1016, loss: 1.1016 2023-12-08 17:39:20,505 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 8:05:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.1092, loss: 1.1092 2023-12-08 17:40:06,573 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 8:05:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.1326, loss: 1.1326 2023-12-08 17:40:52,672 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 8:04:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1262, loss: 1.1262 2023-12-08 17:40:55,942 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-08 17:43:18,864 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 17:43:18,935 - pyskl - INFO - top1_acc 0.8766 top5_acc 0.9821 2023-12-08 17:43:18,939 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8766, top5_acc: 0.9821 2023-12-08 17:44:24,310 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 8:04:40, time: 0.654, data_time: 0.193, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.0494, loss: 1.0494 2023-12-08 17:45:10,382 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 8:04:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.0335, loss: 1.0335 2023-12-08 17:45:56,557 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 8:04:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.0626, loss: 1.0626 2023-12-08 17:46:42,670 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 8:03:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.0691, loss: 1.0691 2023-12-08 17:47:28,782 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 8:03:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.0573, loss: 1.0573 2023-12-08 17:48:14,838 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 8:03:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.0801, loss: 1.0801 2023-12-08 17:49:00,968 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 8:02:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.0775, loss: 1.0775 2023-12-08 17:49:47,101 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 8:02:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.0136, loss: 1.0136 2023-12-08 17:50:33,227 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 8:02:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.0671, loss: 1.0671 2023-12-08 17:51:19,374 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 8:02:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.0854, loss: 1.0854 2023-12-08 17:52:05,478 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 8:01:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.1392, loss: 1.1392 2023-12-08 17:52:51,570 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 8:01:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.0646, loss: 1.0646 2023-12-08 17:53:37,649 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 8:01:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.1018, loss: 1.1018 2023-12-08 17:54:23,754 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 8:00:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.0508, loss: 1.0508 2023-12-08 17:55:07,237 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 8:00:37, time: 0.435, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.0471, loss: 1.0471 2023-12-08 17:55:40,764 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 8:00:14, time: 0.335, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.0720, loss: 1.0720 2023-12-08 17:56:29,596 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:59:58, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 1.1177, loss: 1.1177 2023-12-08 17:57:18,438 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:59:41, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.0774, loss: 1.0774 2023-12-08 17:57:45,849 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:59:16, time: 0.274, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 1.1772, loss: 1.1772 2023-12-08 17:58:30,502 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:58:58, time: 0.447, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.0829, loss: 1.0829 2023-12-08 17:59:15,752 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:58:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.1066, loss: 1.1066 2023-12-08 18:00:00,938 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:58:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.0557, loss: 1.0557 2023-12-08 18:00:46,057 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:58:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.0892, loss: 1.0892 2023-12-08 18:01:31,349 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:57:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.0845, loss: 1.0845 2023-12-08 18:02:16,723 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:57:28, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.1148, loss: 1.1148 2023-12-08 18:02:19,967 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-08 18:04:43,077 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 18:04:43,151 - pyskl - INFO - top1_acc 0.8773 top5_acc 0.9825 2023-12-08 18:04:43,156 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8773, top5_acc: 0.9825 2023-12-08 18:05:48,956 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:57:17, time: 0.658, data_time: 0.197, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.0064, loss: 1.0064 2023-12-08 18:06:35,068 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:56:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.0103, loss: 1.0103 2023-12-08 18:07:21,236 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:56:41, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.0371, loss: 1.0371 2023-12-08 18:08:07,305 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:56:24, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.0532, loss: 1.0532 2023-12-08 18:08:53,409 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:56:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.0254, loss: 1.0254 2023-12-08 18:09:39,519 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:55:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.0312, loss: 1.0312 2023-12-08 18:10:25,617 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:55:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.0916, loss: 1.0916 2023-12-08 18:11:11,709 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:55:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.0570, loss: 1.0570 2023-12-08 18:11:57,792 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:54:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.0518, loss: 1.0518 2023-12-08 18:12:43,890 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:54:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.0405, loss: 1.0405 2023-12-08 18:13:29,972 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:54:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.0237, loss: 1.0237 2023-12-08 18:14:16,087 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:54:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.0737, loss: 1.0737 2023-12-08 18:15:02,195 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:53:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.0652, loss: 1.0652 2023-12-08 18:15:48,305 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:53:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.0638, loss: 1.0638 2023-12-08 18:16:29,863 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:53:05, time: 0.416, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.0966, loss: 1.0966 2023-12-08 18:17:05,519 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:52:43, time: 0.357, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.0761, loss: 1.0761 2023-12-08 18:17:54,415 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:52:26, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.0784, loss: 1.0784 2023-12-08 18:18:43,359 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:52:10, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.0481, loss: 1.0481 2023-12-08 18:19:09,860 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:51:44, time: 0.265, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.0680, loss: 1.0680 2023-12-08 18:19:55,140 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:51:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.0604, loss: 1.0604 2023-12-08 18:20:40,489 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:51:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.0491, loss: 1.0491 2023-12-08 18:21:25,639 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:50:48, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1347, loss: 1.1347 2023-12-08 18:22:11,028 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:50:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.0813, loss: 1.0813 2023-12-08 18:22:56,117 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:50:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.0635, loss: 1.0635 2023-12-08 18:23:41,226 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:49:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.0688, loss: 1.0688 2023-12-08 18:23:44,394 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-08 18:26:07,128 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 18:26:07,201 - pyskl - INFO - top1_acc 0.8879 top5_acc 0.9808 2023-12-08 18:26:07,206 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_98.pth was removed 2023-12-08 18:26:07,350 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. 2023-12-08 18:26:07,351 - pyskl - INFO - Best top1_acc is 0.8879 at 107 epoch. 2023-12-08 18:26:07,356 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8879, top5_acc: 0.9808 2023-12-08 18:27:11,580 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:49:40, time: 0.642, data_time: 0.189, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.0265, loss: 1.0265 2023-12-08 18:27:56,810 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:49:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.0081, loss: 1.0081 2023-12-08 18:28:42,122 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:49:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.9731, loss: 0.9731 2023-12-08 18:29:27,393 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:48:44, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.0252, loss: 1.0252 2023-12-08 18:30:12,482 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:48:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.0541, loss: 1.0541 2023-12-08 18:30:57,623 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:48:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.0125, loss: 1.0125 2023-12-08 18:31:42,771 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:47:48, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.0272, loss: 1.0272 2023-12-08 18:32:27,917 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:47:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.0553, loss: 1.0553 2023-12-08 18:33:13,227 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:47:11, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.0214, loss: 1.0214 2023-12-08 18:33:58,472 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:46:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.0473, loss: 1.0473 2023-12-08 18:34:43,777 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:46:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.0584, loss: 1.0584 2023-12-08 18:35:28,900 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:46:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.1072, loss: 1.1072 2023-12-08 18:36:14,003 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:45:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.0426, loss: 1.0426 2023-12-08 18:36:59,244 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:45:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 1.0558, loss: 1.0558 2023-12-08 18:37:39,045 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:45:16, time: 0.398, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.0589, loss: 1.0589 2023-12-08 18:38:16,011 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:44:54, time: 0.370, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.0867, loss: 1.0867 2023-12-08 18:39:04,907 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:44:37, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.0376, loss: 1.0376 2023-12-08 18:39:53,835 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:44:19, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.0278, loss: 1.0278 2023-12-08 18:40:20,515 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:43:53, time: 0.267, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.0640, loss: 1.0640 2023-12-08 18:41:05,754 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:43:34, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.0872, loss: 1.0872 2023-12-08 18:41:50,828 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:43:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.0964, loss: 1.0964 2023-12-08 18:42:36,009 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:42:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.0461, loss: 1.0461 2023-12-08 18:43:21,273 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 7:42:38, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.0886, loss: 1.0886 2023-12-08 18:44:06,593 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 7:42:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.0809, loss: 1.0809 2023-12-08 18:44:51,907 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 7:42:00, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.0486, loss: 1.0486 2023-12-08 18:44:55,183 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-08 18:47:18,011 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 18:47:18,084 - pyskl - INFO - top1_acc 0.8819 top5_acc 0.9819 2023-12-08 18:47:18,088 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8819, top5_acc: 0.9819 2023-12-08 18:48:22,705 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 7:41:46, time: 0.646, data_time: 0.193, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.0240, loss: 1.0240 2023-12-08 18:49:07,850 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 7:41:27, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.9848, loss: 0.9848 2023-12-08 18:49:52,985 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 7:41:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.0275, loss: 1.0275 2023-12-08 18:50:38,263 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 7:40:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.0593, loss: 1.0593 2023-12-08 18:51:23,607 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 7:40:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.0256, loss: 1.0256 2023-12-08 18:52:08,793 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 7:40:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.0630, loss: 1.0630 2023-12-08 18:52:54,095 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 7:39:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.0006, loss: 1.0006 2023-12-08 18:53:39,360 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 7:39:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.0437, loss: 1.0437 2023-12-08 18:54:24,508 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 7:39:13, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.9987, loss: 0.9987 2023-12-08 18:55:09,757 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 7:38:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.0725, loss: 1.0725 2023-12-08 18:55:54,987 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 7:38:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.0924, loss: 1.0924 2023-12-08 18:56:40,348 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 7:38:16, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.0431, loss: 1.0431 2023-12-08 18:57:25,641 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 7:37:56, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0214, loss: 1.0214 2023-12-08 18:58:10,871 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 7:37:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.0199, loss: 1.0199 2023-12-08 18:58:49,008 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 7:37:15, time: 0.381, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.0365, loss: 1.0365 2023-12-08 18:59:28,294 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 7:36:54, time: 0.393, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.0901, loss: 1.0901 2023-12-08 19:00:17,161 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 7:36:36, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.0816, loss: 1.0816 2023-12-08 19:01:04,681 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 7:36:17, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.0391, loss: 1.0391 2023-12-08 19:01:32,350 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 7:35:51, time: 0.277, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.0789, loss: 1.0789 2023-12-08 19:02:18,469 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 7:35:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.0419, loss: 1.0419 2023-12-08 19:03:04,568 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 7:35:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.0550, loss: 1.0550 2023-12-08 19:03:50,669 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 7:34:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.0993, loss: 1.0993 2023-12-08 19:04:36,780 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 7:34:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.0450, loss: 1.0450 2023-12-08 19:05:22,881 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 7:34:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.0587, loss: 1.0587 2023-12-08 19:06:08,931 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 7:33:57, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.0776, loss: 1.0776 2023-12-08 19:06:12,226 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-08 19:08:34,603 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 19:08:34,685 - pyskl - INFO - top1_acc 0.8803 top5_acc 0.9835 2023-12-08 19:08:34,689 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8803, top5_acc: 0.9835 2023-12-08 19:09:38,900 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 7:33:42, time: 0.642, data_time: 0.190, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.0195, loss: 1.0195 2023-12-08 19:10:24,125 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 7:33:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.9799, loss: 0.9799 2023-12-08 19:11:09,471 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 7:33:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.0053, loss: 1.0053 2023-12-08 19:11:54,937 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 7:32:44, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.9937, loss: 0.9937 2023-12-08 19:12:40,200 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 7:32:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9950, loss_cls: 0.9845, loss: 0.9845 2023-12-08 19:13:25,428 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 7:32:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 2023-12-08 19:14:10,680 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 7:31:45, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.0471, loss: 1.0471 2023-12-08 19:14:55,925 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 7:31:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.0153, loss: 1.0153 2023-12-08 19:15:41,136 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 7:31:06, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.0344, loss: 1.0344 2023-12-08 19:16:26,370 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 7:30:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.0199, loss: 1.0199 2023-12-08 19:17:11,787 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 7:30:27, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.1037, loss: 1.1037 2023-12-08 19:17:57,039 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 7:30:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 1.1078, loss: 1.1078 2023-12-08 19:18:42,284 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 7:29:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.0645, loss: 1.0645 2023-12-08 19:19:27,460 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 7:29:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.0582, loss: 1.0582 2023-12-08 19:20:04,429 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 7:29:05, time: 0.370, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.0514, loss: 1.0514 2023-12-08 19:20:44,456 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 7:28:43, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.0064, loss: 1.0064 2023-12-08 19:21:33,369 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 7:28:25, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.0374, loss: 1.0374 2023-12-08 19:22:20,130 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 7:28:05, time: 0.468, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.0113, loss: 1.0113 2023-12-08 19:22:47,705 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 7:27:39, time: 0.276, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.0444, loss: 1.0444 2023-12-08 19:23:32,931 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 7:27:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.0483, loss: 1.0483 2023-12-08 19:24:18,069 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 7:26:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0500, loss: 1.0500 2023-12-08 19:25:03,241 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 7:26:39, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 1.0107, loss: 1.0107 2023-12-08 19:25:48,446 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 7:26:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.0561, loss: 1.0561 2023-12-08 19:26:33,648 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 7:26:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.0511, loss: 1.0511 2023-12-08 19:27:18,894 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 7:25:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.0878, loss: 1.0878 2023-12-08 19:27:22,090 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-08 19:29:45,002 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 19:29:45,072 - pyskl - INFO - top1_acc 0.8836 top5_acc 0.9820 2023-12-08 19:29:45,077 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8836, top5_acc: 0.9820 2023-12-08 19:30:50,525 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 7:25:25, time: 0.654, data_time: 0.193, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0035, loss: 1.0035 2023-12-08 19:31:36,606 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 7:25:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.0089, loss: 1.0089 2023-12-08 19:32:22,697 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 7:24:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.0024, loss: 1.0024 2023-12-08 19:33:08,833 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 7:24:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.0060, loss: 1.0060 2023-12-08 19:33:54,993 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 7:24:06, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0059, loss: 1.0059 2023-12-08 19:34:41,074 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 7:23:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.9661, loss: 0.9661 2023-12-08 19:35:27,098 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 7:23:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.0197, loss: 1.0197 2023-12-08 19:36:13,149 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 7:23:07, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.0153, loss: 1.0153 2023-12-08 19:36:59,211 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 7:22:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.0447, loss: 1.0447 2023-12-08 19:37:45,305 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 7:22:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.9786, loss: 0.9786 2023-12-08 19:38:31,432 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 7:22:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.0442, loss: 1.0442 2023-12-08 19:39:17,554 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 7:21:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.0149, loss: 1.0149 2023-12-08 19:40:03,705 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 7:21:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0343, loss: 1.0343 2023-12-08 19:40:49,825 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 7:21:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9851, loss: 0.9851 2023-12-08 19:41:26,363 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 7:20:45, time: 0.365, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.0476, loss: 1.0476 2023-12-08 19:42:07,453 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 7:20:23, time: 0.411, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.0149, loss: 1.0149 2023-12-08 19:42:56,341 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 7:20:04, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.0271, loss: 1.0271 2023-12-08 19:43:42,046 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 7:19:44, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.0335, loss: 1.0335 2023-12-08 19:44:10,836 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 7:19:18, time: 0.288, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.0290, loss: 1.0290 2023-12-08 19:44:56,899 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 7:18:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.0097, loss: 1.0097 2023-12-08 19:45:42,992 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 7:18:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.0663, loss: 1.0663 2023-12-08 19:46:29,045 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 7:18:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.0313, loss: 1.0313 2023-12-08 19:47:15,153 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 7:17:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.0432, loss: 1.0432 2023-12-08 19:48:01,223 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 7:17:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.0152, loss: 1.0152 2023-12-08 19:48:47,263 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 7:17:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.0159, loss: 1.0159 2023-12-08 19:48:50,511 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-08 19:51:13,321 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 19:51:13,392 - pyskl - INFO - top1_acc 0.8887 top5_acc 0.9853 2023-12-08 19:51:13,396 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_107.pth was removed 2023-12-08 19:51:13,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. 2023-12-08 19:51:13,526 - pyskl - INFO - Best top1_acc is 0.8887 at 111 epoch. 2023-12-08 19:51:13,531 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8887, top5_acc: 0.9853 2023-12-08 19:52:18,674 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 7:17:02, time: 0.651, data_time: 0.191, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.9711, loss: 0.9711 2023-12-08 19:53:04,796 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 7:16:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.0486, loss: 1.0486 2023-12-08 19:53:50,883 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 7:16:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 2023-12-08 19:54:36,922 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 7:16:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.0032, loss: 1.0032 2023-12-08 19:55:22,947 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 7:15:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.9968, loss: 0.9968 2023-12-08 19:56:09,081 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 7:15:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.9894, loss: 0.9894 2023-12-08 19:56:55,128 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 7:15:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.9987, loss: 0.9987 2023-12-08 19:57:41,182 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 7:14:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9891, loss: 0.9891 2023-12-08 19:58:27,238 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 7:14:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.0369, loss: 1.0369 2023-12-08 19:59:13,281 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 7:14:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.0082, loss: 1.0082 2023-12-08 19:59:59,370 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 7:13:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0201, loss: 1.0201 2023-12-08 20:00:45,529 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 7:13:20, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.0032, loss: 1.0032 2023-12-08 20:01:31,601 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 7:12:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.9833, loss: 0.9833 2023-12-08 20:02:17,696 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 7:12:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.0250, loss: 1.0250 2023-12-08 20:02:53,511 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 7:12:15, time: 0.358, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.0207, loss: 1.0207 2023-12-08 20:03:35,573 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 7:11:53, time: 0.421, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.0348, loss: 1.0348 2023-12-08 20:04:24,472 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 7:11:34, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.9994, loss: 0.9994 2023-12-08 20:05:09,153 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 7:11:13, time: 0.447, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0136, loss: 1.0136 2023-12-08 20:05:39,435 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 7:10:47, time: 0.303, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.0883, loss: 1.0883 2023-12-08 20:06:25,494 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 7:10:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 1.0397, loss: 1.0397 2023-12-08 20:07:11,547 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 7:10:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.0317, loss: 1.0317 2023-12-08 20:07:57,603 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 7:09:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.0302, loss: 1.0302 2023-12-08 20:08:43,619 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 7:09:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.0563, loss: 1.0563 2023-12-08 20:09:29,667 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 7:09:05, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.0075, loss: 1.0075 2023-12-08 20:10:15,720 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 7:08:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.9983, loss: 0.9983 2023-12-08 20:10:18,943 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-08 20:12:42,060 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 20:12:42,136 - pyskl - INFO - top1_acc 0.8886 top5_acc 0.9822 2023-12-08 20:12:42,140 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8886, top5_acc: 0.9822 2023-12-08 20:13:46,207 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 7:08:28, time: 0.641, data_time: 0.188, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.9841, loss: 0.9841 2023-12-08 20:14:31,396 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 7:08:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.0210, loss: 1.0210 2023-12-08 20:15:16,604 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 7:07:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9835, loss: 0.9835 2023-12-08 20:16:02,034 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 7:07:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0120, loss: 1.0120 2023-12-08 20:16:47,220 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 7:07:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.9476, loss: 0.9476 2023-12-08 20:17:32,338 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 7:06:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9843, loss: 0.9843 2023-12-08 20:18:17,532 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 7:06:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.9671, loss: 0.9671 2023-12-08 20:19:02,968 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 7:06:01, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.9891, loss: 0.9891 2023-12-08 20:19:48,290 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 7:05:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.9820, loss: 0.9820 2023-12-08 20:20:33,617 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 7:05:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.9656, loss: 0.9656 2023-12-08 20:21:18,840 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 7:04:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.9713, loss: 0.9713 2023-12-08 20:22:04,175 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 7:04:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9850, loss: 0.9850 2023-12-08 20:22:49,414 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 7:04:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.9801, loss: 0.9801 2023-12-08 20:23:34,615 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 7:03:55, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.9538, loss: 0.9538 2023-12-08 20:24:08,614 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 7:03:30, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9791, loss: 0.9791 2023-12-08 20:24:51,844 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 7:03:09, time: 0.432, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.9951, loss: 0.9951 2023-12-08 20:25:40,768 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 7:02:49, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0164, loss: 1.0164 2023-12-08 20:26:24,246 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 7:02:27, time: 0.435, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.0308, loss: 1.0308 2023-12-08 20:26:55,008 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 7:02:01, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.0094, loss: 1.0094 2023-12-08 20:27:41,131 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 7:01:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.0001, loss: 1.0001 2023-12-08 20:28:27,270 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 7:01:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.0162, loss: 1.0162 2023-12-08 20:29:13,337 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 7:00:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.9863, loss: 0.9863 2023-12-08 20:29:59,383 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 7:00:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.0734, loss: 1.0734 2023-12-08 20:30:45,472 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 7:00:17, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.0036, loss: 1.0036 2023-12-08 20:31:31,522 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:59:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0059, loss: 1.0059 2023-12-08 20:31:34,818 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-08 20:33:57,396 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 20:33:57,470 - pyskl - INFO - top1_acc 0.8928 top5_acc 0.9846 2023-12-08 20:33:57,475 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_111.pth was removed 2023-12-08 20:33:57,626 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. 2023-12-08 20:33:57,627 - pyskl - INFO - Best top1_acc is 0.8928 at 113 epoch. 2023-12-08 20:33:57,631 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8928, top5_acc: 0.9846 2023-12-08 20:35:02,808 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:59:39, time: 0.652, data_time: 0.191, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.9395, loss: 0.9395 2023-12-08 20:35:48,880 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:59:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.9644, loss: 0.9644 2023-12-08 20:36:34,982 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:58:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.9317, loss: 0.9317 2023-12-08 20:37:21,072 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:58:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9520, loss: 0.9520 2023-12-08 20:38:07,148 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:58:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.9703, loss: 0.9703 2023-12-08 20:38:53,193 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:57:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.9575, loss: 0.9575 2023-12-08 20:39:39,234 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:57:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.9996, loss: 0.9996 2023-12-08 20:40:25,320 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:57:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.9770, loss: 0.9770 2023-12-08 20:41:11,432 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:56:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.9854, loss: 0.9854 2023-12-08 20:41:57,443 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:56:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.9944, loss: 0.9944 2023-12-08 20:42:43,532 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:56:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.0004, loss: 1.0004 2023-12-08 20:43:29,621 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:55:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.9448, loss: 0.9448 2023-12-08 20:44:15,766 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:55:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9961, loss: 0.9961 2023-12-08 20:45:01,878 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:55:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.9756, loss: 0.9756 2023-12-08 20:45:35,755 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:54:39, time: 0.339, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9985, loss: 0.9985 2023-12-08 20:46:19,975 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:54:17, time: 0.442, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9599, loss: 0.9599 2023-12-08 20:47:08,891 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:53:57, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.0257, loss: 1.0257 2023-12-08 20:47:51,383 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:53:34, time: 0.425, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.9693, loss: 0.9693 2023-12-08 20:48:23,193 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:53:08, time: 0.318, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.0122, loss: 1.0122 2023-12-08 20:49:08,427 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:52:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.0009, loss: 1.0009 2023-12-08 20:49:53,606 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:52:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.0241, loss: 1.0241 2023-12-08 20:50:38,672 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:52:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.0142, loss: 1.0142 2023-12-08 20:51:23,978 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:51:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 2023-12-08 20:52:09,267 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 6:51:20, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.9850, loss: 0.9850 2023-12-08 20:52:54,382 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 6:50:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.9940, loss: 0.9940 2023-12-08 20:52:57,499 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-08 20:55:20,158 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 20:55:20,229 - pyskl - INFO - top1_acc 0.8888 top5_acc 0.9837 2023-12-08 20:55:20,232 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8888, top5_acc: 0.9837 2023-12-08 20:56:24,015 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 6:50:41, time: 0.638, data_time: 0.186, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.9448, loss: 0.9448 2023-12-08 20:57:09,280 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 6:50:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.9311, loss: 0.9311 2023-12-08 20:57:54,420 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 6:49:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9568, loss: 0.9568 2023-12-08 20:58:39,664 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 6:49:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.9896, loss: 0.9896 2023-12-08 20:59:24,798 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 6:49:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.9619, loss: 0.9619 2023-12-08 21:00:10,014 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 6:48:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.9970, loss: 0.9970 2023-12-08 21:00:55,409 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 6:48:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9536, loss: 0.9536 2023-12-08 21:01:40,826 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 6:48:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9293, loss: 0.9293 2023-12-08 21:02:26,110 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 6:47:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.9577, loss: 0.9577 2023-12-08 21:03:11,292 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 6:47:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.9640, loss: 0.9640 2023-12-08 21:03:56,668 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 6:47:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.9832, loss: 0.9832 2023-12-08 21:04:42,086 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 6:46:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.9620, loss: 0.9620 2023-12-08 21:05:27,184 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 6:46:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.9678, loss: 0.9678 2023-12-08 21:06:12,283 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 6:45:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.9408, loss: 0.9408 2023-12-08 21:06:44,933 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 6:45:31, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.9805, loss: 0.9805 2023-12-08 21:07:29,849 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 6:45:09, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.9598, loss: 0.9598 2023-12-08 21:08:18,765 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 6:44:48, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.9593, loss: 0.9593 2023-12-08 21:09:00,531 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 6:44:25, time: 0.418, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.9874, loss: 0.9874 2023-12-08 21:09:32,725 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 6:43:59, time: 0.322, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.9578, loss: 0.9578 2023-12-08 21:10:18,820 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 6:43:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.0360, loss: 1.0360 2023-12-08 21:11:04,901 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 6:43:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.9791, loss: 0.9791 2023-12-08 21:11:50,963 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 6:42:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9781, loss: 0.9781 2023-12-08 21:12:36,969 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 6:42:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9722, loss: 0.9722 2023-12-08 21:13:23,017 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 6:42:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.9776, loss: 0.9776 2023-12-08 21:14:09,060 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 6:41:49, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.9896, loss: 0.9896 2023-12-08 21:14:12,265 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-08 21:16:35,186 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 21:16:35,258 - pyskl - INFO - top1_acc 0.8901 top5_acc 0.9822 2023-12-08 21:16:35,263 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8901, top5_acc: 0.9822 2023-12-08 21:17:40,929 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 6:41:31, time: 0.657, data_time: 0.196, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.9564, loss: 0.9564 2023-12-08 21:18:27,078 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 6:41:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9074, loss: 0.9074 2023-12-08 21:19:13,098 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 6:40:47, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.9316, loss: 0.9316 2023-12-08 21:19:59,193 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 6:40:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.9414, loss: 0.9414 2023-12-08 21:20:45,303 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 6:40:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.9378, loss: 0.9378 2023-12-08 21:21:31,363 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 6:39:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9642, loss: 0.9642 2023-12-08 21:22:17,503 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 6:39:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.9799, loss: 0.9799 2023-12-08 21:23:03,558 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 6:38:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.9535, loss: 0.9535 2023-12-08 21:23:49,591 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 6:38:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.0036, loss: 1.0036 2023-12-08 21:24:35,664 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 6:38:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 2023-12-08 21:25:21,765 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 6:37:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.9755, loss: 0.9755 2023-12-08 21:26:07,796 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 6:37:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.0077, loss: 1.0077 2023-12-08 21:26:53,883 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 6:37:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.9620, loss: 0.9620 2023-12-08 21:27:40,019 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 6:36:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.9673, loss: 0.9673 2023-12-08 21:28:11,979 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 6:36:19, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.9605, loss: 0.9605 2023-12-08 21:28:58,626 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 6:35:57, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9592, loss: 0.9592 2023-12-08 21:29:47,468 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 6:35:36, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9668, loss: 0.9668 2023-12-08 21:30:27,630 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 6:35:12, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9704, loss: 0.9704 2023-12-08 21:31:00,718 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 6:34:46, time: 0.331, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.9902, loss: 0.9902 2023-12-08 21:31:45,821 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 6:34:23, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.9806, loss: 0.9806 2023-12-08 21:32:31,021 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 6:34:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.9688, loss: 0.9688 2023-12-08 21:33:16,086 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 6:33:39, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.9698, loss: 0.9698 2023-12-08 21:34:01,479 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 6:33:16, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9753, loss: 0.9753 2023-12-08 21:34:46,690 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 6:32:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.9784, loss: 0.9784 2023-12-08 21:35:32,001 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 6:32:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.9776, loss: 0.9776 2023-12-08 21:35:35,226 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-08 21:37:58,608 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 21:37:58,679 - pyskl - INFO - top1_acc 0.8912 top5_acc 0.9819 2023-12-08 21:37:58,682 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8912, top5_acc: 0.9819 2023-12-08 21:39:04,083 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 6:32:13, time: 0.654, data_time: 0.194, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.9486, loss: 0.9486 2023-12-08 21:39:50,158 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 6:31:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.9211, loss: 0.9211 2023-12-08 21:40:36,257 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 6:31:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9349, loss: 0.9349 2023-12-08 21:41:22,386 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 6:31:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9650, loss: 0.9650 2023-12-08 21:42:08,301 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 6:30:43, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9515, loss: 0.9515 2023-12-08 21:42:53,528 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 6:30:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.9279, loss: 0.9279 2023-12-08 21:43:38,590 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 6:29:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.9221, loss: 0.9221 2023-12-08 21:44:23,948 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 6:29:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9615, loss: 0.9615 2023-12-08 21:45:08,977 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 6:29:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.9581, loss: 0.9581 2023-12-08 21:45:54,125 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 6:28:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.9467, loss: 0.9467 2023-12-08 21:46:39,522 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 6:28:28, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9174, loss: 0.9174 2023-12-08 21:47:24,799 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 6:28:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.9637, loss: 0.9637 2023-12-08 21:48:10,017 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 6:27:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.9873, loss: 0.9873 2023-12-08 21:48:55,227 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 6:27:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9603, loss: 0.9603 2023-12-08 21:49:25,152 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 6:26:52, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9651, loss: 0.9651 2023-12-08 21:50:13,044 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 6:26:30, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 2023-12-08 21:51:01,962 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 6:26:09, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.9664, loss: 0.9664 2023-12-08 21:51:40,801 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 6:25:44, time: 0.388, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.9885, loss: 0.9885 2023-12-08 21:52:15,175 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 6:25:18, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.9794, loss: 0.9794 2023-12-08 21:53:00,504 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 6:24:56, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 2023-12-08 21:53:45,759 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 6:24:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.9456, loss: 0.9456 2023-12-08 21:54:30,981 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 6:24:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.9624, loss: 0.9624 2023-12-08 21:55:16,206 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 6:23:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.9488, loss: 0.9488 2023-12-08 21:56:01,292 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 6:23:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.9562, loss: 0.9562 2023-12-08 21:56:46,465 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 6:23:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.9386, loss: 0.9386 2023-12-08 21:56:49,694 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-08 21:59:12,394 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 21:59:12,471 - pyskl - INFO - top1_acc 0.8869 top5_acc 0.9823 2023-12-08 21:59:12,477 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8869, top5_acc: 0.9823 2023-12-08 22:00:17,797 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 6:22:42, time: 0.653, data_time: 0.192, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.9551, loss: 0.9551 2023-12-08 22:01:03,852 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 6:22:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9188, loss: 0.9188 2023-12-08 22:01:49,945 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 6:21:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9268, loss: 0.9268 2023-12-08 22:02:35,979 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 6:21:34, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.9292, loss: 0.9292 2023-12-08 22:03:22,064 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 6:21:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.9114, loss: 0.9114 2023-12-08 22:04:08,105 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 6:20:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9276, loss: 0.9276 2023-12-08 22:04:54,131 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 6:20:26, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.9559, loss: 0.9559 2023-12-08 22:05:40,246 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 6:20:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.9484, loss: 0.9484 2023-12-08 22:06:26,322 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 6:19:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.9657, loss: 0.9657 2023-12-08 22:07:12,352 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 6:19:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.9552, loss: 0.9552 2023-12-08 22:07:58,342 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 6:18:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.9427, loss: 0.9427 2023-12-08 22:08:44,402 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 6:18:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.9464, loss: 0.9464 2023-12-08 22:09:30,452 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 6:18:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.9470, loss: 0.9470 2023-12-08 22:10:16,539 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 6:17:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.9397, loss: 0.9397 2023-12-08 22:10:46,308 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 6:17:19, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.9797, loss: 0.9797 2023-12-08 22:11:35,001 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 6:16:57, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.9006, loss: 0.9006 2023-12-08 22:12:23,943 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 6:16:34, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.9361, loss: 0.9361 2023-12-08 22:13:01,892 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 6:16:09, time: 0.379, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.9750, loss: 0.9750 2023-12-08 22:13:37,931 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 6:15:44, time: 0.360, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 2023-12-08 22:14:24,004 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 6:15:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.9806, loss: 0.9806 2023-12-08 22:15:10,111 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 6:14:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.9567, loss: 0.9567 2023-12-08 22:15:56,258 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 6:14:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.9519, loss: 0.9519 2023-12-08 22:16:42,327 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 6:14:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9479, loss: 0.9479 2023-12-08 22:17:28,437 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 6:13:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9538, loss: 0.9538 2023-12-08 22:18:14,475 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 6:13:26, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9075, loss: 0.9075 2023-12-08 22:18:17,744 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-08 22:20:40,877 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 22:20:40,948 - pyskl - INFO - top1_acc 0.8979 top5_acc 0.9842 2023-12-08 22:20:40,952 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_113.pth was removed 2023-12-08 22:20:41,114 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. 2023-12-08 22:20:41,115 - pyskl - INFO - Best top1_acc is 0.8979 at 118 epoch. 2023-12-08 22:20:41,120 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8979, top5_acc: 0.9842 2023-12-08 22:21:45,565 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 6:13:06, time: 0.644, data_time: 0.193, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9282, loss: 0.9282 2023-12-08 22:22:30,881 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 6:12:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9061, loss: 0.9061 2023-12-08 22:23:16,233 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 6:12:19, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.9612, loss: 0.9612 2023-12-08 22:24:01,368 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 6:11:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.9515, loss: 0.9515 2023-12-08 22:24:46,795 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 6:11:32, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.9261, loss: 0.9261 2023-12-08 22:25:32,172 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 6:11:09, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.9105, loss: 0.9105 2023-12-08 22:26:17,261 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 6:10:46, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9018, loss: 0.9018 2023-12-08 22:27:02,425 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 6:10:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9069, loss: 0.9069 2023-12-08 22:27:47,832 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 6:09:59, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.9277, loss: 0.9277 2023-12-08 22:28:33,099 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 6:09:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9057, loss: 0.9057 2023-12-08 22:29:18,176 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 6:09:12, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9030, loss: 0.9030 2023-12-08 22:30:03,443 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 6:08:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.9658, loss: 0.9658 2023-12-08 22:30:48,760 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 6:08:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.9462, loss: 0.9462 2023-12-08 22:31:34,179 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 6:08:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9130, loss: 0.9130 2023-12-08 22:32:03,929 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 6:07:34, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.9671, loss: 0.9671 2023-12-08 22:32:52,761 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 6:07:12, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9322, loss: 0.9322 2023-12-08 22:33:41,581 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 6:06:49, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.9583, loss: 0.9583 2023-12-08 22:34:17,497 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 6:06:23, time: 0.359, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.9490, loss: 0.9490 2023-12-08 22:34:54,740 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 6:05:58, time: 0.372, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.9159, loss: 0.9159 2023-12-08 22:35:40,175 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 6:05:34, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.9311, loss: 0.9311 2023-12-08 22:36:25,475 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 6:05:11, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.9697, loss: 0.9697 2023-12-08 22:37:10,744 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 6:04:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.9737, loss: 0.9737 2023-12-08 22:37:56,023 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 6:04:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.9012, loss: 0.9012 2023-12-08 22:38:41,137 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 6:04:00, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9275, loss: 0.9275 2023-12-08 22:39:26,128 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 6:03:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.9414, loss: 0.9414 2023-12-08 22:39:29,399 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-08 22:41:52,067 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 22:41:52,139 - pyskl - INFO - top1_acc 0.8942 top5_acc 0.9826 2023-12-08 22:41:52,142 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8942, top5_acc: 0.9826 2023-12-08 22:42:56,421 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 6:03:16, time: 0.643, data_time: 0.192, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9178, loss: 0.9178 2023-12-08 22:43:41,571 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 6:02:52, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.9253, loss: 0.9253 2023-12-08 22:44:26,659 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 6:02:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.9287, loss: 0.9287 2023-12-08 22:45:11,861 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 6:02:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9136, loss: 0.9136 2023-12-08 22:45:57,086 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 6:01:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.9039, loss: 0.9039 2023-12-08 22:46:42,198 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 6:01:17, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9250, loss: 0.9250 2023-12-08 22:47:27,277 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 6:00:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9037, loss: 0.9037 2023-12-08 22:48:12,462 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 6:00:30, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9174, loss: 0.9174 2023-12-08 22:48:57,721 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 6:00:06, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9178, loss: 0.9178 2023-12-08 22:49:43,029 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:59:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.9390, loss: 0.9390 2023-12-08 22:50:28,380 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:59:18, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.9357, loss: 0.9357 2023-12-08 22:51:13,484 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:58:55, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9002, loss: 0.9002 2023-12-08 22:51:58,675 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:58:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.9045, loss: 0.9045 2023-12-08 22:52:43,802 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:58:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9273, loss: 0.9273 2023-12-08 22:53:13,835 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:57:39, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.9228, loss: 0.9228 2023-12-08 22:54:02,681 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:57:16, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.9091, loss: 0.9091 2023-12-08 22:54:51,545 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:56:53, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.9102, loss: 0.9102 2023-12-08 22:55:25,945 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:56:27, time: 0.344, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.9222, loss: 0.9222 2023-12-08 22:56:04,036 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:56:01, time: 0.381, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9073, loss: 0.9073 2023-12-08 22:56:49,326 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:55:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8942, loss: 0.8942 2023-12-08 22:57:34,672 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:55:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.9030, loss: 0.9030 2023-12-08 22:58:20,028 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:54:49, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.9025, loss: 0.9025 2023-12-08 22:59:05,362 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:54:26, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8988, loss: 0.8988 2023-12-08 22:59:50,661 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 5:54:02, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9170, loss: 0.9170 2023-12-08 23:00:35,807 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 5:53:38, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8860, loss: 0.8860 2023-12-08 23:00:39,078 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-08 23:03:02,261 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 23:03:02,332 - pyskl - INFO - top1_acc 0.9005 top5_acc 0.9839 2023-12-08 23:03:02,337 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_118.pth was removed 2023-12-08 23:03:02,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. 2023-12-08 23:03:02,474 - pyskl - INFO - Best top1_acc is 0.9005 at 120 epoch. 2023-12-08 23:03:02,479 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9005, top5_acc: 0.9839 2023-12-08 23:04:07,235 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 5:53:16, time: 0.648, data_time: 0.195, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8810, loss: 0.8810 2023-12-08 23:04:52,628 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 5:52:52, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8902, loss: 0.8902 2023-12-08 23:05:37,906 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 5:52:28, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8922, loss: 0.8922 2023-12-08 23:06:23,170 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 5:52:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.9015, loss: 0.9015 2023-12-08 23:07:08,424 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 5:51:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.8920, loss: 0.8920 2023-12-08 23:07:53,498 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 5:51:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8927, loss: 0.8927 2023-12-08 23:08:38,680 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 5:50:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.8923, loss: 0.8923 2023-12-08 23:09:24,013 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 5:50:28, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8739, loss: 0.8739 2023-12-08 23:10:09,153 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 5:50:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8852, loss: 0.8852 2023-12-08 23:10:54,324 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 5:49:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.9207, loss: 0.9207 2023-12-08 23:11:39,524 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 5:49:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8954, loss: 0.8954 2023-12-08 23:12:24,847 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 5:48:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8715, loss: 0.8715 2023-12-08 23:13:09,963 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 5:48:27, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.9206, loss: 0.9206 2023-12-08 23:13:55,032 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 5:48:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.9246, loss: 0.9246 2023-12-08 23:14:24,946 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 5:47:35, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.8961, loss: 0.8961 2023-12-08 23:15:13,834 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 5:47:12, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9082, loss: 0.9082 2023-12-08 23:16:02,766 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 5:46:49, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9253, loss: 0.9253 2023-12-08 23:16:35,473 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 5:46:22, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.9407, loss: 0.9407 2023-12-08 23:17:16,122 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 5:45:56, time: 0.406, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8861, loss: 0.8861 2023-12-08 23:18:02,173 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 5:45:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.9284, loss: 0.9284 2023-12-08 23:18:48,255 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 5:45:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.9072, loss: 0.9072 2023-12-08 23:19:34,292 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 5:44:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9091, loss: 0.9091 2023-12-08 23:20:20,358 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 5:44:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.9226, loss: 0.9226 2023-12-08 23:21:06,448 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 5:43:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.9136, loss: 0.9136 2023-12-08 23:21:52,523 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 5:43:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.9151, loss: 0.9151 2023-12-08 23:21:55,764 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-08 23:24:18,188 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 23:24:18,259 - pyskl - INFO - top1_acc 0.8967 top5_acc 0.9840 2023-12-08 23:24:18,263 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8967, top5_acc: 0.9840 2023-12-08 23:25:23,707 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 5:43:10, time: 0.654, data_time: 0.194, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8965, loss: 0.8965 2023-12-08 23:26:09,756 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 5:42:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.8923, loss: 0.8923 2023-12-08 23:26:55,794 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 5:42:22, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.9141, loss: 0.9141 2023-12-08 23:27:41,780 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 5:41:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8970, loss: 0.8970 2023-12-08 23:28:27,841 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 5:41:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9011, loss: 0.9011 2023-12-08 23:29:13,889 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 5:41:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8782, loss: 0.8782 2023-12-08 23:30:00,007 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 5:40:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.9011, loss: 0.9011 2023-12-08 23:30:46,142 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 5:40:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8943, loss: 0.8943 2023-12-08 23:31:32,244 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 5:39:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8805, loss: 0.8805 2023-12-08 23:32:18,379 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 5:39:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.9107, loss: 0.9107 2023-12-08 23:33:04,443 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 5:39:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8921, loss: 0.8921 2023-12-08 23:33:50,529 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 5:38:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8915, loss: 0.8915 2023-12-08 23:34:36,589 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 5:38:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.8940, loss: 0.8940 2023-12-08 23:35:22,651 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 5:37:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.8920, loss: 0.8920 2023-12-08 23:35:52,975 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 5:37:27, time: 0.303, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.9327, loss: 0.9327 2023-12-08 23:36:41,893 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 5:37:03, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.9001, loss: 0.9001 2023-12-08 23:37:30,798 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 5:36:40, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9062, loss: 0.9062 2023-12-08 23:38:02,517 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 5:36:12, time: 0.317, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.8985, loss: 0.8985 2023-12-08 23:38:43,339 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 5:35:46, time: 0.408, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8946, loss: 0.8946 2023-12-08 23:39:28,669 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 5:35:22, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8932, loss: 0.8932 2023-12-08 23:40:13,860 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 5:34:57, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8738, loss: 0.8738 2023-12-08 23:40:58,971 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 5:34:33, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.9053, loss: 0.9053 2023-12-08 23:41:44,125 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 5:34:08, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.9026, loss: 0.9026 2023-12-08 23:42:29,274 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 5:33:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.9130, loss: 0.9130 2023-12-08 23:43:14,437 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 5:33:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8633, loss: 0.8633 2023-12-08 23:43:17,653 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-08 23:45:40,412 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-08 23:45:40,485 - pyskl - INFO - top1_acc 0.8959 top5_acc 0.9848 2023-12-08 23:45:40,491 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8959, top5_acc: 0.9848 2023-12-08 23:46:45,887 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 5:32:57, time: 0.654, data_time: 0.193, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8988, loss: 0.8988 2023-12-08 23:47:31,898 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 5:32:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8863, loss: 0.8863 2023-12-08 23:48:17,906 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 5:32:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8888, loss: 0.8888 2023-12-08 23:49:03,977 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 5:31:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8854, loss: 0.8854 2023-12-08 23:49:50,079 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 5:31:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8894, loss: 0.8894 2023-12-08 23:50:36,077 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 5:30:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8742, loss: 0.8742 2023-12-08 23:51:22,192 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 5:30:29, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8789, loss: 0.8789 2023-12-08 23:52:08,270 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 5:30:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8759, loss: 0.8759 2023-12-08 23:52:54,387 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 5:29:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8894, loss: 0.8894 2023-12-08 23:53:40,449 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 5:29:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8833, loss: 0.8833 2023-12-08 23:54:26,486 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 5:28:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.8836, loss: 0.8836 2023-12-08 23:55:12,564 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 5:28:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8878, loss: 0.8878 2023-12-08 23:55:58,615 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 5:28:02, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.9066, loss: 0.9066 2023-12-08 23:56:44,646 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 5:27:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8864, loss: 0.8864 2023-12-08 23:57:15,188 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 5:27:09, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8965, loss: 0.8965 2023-12-08 23:58:03,957 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 5:26:45, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8874, loss: 0.8874 2023-12-08 23:58:52,757 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 5:26:21, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.8876, loss: 0.8876 2023-12-08 23:59:23,198 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 5:25:52, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.8990, loss: 0.8990 2023-12-09 00:00:05,756 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 5:25:27, time: 0.426, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9033, loss: 0.9033 2023-12-09 00:00:51,861 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 5:25:02, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8960, loss: 0.8960 2023-12-09 00:01:38,028 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 5:24:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8700, loss: 0.8700 2023-12-09 00:02:24,131 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 5:24:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8916, loss: 0.8916 2023-12-09 00:03:10,202 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 5:23:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.9019, loss: 0.9019 2023-12-09 00:03:56,224 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 5:23:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8819, loss: 0.8819 2023-12-09 00:04:42,302 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 5:22:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8885, loss: 0.8885 2023-12-09 00:04:45,582 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-09 00:07:08,690 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 00:07:08,760 - pyskl - INFO - top1_acc 0.9032 top5_acc 0.9846 2023-12-09 00:07:08,764 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_120.pth was removed 2023-12-09 00:07:08,910 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. 2023-12-09 00:07:08,911 - pyskl - INFO - Best top1_acc is 0.9032 at 123 epoch. 2023-12-09 00:07:08,915 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9032, top5_acc: 0.9846 2023-12-09 00:08:13,734 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 5:22:36, time: 0.648, data_time: 0.188, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8673, loss: 0.8673 2023-12-09 00:08:59,759 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 5:22:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8680, loss: 0.8680 2023-12-09 00:09:45,818 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 5:21:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8690, loss: 0.8690 2023-12-09 00:10:31,910 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 5:21:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.8809, loss: 0.8809 2023-12-09 00:11:17,965 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 5:20:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 2023-12-09 00:12:04,010 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 5:20:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.8778, loss: 0.8778 2023-12-09 00:12:50,031 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 5:20:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8742, loss: 0.8742 2023-12-09 00:13:36,047 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 5:19:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8707, loss: 0.8707 2023-12-09 00:14:22,131 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 5:19:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8923, loss: 0.8923 2023-12-09 00:15:08,200 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 5:18:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8770, loss: 0.8770 2023-12-09 00:15:54,295 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 5:18:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8921, loss: 0.8921 2023-12-09 00:16:40,353 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 5:18:02, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8889, loss: 0.8889 2023-12-09 00:17:26,440 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 5:17:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8878, loss: 0.8878 2023-12-09 00:18:11,582 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 5:17:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8976, loss: 0.8976 2023-12-09 00:18:43,162 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 5:16:43, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8880, loss: 0.8880 2023-12-09 00:19:32,027 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 5:16:19, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.9021, loss: 0.9021 2023-12-09 00:20:20,931 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 5:15:54, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8944, loss: 0.8944 2023-12-09 00:20:50,038 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 5:15:26, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.8732, loss: 0.8732 2023-12-09 00:21:32,711 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 5:15:00, time: 0.427, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.9037, loss: 0.9037 2023-12-09 00:22:17,784 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 5:14:35, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8796, loss: 0.8796 2023-12-09 00:23:03,082 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 5:14:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8986, loss: 0.8986 2023-12-09 00:23:48,449 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 5:13:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8659, loss: 0.8659 2023-12-09 00:24:33,730 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 5:13:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8774, loss: 0.8774 2023-12-09 00:25:18,981 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 5:12:54, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8612, loss: 0.8612 2023-12-09 00:26:04,138 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 5:12:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8724, loss: 0.8724 2023-12-09 00:26:07,353 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-09 00:28:30,233 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 00:28:30,310 - pyskl - INFO - top1_acc 0.9048 top5_acc 0.9852 2023-12-09 00:28:30,315 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_123.pth was removed 2023-12-09 00:28:30,455 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. 2023-12-09 00:28:30,456 - pyskl - INFO - Best top1_acc is 0.9048 at 124 epoch. 2023-12-09 00:28:30,461 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9048, top5_acc: 0.9852 2023-12-09 00:29:34,917 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 5:12:05, time: 0.645, data_time: 0.192, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8837, loss: 0.8837 2023-12-09 00:30:20,170 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 5:11:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8711, loss: 0.8711 2023-12-09 00:31:05,432 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 5:11:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8804, loss: 0.8804 2023-12-09 00:31:50,652 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 5:10:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8700, loss: 0.8700 2023-12-09 00:32:35,901 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 5:10:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 2023-12-09 00:33:21,208 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 5:09:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8770, loss: 0.8770 2023-12-09 00:34:06,661 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 5:09:33, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 2023-12-09 00:34:52,063 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 5:09:07, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8618, loss: 0.8618 2023-12-09 00:35:37,322 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 5:08:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8766, loss: 0.8766 2023-12-09 00:36:22,518 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 5:08:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8758, loss: 0.8758 2023-12-09 00:37:07,620 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 5:07:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9002, loss: 0.9002 2023-12-09 00:37:52,989 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 5:07:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8698, loss: 0.8698 2023-12-09 00:38:38,353 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 5:07:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8718, loss: 0.8718 2023-12-09 00:39:21,337 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 5:06:34, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8770, loss: 0.8770 2023-12-09 00:39:54,265 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 5:06:06, time: 0.329, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.8960, loss: 0.8960 2023-12-09 00:40:43,128 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 5:05:41, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8637, loss: 0.8637 2023-12-09 00:41:31,995 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 5:05:16, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8470, loss: 0.8470 2023-12-09 00:41:59,722 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 5:04:47, time: 0.277, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8719, loss: 0.8719 2023-12-09 00:42:44,335 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 5:04:22, time: 0.446, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8830, loss: 0.8830 2023-12-09 00:43:29,653 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 5:03:56, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.8657, loss: 0.8657 2023-12-09 00:44:14,902 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 5:03:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8621, loss: 0.8621 2023-12-09 00:45:00,278 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 5:03:05, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8958, loss: 0.8958 2023-12-09 00:45:45,605 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 5:02:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.8698, loss: 0.8698 2023-12-09 00:46:30,881 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 5:02:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8738, loss: 0.8738 2023-12-09 00:47:16,289 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 5:01:48, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9014, loss: 0.9014 2023-12-09 00:47:19,541 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-09 00:49:42,646 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 00:49:42,718 - pyskl - INFO - top1_acc 0.9048 top5_acc 0.9851 2023-12-09 00:49:42,723 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9048, top5_acc: 0.9851 2023-12-09 00:50:48,132 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 5:01:24, time: 0.654, data_time: 0.193, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8603, loss: 0.8603 2023-12-09 00:51:34,241 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 5:00:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8846, loss: 0.8846 2023-12-09 00:52:20,303 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 5:00:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8689, loss: 0.8689 2023-12-09 00:53:06,383 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 5:00:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.8804, loss: 0.8804 2023-12-09 00:53:52,373 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:59:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8671, loss: 0.8671 2023-12-09 00:54:38,421 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:59:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8847, loss: 0.8847 2023-12-09 00:55:24,483 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:58:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8638, loss: 0.8638 2023-12-09 00:56:10,534 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:58:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.8839, loss: 0.8839 2023-12-09 00:56:56,634 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:58:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8806, loss: 0.8806 2023-12-09 00:57:42,660 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:57:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.8656, loss: 0.8656 2023-12-09 00:58:28,698 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:57:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8715, loss: 0.8715 2023-12-09 00:59:14,784 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:56:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8727, loss: 0.8727 2023-12-09 01:00:00,846 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:56:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.8826, loss: 0.8826 2023-12-09 01:00:42,935 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:55:51, time: 0.421, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.8811, loss: 0.8811 2023-12-09 01:01:18,152 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:55:23, time: 0.352, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 2023-12-09 01:02:07,015 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:54:58, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8633, loss: 0.8633 2023-12-09 01:02:55,853 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:54:33, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8830, loss: 0.8830 2023-12-09 01:03:22,696 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:54:04, time: 0.268, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8695, loss: 0.8695 2023-12-09 01:04:08,724 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:53:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8660, loss: 0.8660 2023-12-09 01:04:54,717 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:53:12, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8652, loss: 0.8652 2023-12-09 01:05:40,807 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:52:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8518, loss: 0.8518 2023-12-09 01:06:26,925 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:52:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8777, loss: 0.8777 2023-12-09 01:07:12,978 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:51:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8721, loss: 0.8721 2023-12-09 01:07:59,062 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:51:29, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.9161, loss: 0.9161 2023-12-09 01:08:45,112 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 4:51:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8641, loss: 0.8641 2023-12-09 01:08:48,404 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-09 01:11:11,006 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 01:11:11,083 - pyskl - INFO - top1_acc 0.9074 top5_acc 0.9850 2023-12-09 01:11:11,088 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_124.pth was removed 2023-12-09 01:11:11,228 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. 2023-12-09 01:11:11,228 - pyskl - INFO - Best top1_acc is 0.9074 at 126 epoch. 2023-12-09 01:11:11,233 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9074, top5_acc: 0.9850 2023-12-09 01:12:15,446 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 4:50:39, time: 0.642, data_time: 0.191, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8729, loss: 0.8729 2023-12-09 01:13:00,534 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 4:50:13, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8827, loss: 0.8827 2023-12-09 01:13:45,895 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 4:49:47, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8516, loss: 0.8516 2023-12-09 01:14:31,173 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 4:49:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 2023-12-09 01:15:16,393 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 4:48:55, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8576, loss: 0.8576 2023-12-09 01:16:01,583 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 4:48:29, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8471, loss: 0.8471 2023-12-09 01:16:46,790 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 4:48:03, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8651, loss: 0.8651 2023-12-09 01:17:31,932 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 4:47:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8547, loss: 0.8547 2023-12-09 01:18:17,024 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 4:47:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8696, loss: 0.8696 2023-12-09 01:19:02,411 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 4:46:45, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8393, loss: 0.8393 2023-12-09 01:19:47,685 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 4:46:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8533, loss: 0.8533 2023-12-09 01:20:32,870 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 4:45:53, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8829, loss: 0.8829 2023-12-09 01:21:18,149 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 4:45:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 2023-12-09 01:21:57,708 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 4:44:59, time: 0.396, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8594, loss: 0.8594 2023-12-09 01:22:34,550 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 4:44:32, time: 0.368, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 2023-12-09 01:23:23,325 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 4:44:06, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 2023-12-09 01:24:12,178 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 4:43:41, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8376, loss: 0.8376 2023-12-09 01:24:38,671 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 4:43:11, time: 0.265, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8766, loss: 0.8766 2023-12-09 01:25:24,709 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 4:42:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8555, loss: 0.8555 2023-12-09 01:26:10,742 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 4:42:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8557, loss: 0.8557 2023-12-09 01:26:56,784 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 4:41:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 2023-12-09 01:27:42,844 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 4:41:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8528, loss: 0.8528 2023-12-09 01:28:28,909 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 4:41:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8665, loss: 0.8665 2023-12-09 01:29:14,919 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 4:40:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8624, loss: 0.8624 2023-12-09 01:30:00,968 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 4:40:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8656, loss: 0.8656 2023-12-09 01:30:04,157 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-09 01:32:26,650 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 01:32:26,721 - pyskl - INFO - top1_acc 0.9107 top5_acc 0.9849 2023-12-09 01:32:26,726 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_126.pth was removed 2023-12-09 01:32:26,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. 2023-12-09 01:32:26,870 - pyskl - INFO - Best top1_acc is 0.9107 at 127 epoch. 2023-12-09 01:32:26,875 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9107, top5_acc: 0.9849 2023-12-09 01:33:31,098 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 4:39:44, time: 0.642, data_time: 0.190, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 2023-12-09 01:34:16,314 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 4:39:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8624, loss: 0.8624 2023-12-09 01:35:01,602 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 4:38:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8657, loss: 0.8657 2023-12-09 01:35:46,859 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 4:38:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8435, loss: 0.8435 2023-12-09 01:36:32,078 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 4:37:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 2023-12-09 01:37:17,232 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 4:37:32, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8482, loss: 0.8482 2023-12-09 01:38:02,516 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 4:37:06, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8550, loss: 0.8550 2023-12-09 01:38:47,803 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 4:36:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8536, loss: 0.8536 2023-12-09 01:39:32,993 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 4:36:13, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8534, loss: 0.8534 2023-12-09 01:40:18,104 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 4:35:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-09 01:41:03,425 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 4:35:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8518, loss: 0.8518 2023-12-09 01:41:48,894 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 4:34:54, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8673, loss: 0.8673 2023-12-09 01:42:34,090 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 4:34:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8503, loss: 0.8503 2023-12-09 01:43:12,871 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 4:34:00, time: 0.388, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8717, loss: 0.8717 2023-12-09 01:43:50,455 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 4:33:33, time: 0.376, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8593, loss: 0.8593 2023-12-09 01:44:39,325 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 4:33:07, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8317, loss: 0.8317 2023-12-09 01:45:28,170 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 4:32:41, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8551, loss: 0.8551 2023-12-09 01:45:54,181 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 4:32:11, time: 0.260, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.8570, loss: 0.8570 2023-12-09 01:46:39,286 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 4:31:45, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8726, loss: 0.8726 2023-12-09 01:47:24,398 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 4:31:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.8717, loss: 0.8717 2023-12-09 01:48:09,686 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 4:30:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 2023-12-09 01:48:54,903 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 4:30:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.8565, loss: 0.8565 2023-12-09 01:49:40,079 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 4:29:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 2023-12-09 01:50:25,512 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 4:29:32, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-09 01:51:10,874 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 4:29:06, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8786, loss: 0.8786 2023-12-09 01:51:14,078 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-09 01:53:37,171 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 01:53:37,249 - pyskl - INFO - top1_acc 0.9043 top5_acc 0.9847 2023-12-09 01:53:37,254 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9043, top5_acc: 0.9847 2023-12-09 01:54:42,740 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 4:28:40, time: 0.655, data_time: 0.194, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.8812, loss: 0.8812 2023-12-09 01:55:28,763 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 4:28:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 2023-12-09 01:56:14,772 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 4:27:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8495, loss: 0.8495 2023-12-09 01:57:00,805 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 4:27:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8619, loss: 0.8619 2023-12-09 01:57:46,883 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 4:26:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8396, loss: 0.8396 2023-12-09 01:58:32,915 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 4:26:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8639, loss: 0.8639 2023-12-09 01:59:18,958 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 4:26:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 2023-12-09 02:00:05,066 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 4:25:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8596, loss: 0.8596 2023-12-09 02:00:51,090 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 4:25:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8546, loss: 0.8546 2023-12-09 02:01:37,194 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 4:24:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8596, loss: 0.8596 2023-12-09 02:02:23,264 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 4:24:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8488, loss: 0.8488 2023-12-09 02:03:09,322 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 4:23:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8616, loss: 0.8616 2023-12-09 02:03:55,407 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 4:23:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8434, loss: 0.8434 2023-12-09 02:04:33,490 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 4:22:55, time: 0.381, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8463, loss: 0.8463 2023-12-09 02:05:12,713 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 4:22:27, time: 0.392, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8599, loss: 0.8599 2023-12-09 02:06:01,582 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 4:22:01, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8505, loss: 0.8505 2023-12-09 02:06:49,107 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 4:21:34, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8639, loss: 0.8639 2023-12-09 02:07:16,927 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 4:21:05, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8710, loss: 0.8710 2023-12-09 02:08:02,985 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 4:20:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8405, loss: 0.8405 2023-12-09 02:08:49,052 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 4:20:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8859, loss: 0.8859 2023-12-09 02:09:35,077 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 4:19:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8565, loss: 0.8565 2023-12-09 02:10:21,076 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 4:19:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8437, loss: 0.8437 2023-12-09 02:11:07,111 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 4:18:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8581, loss: 0.8581 2023-12-09 02:11:53,200 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 4:18:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8366, loss: 0.8366 2023-12-09 02:12:39,229 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 4:17:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-09 02:12:42,451 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-09 02:15:05,046 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 02:15:05,121 - pyskl - INFO - top1_acc 0.9131 top5_acc 0.9859 2023-12-09 02:15:05,127 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_127.pth was removed 2023-12-09 02:15:05,282 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. 2023-12-09 02:15:05,282 - pyskl - INFO - Best top1_acc is 0.9131 at 129 epoch. 2023-12-09 02:15:05,288 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9131, top5_acc: 0.9859 2023-12-09 02:16:10,488 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 4:17:33, time: 0.652, data_time: 0.192, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 2023-12-09 02:16:56,586 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 4:17:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8218, loss: 0.8218 2023-12-09 02:17:42,610 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 4:16:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8596, loss: 0.8596 2023-12-09 02:18:28,692 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 4:16:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8582, loss: 0.8582 2023-12-09 02:19:14,740 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 4:15:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-09 02:20:00,760 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 4:15:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8519, loss: 0.8519 2023-12-09 02:20:46,844 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 4:14:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8569, loss: 0.8569 2023-12-09 02:21:32,927 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 4:14:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8496, loss: 0.8496 2023-12-09 02:22:18,985 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 4:13:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 2023-12-09 02:23:05,032 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 4:13:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 2023-12-09 02:23:51,042 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 4:13:05, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 2023-12-09 02:24:37,044 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 4:12:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 2023-12-09 02:25:23,146 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 4:12:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8537, loss: 0.8537 2023-12-09 02:25:59,880 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 4:11:43, time: 0.367, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 2023-12-09 02:26:40,532 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 4:11:15, time: 0.407, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8602, loss: 0.8602 2023-12-09 02:27:29,391 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 4:10:49, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8543, loss: 0.8543 2023-12-09 02:28:15,414 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 4:10:22, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8510, loss: 0.8510 2023-12-09 02:28:43,709 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 4:09:52, time: 0.283, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8312, loss: 0.8312 2023-12-09 02:29:28,705 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 4:09:25, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8669, loss: 0.8669 2023-12-09 02:30:14,060 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 4:08:58, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8254, loss: 0.8254 2023-12-09 02:30:59,308 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 4:08:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8430, loss: 0.8430 2023-12-09 02:31:44,462 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 4:08:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8557, loss: 0.8557 2023-12-09 02:32:29,603 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 4:07:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8521, loss: 0.8521 2023-12-09 02:33:14,718 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 4:07:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 2023-12-09 02:33:59,812 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 4:06:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.8665, loss: 0.8665 2023-12-09 02:34:03,092 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-09 02:36:26,139 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 02:36:26,211 - pyskl - INFO - top1_acc 0.9120 top5_acc 0.9856 2023-12-09 02:36:26,215 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9120, top5_acc: 0.9856 2023-12-09 02:37:31,301 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 4:06:16, time: 0.651, data_time: 0.190, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8559, loss: 0.8559 2023-12-09 02:38:17,323 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 4:05:49, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8415, loss: 0.8415 2023-12-09 02:39:03,381 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 4:05:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8632, loss: 0.8632 2023-12-09 02:39:49,454 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 4:04:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8357, loss: 0.8357 2023-12-09 02:40:35,525 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 4:04:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8662, loss: 0.8662 2023-12-09 02:41:21,533 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 4:04:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8497, loss: 0.8497 2023-12-09 02:42:07,608 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 4:03:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8417, loss: 0.8417 2023-12-09 02:42:53,722 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 4:03:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8589, loss: 0.8589 2023-12-09 02:43:39,785 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 4:02:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8458, loss: 0.8458 2023-12-09 02:44:25,875 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 4:02:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 2023-12-09 02:45:11,910 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 4:01:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8620, loss: 0.8620 2023-12-09 02:45:58,000 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 4:01:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8506, loss: 0.8506 2023-12-09 02:46:43,996 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 4:00:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8238, loss: 0.8238 2023-12-09 02:47:19,674 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 4:00:23, time: 0.357, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 2023-12-09 02:48:01,810 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:59:55, time: 0.421, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8647, loss: 0.8647 2023-12-09 02:48:50,701 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:59:28, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 2023-12-09 02:49:35,276 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:59:01, time: 0.446, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8390, loss: 0.8390 2023-12-09 02:50:04,043 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:58:31, time: 0.288, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8547, loss: 0.8547 2023-12-09 02:50:49,184 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:58:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8513, loss: 0.8513 2023-12-09 02:51:34,501 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:57:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8542, loss: 0.8542 2023-12-09 02:52:19,686 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:57:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 2023-12-09 02:53:04,907 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:56:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 2023-12-09 02:53:50,221 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:56:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8664, loss: 0.8664 2023-12-09 02:54:35,343 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:55:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 2023-12-09 02:55:20,401 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:55:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.8527, loss: 0.8527 2023-12-09 02:55:23,622 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-09 02:57:46,771 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 02:57:46,849 - pyskl - INFO - top1_acc 0.9102 top5_acc 0.9857 2023-12-09 02:57:46,854 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9102, top5_acc: 0.9857 2023-12-09 02:58:51,877 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:54:53, time: 0.650, data_time: 0.191, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8306, loss: 0.8306 2023-12-09 02:59:37,963 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:54:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8607, loss: 0.8607 2023-12-09 03:00:23,978 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:53:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8400, loss: 0.8400 2023-12-09 03:01:10,010 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:53:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8472, loss: 0.8472 2023-12-09 03:01:56,040 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:53:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8581, loss: 0.8581 2023-12-09 03:02:42,128 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:52:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8464, loss: 0.8464 2023-12-09 03:03:28,148 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:52:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-09 03:04:14,178 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:51:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8412, loss: 0.8412 2023-12-09 03:05:00,252 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:51:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8457, loss: 0.8457 2023-12-09 03:05:46,259 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:50:47, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8367, loss: 0.8367 2023-12-09 03:06:32,283 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:50:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8550, loss: 0.8550 2023-12-09 03:07:18,318 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:49:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8547, loss: 0.8547 2023-12-09 03:08:04,362 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:49:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8578, loss: 0.8578 2023-12-09 03:08:39,207 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:48:56, time: 0.348, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 2023-12-09 03:09:22,044 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:48:28, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8567, loss: 0.8567 2023-12-09 03:10:10,933 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:48:01, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8764, loss: 0.8764 2023-12-09 03:10:54,738 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:47:33, time: 0.438, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 2023-12-09 03:11:24,865 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:47:03, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8530, loss: 0.8530 2023-12-09 03:12:10,136 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:46:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8427, loss: 0.8427 2023-12-09 03:12:55,385 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:46:08, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8600, loss: 0.8600 2023-12-09 03:13:40,616 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:45:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8286, loss: 0.8286 2023-12-09 03:14:25,681 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:45:13, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-09 03:15:10,758 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:44:45, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 2023-12-09 03:15:55,949 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:44:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 2023-12-09 03:16:41,114 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:43:50, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8629, loss: 0.8629 2023-12-09 03:16:44,412 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-09 03:19:07,621 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 03:19:07,692 - pyskl - INFO - top1_acc 0.9080 top5_acc 0.9857 2023-12-09 03:19:07,696 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9080, top5_acc: 0.9857 2023-12-09 03:20:12,902 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 3:43:23, time: 0.652, data_time: 0.191, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8573, loss: 0.8573 2023-12-09 03:20:58,897 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 3:42:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 2023-12-09 03:21:44,914 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 3:42:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8410, loss: 0.8410 2023-12-09 03:22:30,949 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 3:42:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8604, loss: 0.8604 2023-12-09 03:23:16,976 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 3:41:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8502, loss: 0.8502 2023-12-09 03:24:02,964 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 3:41:05, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 2023-12-09 03:24:49,003 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 3:40:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8559, loss: 0.8559 2023-12-09 03:25:34,967 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 3:40:10, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-09 03:26:21,066 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 3:39:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8568, loss: 0.8568 2023-12-09 03:27:07,111 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 3:39:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8427, loss: 0.8427 2023-12-09 03:27:53,179 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 3:38:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8550, loss: 0.8550 2023-12-09 03:28:39,172 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 3:38:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8547, loss: 0.8547 2023-12-09 03:29:25,176 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 3:37:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 2023-12-09 03:29:58,881 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 3:37:22, time: 0.337, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 2023-12-09 03:30:42,928 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 3:36:54, time: 0.440, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8479, loss: 0.8479 2023-12-09 03:31:31,812 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 3:36:27, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8342, loss: 0.8342 2023-12-09 03:32:14,499 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 3:35:58, time: 0.427, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8545, loss: 0.8545 2023-12-09 03:32:46,551 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 3:35:29, time: 0.321, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 2023-12-09 03:33:32,674 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 3:35:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8562, loss: 0.8562 2023-12-09 03:34:18,699 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 3:34:33, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8427, loss: 0.8427 2023-12-09 03:35:04,789 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 3:34:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8408, loss: 0.8408 2023-12-09 03:35:50,825 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 3:33:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8531, loss: 0.8531 2023-12-09 03:36:36,883 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 3:33:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8381, loss: 0.8381 2023-12-09 03:37:22,892 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 3:32:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8605, loss: 0.8605 2023-12-09 03:38:09,022 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 3:32:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 2023-12-09 03:38:12,276 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-09 03:40:35,391 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 03:40:35,466 - pyskl - INFO - top1_acc 0.9093 top5_acc 0.9856 2023-12-09 03:40:35,470 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9093, top5_acc: 0.9856 2023-12-09 03:41:40,080 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 3:31:47, time: 0.646, data_time: 0.193, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8503, loss: 0.8503 2023-12-09 03:42:25,197 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 3:31:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8377, loss: 0.8377 2023-12-09 03:43:10,536 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 3:30:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8577, loss: 0.8577 2023-12-09 03:43:55,761 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 3:30:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8560, loss: 0.8560 2023-12-09 03:44:40,848 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 3:29:55, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8445, loss: 0.8445 2023-12-09 03:45:26,007 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 3:29:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 2023-12-09 03:46:11,247 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 3:28:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8471, loss: 0.8471 2023-12-09 03:46:56,602 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 3:28:31, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8426, loss: 0.8426 2023-12-09 03:47:41,700 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 3:28:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8610, loss: 0.8610 2023-12-09 03:48:26,750 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 3:27:35, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8703, loss: 0.8703 2023-12-09 03:49:12,005 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 3:27:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 2023-12-09 03:49:57,243 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 3:26:39, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8458, loss: 0.8458 2023-12-09 03:50:42,504 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 3:26:11, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8490, loss: 0.8490 2023-12-09 03:51:14,186 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 3:25:41, time: 0.317, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8445, loss: 0.8445 2023-12-09 03:52:00,517 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 3:25:13, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 2023-12-09 03:52:49,377 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 3:24:45, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8329, loss: 0.8329 2023-12-09 03:53:29,744 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 3:24:17, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.8580, loss: 0.8580 2023-12-09 03:54:03,477 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 3:23:47, time: 0.337, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8603, loss: 0.8603 2023-12-09 03:54:49,545 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 3:23:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8343, loss: 0.8343 2023-12-09 03:55:35,667 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 3:22:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8516, loss: 0.8516 2023-12-09 03:56:21,764 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 3:22:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8508, loss: 0.8508 2023-12-09 03:57:07,812 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 3:21:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8355, loss: 0.8355 2023-12-09 03:57:53,808 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 3:21:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 2023-12-09 03:58:39,832 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 3:20:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8484, loss: 0.8484 2023-12-09 03:59:25,918 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 3:20:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-09 03:59:29,163 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-09 04:01:52,228 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 04:01:52,299 - pyskl - INFO - top1_acc 0.9139 top5_acc 0.9856 2023-12-09 04:01:52,304 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_129.pth was removed 2023-12-09 04:01:52,446 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. 2023-12-09 04:01:52,446 - pyskl - INFO - Best top1_acc is 0.9139 at 134 epoch. 2023-12-09 04:01:52,451 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9139, top5_acc: 0.9856 2023-12-09 04:02:57,632 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 3:20:03, time: 0.652, data_time: 0.191, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 2023-12-09 04:03:43,678 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 3:19:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8422, loss: 0.8422 2023-12-09 04:04:29,716 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 3:19:07, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8399, loss: 0.8399 2023-12-09 04:05:15,670 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 3:18:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8349, loss: 0.8349 2023-12-09 04:06:01,692 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 3:18:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8481, loss: 0.8481 2023-12-09 04:06:47,828 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 3:17:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 2023-12-09 04:07:33,904 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 3:17:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8379, loss: 0.8379 2023-12-09 04:08:19,971 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 3:16:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8597, loss: 0.8597 2023-12-09 04:09:05,994 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 3:16:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8463, loss: 0.8463 2023-12-09 04:09:52,046 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 3:15:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8361, loss: 0.8361 2023-12-09 04:10:38,098 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 3:15:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 2023-12-09 04:11:24,127 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 3:14:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8496, loss: 0.8496 2023-12-09 04:12:10,146 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 3:14:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8759, loss: 0.8759 2023-12-09 04:12:40,332 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 3:13:55, time: 0.302, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8374, loss: 0.8374 2023-12-09 04:13:28,194 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 3:13:27, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 2023-12-09 04:14:16,921 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 3:12:59, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 2023-12-09 04:14:55,888 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 3:12:30, time: 0.390, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 2023-12-09 04:15:31,384 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 3:12:00, time: 0.355, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8409, loss: 0.8409 2023-12-09 04:16:17,469 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 3:11:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 2023-12-09 04:17:03,466 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 3:11:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8575, loss: 0.8575 2023-12-09 04:17:49,487 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 3:10:36, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8594, loss: 0.8594 2023-12-09 04:18:35,587 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 3:10:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8348, loss: 0.8348 2023-12-09 04:19:21,630 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 3:09:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8425, loss: 0.8425 2023-12-09 04:20:07,706 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 3:09:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-09 04:20:53,745 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 3:08:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8571, loss: 0.8571 2023-12-09 04:20:57,073 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-09 04:23:19,828 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 04:23:19,902 - pyskl - INFO - top1_acc 0.9144 top5_acc 0.9865 2023-12-09 04:23:19,908 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_134.pth was removed 2023-12-09 04:23:20,052 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. 2023-12-09 04:23:20,056 - pyskl - INFO - Best top1_acc is 0.9144 at 135 epoch. 2023-12-09 04:23:20,062 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9144, top5_acc: 0.9865 2023-12-09 04:24:24,149 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 3:08:14, time: 0.641, data_time: 0.190, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8592, loss: 0.8592 2023-12-09 04:25:09,279 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 3:07:45, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8433, loss: 0.8433 2023-12-09 04:25:54,449 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 3:07:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 2023-12-09 04:26:39,525 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 3:06:48, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8330, loss: 0.8330 2023-12-09 04:27:24,735 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 3:06:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8656, loss: 0.8656 2023-12-09 04:28:09,960 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 3:05:51, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8428, loss: 0.8428 2023-12-09 04:28:55,237 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 3:05:23, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 2023-12-09 04:29:40,514 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 3:04:54, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 2023-12-09 04:30:25,602 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 3:04:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8688, loss: 0.8688 2023-12-09 04:31:10,819 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 3:03:57, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8339, loss: 0.8339 2023-12-09 04:31:56,154 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 3:03:29, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-09 04:32:41,344 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 3:03:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8443, loss: 0.8443 2023-12-09 04:33:26,645 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 3:02:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8694, loss: 0.8694 2023-12-09 04:33:56,063 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 3:02:01, time: 0.294, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8397, loss: 0.8397 2023-12-09 04:34:44,859 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 3:01:33, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8424, loss: 0.8424 2023-12-09 04:35:33,732 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 3:01:05, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8401, loss: 0.8401 2023-12-09 04:36:11,076 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 3:00:36, time: 0.373, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8559, loss: 0.8559 2023-12-09 04:36:47,187 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 3:00:06, time: 0.361, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 2023-12-09 04:37:33,257 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:59:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 2023-12-09 04:38:19,318 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:59:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8676, loss: 0.8676 2023-12-09 04:39:05,384 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:58:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8407, loss: 0.8407 2023-12-09 04:39:51,506 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:58:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8326, loss: 0.8326 2023-12-09 04:40:37,565 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:57:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8544, loss: 0.8544 2023-12-09 04:41:23,611 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:57:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8347, loss: 0.8347 2023-12-09 04:42:09,714 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:56:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 2023-12-09 04:42:13,023 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-09 04:44:35,853 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 04:44:35,923 - pyskl - INFO - top1_acc 0.9150 top5_acc 0.9860 2023-12-09 04:44:35,928 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_135.pth was removed 2023-12-09 04:44:36,060 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-09 04:44:36,061 - pyskl - INFO - Best top1_acc is 0.9150 at 136 epoch. 2023-12-09 04:44:36,064 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9150, top5_acc: 0.9860 2023-12-09 04:45:40,231 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:56:17, time: 0.642, data_time: 0.190, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8306, loss: 0.8306 2023-12-09 04:46:25,478 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:55:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 2023-12-09 04:47:10,534 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:55:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8454, loss: 0.8454 2023-12-09 04:47:55,566 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:54:51, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8410, loss: 0.8410 2023-12-09 04:48:40,720 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:54:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8418, loss: 0.8418 2023-12-09 04:49:26,009 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:53:54, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8477, loss: 0.8477 2023-12-09 04:50:11,203 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:53:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8309, loss: 0.8309 2023-12-09 04:50:56,412 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:52:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8482, loss: 0.8482 2023-12-09 04:51:41,752 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:52:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8404, loss: 0.8404 2023-12-09 04:52:26,862 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:51:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8553, loss: 0.8553 2023-12-09 04:53:11,833 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:51:30, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 2023-12-09 04:53:57,016 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:51:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8457, loss: 0.8457 2023-12-09 04:54:42,157 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:50:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 2023-12-09 04:55:11,257 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:50:02, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8240, loss: 0.8240 2023-12-09 04:56:00,052 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:49:33, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8373, loss: 0.8373 2023-12-09 04:56:48,923 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:49:05, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8384, loss: 0.8384 2023-12-09 04:57:25,332 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:48:35, time: 0.364, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8378, loss: 0.8378 2023-12-09 04:58:02,220 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:48:06, time: 0.369, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8590, loss: 0.8590 2023-12-09 04:58:47,449 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:47:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8428, loss: 0.8428 2023-12-09 04:59:32,836 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:47:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8457, loss: 0.8457 2023-12-09 05:00:18,150 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:46:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8601, loss: 0.8601 2023-12-09 05:01:03,345 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:46:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8369, loss: 0.8369 2023-12-09 05:01:48,587 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:45:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 2023-12-09 05:02:33,806 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:45:12, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8463, loss: 0.8463 2023-12-09 05:03:19,196 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:44:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8545, loss: 0.8545 2023-12-09 05:03:22,446 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-09 05:05:45,068 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 05:05:45,139 - pyskl - INFO - top1_acc 0.9142 top5_acc 0.9860 2023-12-09 05:05:45,143 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9142, top5_acc: 0.9860 2023-12-09 05:06:50,303 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:44:14, time: 0.652, data_time: 0.191, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8544, loss: 0.8544 2023-12-09 05:07:36,309 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:43:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8378, loss: 0.8378 2023-12-09 05:08:22,324 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:43:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8352, loss: 0.8352 2023-12-09 05:09:08,363 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:42:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-09 05:09:54,468 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:42:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-09 05:10:40,541 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:41:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8466, loss: 0.8466 2023-12-09 05:11:26,573 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:41:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8480, loss: 0.8480 2023-12-09 05:12:12,571 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:40:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8365, loss: 0.8365 2023-12-09 05:12:58,573 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:40:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8356, loss: 0.8356 2023-12-09 05:13:44,541 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:39:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8382, loss: 0.8382 2023-12-09 05:14:30,563 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:39:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8511, loss: 0.8511 2023-12-09 05:15:16,647 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:38:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8363, loss: 0.8363 2023-12-09 05:16:02,686 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:38:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8529, loss: 0.8529 2023-12-09 05:16:32,480 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:37:57, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8640, loss: 0.8640 2023-12-09 05:17:21,378 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:37:28, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8630, loss: 0.8630 2023-12-09 05:18:10,145 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:36:59, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8387, loss: 0.8387 2023-12-09 05:18:45,260 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:36:29, time: 0.351, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8360, loss: 0.8360 2023-12-09 05:19:23,078 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:36:00, time: 0.378, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8535, loss: 0.8535 2023-12-09 05:20:08,206 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:35:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8437, loss: 0.8437 2023-12-09 05:20:53,536 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:35:01, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8432, loss: 0.8432 2023-12-09 05:21:38,603 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:34:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8533, loss: 0.8533 2023-12-09 05:22:24,035 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:34:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 2023-12-09 05:23:09,377 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:33:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8447, loss: 0.8447 2023-12-09 05:23:54,793 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:33:05, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8443, loss: 0.8443 2023-12-09 05:24:40,151 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:32:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8570, loss: 0.8570 2023-12-09 05:24:43,319 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-09 05:27:06,176 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 05:27:06,248 - pyskl - INFO - top1_acc 0.9125 top5_acc 0.9864 2023-12-09 05:27:06,252 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9125, top5_acc: 0.9864 2023-12-09 05:28:10,383 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 2:32:06, time: 0.641, data_time: 0.189, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8458, loss: 0.8458 2023-12-09 05:28:55,755 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 2:31:37, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8482, loss: 0.8482 2023-12-09 05:29:41,075 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 2:31:08, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8528, loss: 0.8528 2023-12-09 05:30:26,474 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 2:30:39, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8366, loss: 0.8366 2023-12-09 05:31:11,814 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 2:30:10, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8564, loss: 0.8564 2023-12-09 05:31:57,029 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 2:29:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8340, loss: 0.8340 2023-12-09 05:32:42,253 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 2:29:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8512, loss: 0.8512 2023-12-09 05:33:27,321 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 2:28:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8585, loss: 0.8585 2023-12-09 05:34:12,603 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 2:28:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8495, loss: 0.8495 2023-12-09 05:34:57,725 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 2:27:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 2023-12-09 05:35:43,050 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 2:27:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8484, loss: 0.8484 2023-12-09 05:36:28,373 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 2:26:45, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8639, loss: 0.8639 2023-12-09 05:37:13,509 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 2:26:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8586, loss: 0.8586 2023-12-09 05:37:44,003 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 2:25:45, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 2023-12-09 05:38:32,848 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 2:25:16, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8211, loss: 0.8211 2023-12-09 05:39:21,654 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 2:24:47, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8459, loss: 0.8459 2023-12-09 05:39:55,222 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 2:24:17, time: 0.336, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8334, loss: 0.8334 2023-12-09 05:40:35,443 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 2:23:47, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8412, loss: 0.8412 2023-12-09 05:41:21,491 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 2:23:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 2023-12-09 05:42:07,529 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 2:22:49, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8330, loss: 0.8330 2023-12-09 05:42:53,526 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 2:22:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8464, loss: 0.8464 2023-12-09 05:43:39,566 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 2:21:50, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8514, loss: 0.8514 2023-12-09 05:44:25,632 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 2:21:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8354, loss: 0.8354 2023-12-09 05:45:11,741 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 2:20:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8672, loss: 0.8672 2023-12-09 05:45:57,806 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 2:20:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8217, loss: 0.8217 2023-12-09 05:46:01,084 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-09 05:48:23,906 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 05:48:23,984 - pyskl - INFO - top1_acc 0.9116 top5_acc 0.9863 2023-12-09 05:48:23,989 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9116, top5_acc: 0.9863 2023-12-09 05:49:29,479 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 2:19:52, time: 0.655, data_time: 0.194, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-09 05:50:15,478 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 2:19:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 2023-12-09 05:51:01,537 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 2:18:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8298, loss: 0.8298 2023-12-09 05:51:47,557 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 2:18:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 2023-12-09 05:52:33,622 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 2:17:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8399, loss: 0.8399 2023-12-09 05:53:19,603 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 2:17:26, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8431, loss: 0.8431 2023-12-09 05:54:05,694 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 2:16:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 2023-12-09 05:54:51,780 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 2:16:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8541, loss: 0.8541 2023-12-09 05:55:37,781 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 2:15:57, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8417, loss: 0.8417 2023-12-09 05:56:23,877 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 2:15:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8358, loss: 0.8358 2023-12-09 05:57:09,964 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 2:14:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8525, loss: 0.8525 2023-12-09 05:57:56,056 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 2:14:29, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8348, loss: 0.8348 2023-12-09 05:58:42,111 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 2:14:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8521, loss: 0.8521 2023-12-09 05:59:12,655 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 2:13:29, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8569, loss: 0.8569 2023-12-09 06:00:01,428 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 2:13:00, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8426, loss: 0.8426 2023-12-09 06:00:50,214 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 2:12:30, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 2023-12-09 06:01:21,293 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 2:12:00, time: 0.311, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8507, loss: 0.8507 2023-12-09 06:02:02,084 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 2:11:30, time: 0.408, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-09 06:02:47,505 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 2:11:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8753, loss: 0.8753 2023-12-09 06:03:32,654 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 2:10:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8450, loss: 0.8450 2023-12-09 06:04:17,867 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 2:10:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8629, loss: 0.8629 2023-12-09 06:05:03,212 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 2:09:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8740, loss: 0.8740 2023-12-09 06:05:48,573 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 2:09:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8286, loss: 0.8286 2023-12-09 06:06:33,818 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 2:08:33, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 2023-12-09 06:07:18,955 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 2:08:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.8508, loss: 0.8508 2023-12-09 06:07:22,192 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-09 06:09:44,786 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 06:09:44,858 - pyskl - INFO - top1_acc 0.9156 top5_acc 0.9865 2023-12-09 06:09:44,862 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_136.pth was removed 2023-12-09 06:09:44,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. 2023-12-09 06:09:44,998 - pyskl - INFO - Best top1_acc is 0.9156 at 140 epoch. 2023-12-09 06:09:45,003 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9156, top5_acc: 0.9865 2023-12-09 06:10:50,021 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 2:07:33, time: 0.650, data_time: 0.190, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8543, loss: 0.8543 2023-12-09 06:11:36,081 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 2:07:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8379, loss: 0.8379 2023-12-09 06:12:22,169 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:06:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8319, loss: 0.8319 2023-12-09 06:13:08,259 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:06:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8656, loss: 0.8656 2023-12-09 06:13:54,259 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:05:34, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8288, loss: 0.8288 2023-12-09 06:14:40,392 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:05:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8549, loss: 0.8549 2023-12-09 06:15:26,358 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:04:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8237, loss: 0.8237 2023-12-09 06:16:12,426 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:04:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8561, loss: 0.8561 2023-12-09 06:16:58,505 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:03:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8332, loss: 0.8332 2023-12-09 06:17:44,556 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:03:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8324, loss: 0.8324 2023-12-09 06:18:30,594 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:02:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8438, loss: 0.8438 2023-12-09 06:19:16,618 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:02:07, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8388, loss: 0.8388 2023-12-09 06:20:02,708 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:01:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8550, loss: 0.8550 2023-12-09 06:20:33,285 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:01:07, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 2023-12-09 06:21:22,069 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:00:37, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8453, loss: 0.8453 2023-12-09 06:22:10,856 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:00:08, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8445, loss: 0.8445 2023-12-09 06:22:41,434 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:59:37, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8344, loss: 0.8344 2023-12-09 06:23:23,098 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:59:07, time: 0.417, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8540, loss: 0.8540 2023-12-09 06:24:09,128 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:58:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8412, loss: 0.8412 2023-12-09 06:24:55,205 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:58:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8305, loss: 0.8305 2023-12-09 06:25:41,280 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:57:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8258, loss: 0.8258 2023-12-09 06:26:27,268 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:57:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8295, loss: 0.8295 2023-12-09 06:27:13,306 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:56:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8359, loss: 0.8359 2023-12-09 06:27:59,350 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:56:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8382, loss: 0.8382 2023-12-09 06:28:45,374 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:55:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8317, loss: 0.8317 2023-12-09 06:28:48,625 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-09 06:31:11,475 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 06:31:11,546 - pyskl - INFO - top1_acc 0.9146 top5_acc 0.9863 2023-12-09 06:31:11,550 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9146, top5_acc: 0.9863 2023-12-09 06:32:16,483 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:55:08, time: 0.649, data_time: 0.190, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8367, loss: 0.8367 2023-12-09 06:33:02,548 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:54:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 2023-12-09 06:33:48,624 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:54:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8364, loss: 0.8364 2023-12-09 06:34:34,630 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:53:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8419, loss: 0.8419 2023-12-09 06:35:20,680 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:53:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8314, loss: 0.8314 2023-12-09 06:36:06,679 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:52:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8440, loss: 0.8440 2023-12-09 06:36:52,751 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:52:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8588, loss: 0.8588 2023-12-09 06:37:38,779 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:51:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8257, loss: 0.8257 2023-12-09 06:38:24,851 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:51:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8408, loss: 0.8408 2023-12-09 06:39:10,885 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:50:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8440, loss: 0.8440 2023-12-09 06:39:56,962 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:50:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8461, loss: 0.8461 2023-12-09 06:40:43,029 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:49:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8489, loss: 0.8489 2023-12-09 06:41:28,526 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:49:10, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8482, loss: 0.8482 2023-12-09 06:41:59,504 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:48:39, time: 0.310, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8593, loss: 0.8593 2023-12-09 06:42:48,208 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:48:09, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8336, loss: 0.8336 2023-12-09 06:43:37,021 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:47:39, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8311, loss: 0.8311 2023-12-09 06:44:06,691 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:47:09, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8596, loss: 0.8596 2023-12-09 06:44:49,453 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:46:38, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8324, loss: 0.8324 2023-12-09 06:45:35,518 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:46:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8516, loss: 0.8516 2023-12-09 06:46:21,523 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:45:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8550, loss: 0.8550 2023-12-09 06:47:07,578 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:45:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8539, loss: 0.8539 2023-12-09 06:47:53,677 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:44:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8434, loss: 0.8434 2023-12-09 06:48:39,767 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:44:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8560, loss: 0.8560 2023-12-09 06:49:25,816 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:43:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8630, loss: 0.8630 2023-12-09 06:50:11,911 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:43:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8346, loss: 0.8346 2023-12-09 06:50:15,189 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-09 06:52:37,887 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 06:52:37,958 - pyskl - INFO - top1_acc 0.9153 top5_acc 0.9859 2023-12-09 06:52:37,962 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9153, top5_acc: 0.9859 2023-12-09 06:53:42,113 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:42:38, time: 0.641, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8539, loss: 0.8539 2023-12-09 06:54:27,167 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:42:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8191, loss: 0.8191 2023-12-09 06:55:12,461 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:41:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8469, loss: 0.8469 2023-12-09 06:55:57,637 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:41:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8519, loss: 0.8519 2023-12-09 06:56:42,900 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:40:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8642, loss: 0.8642 2023-12-09 06:57:27,943 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:40:07, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8245, loss: 0.8245 2023-12-09 06:58:13,241 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:39:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8339, loss: 0.8339 2023-12-09 06:58:58,378 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:39:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 2023-12-09 06:59:43,489 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:38:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8599, loss: 0.8599 2023-12-09 07:00:28,707 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:38:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8463, loss: 0.8463 2023-12-09 07:01:13,704 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:37:37, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8587, loss: 0.8587 2023-12-09 07:01:58,892 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:37:06, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8609, loss: 0.8609 2023-12-09 07:02:43,008 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:36:36, time: 0.441, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-09 07:03:14,924 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:36:05, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8507, loss: 0.8507 2023-12-09 07:04:03,692 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:35:35, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8394, loss: 0.8394 2023-12-09 07:04:52,442 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:35:05, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8500, loss: 0.8500 2023-12-09 07:05:21,386 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:34:34, time: 0.289, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8440, loss: 0.8440 2023-12-09 07:06:05,096 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:34:04, time: 0.437, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8416, loss: 0.8416 2023-12-09 07:06:51,215 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:33:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8372, loss: 0.8372 2023-12-09 07:07:37,272 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:33:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8589, loss: 0.8589 2023-12-09 07:08:23,315 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:32:33, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8222, loss: 0.8222 2023-12-09 07:09:09,393 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:32:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8621, loss: 0.8621 2023-12-09 07:09:55,451 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:31:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8500, loss: 0.8500 2023-12-09 07:10:41,504 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:31:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8480, loss: 0.8480 2023-12-09 07:11:27,581 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:30:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8325, loss: 0.8325 2023-12-09 07:11:30,826 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-09 07:13:53,415 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 07:13:53,490 - pyskl - INFO - top1_acc 0.9145 top5_acc 0.9859 2023-12-09 07:13:53,495 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9145, top5_acc: 0.9859 2023-12-09 07:14:58,175 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:30:01, time: 0.647, data_time: 0.194, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8493, loss: 0.8493 2023-12-09 07:15:43,417 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:29:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8343, loss: 0.8343 2023-12-09 07:16:28,617 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:29:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8407, loss: 0.8407 2023-12-09 07:17:13,936 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:28:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8293, loss: 0.8293 2023-12-09 07:17:59,168 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:28:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8316, loss: 0.8316 2023-12-09 07:18:44,304 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:27:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 2023-12-09 07:19:29,470 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:27:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8436, loss: 0.8436 2023-12-09 07:20:14,421 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:26:29, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8512, loss: 0.8512 2023-12-09 07:20:59,788 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:25:59, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8439, loss: 0.8439 2023-12-09 07:21:44,930 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:25:29, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8314, loss: 0.8314 2023-12-09 07:22:30,016 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:24:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8327, loss: 0.8327 2023-12-09 07:23:15,138 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:24:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8635, loss: 0.8635 2023-12-09 07:23:58,076 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:23:57, time: 0.429, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8519, loss: 0.8519 2023-12-09 07:24:31,316 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:23:26, time: 0.332, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8620, loss: 0.8620 2023-12-09 07:25:20,095 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:22:56, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8425, loss: 0.8425 2023-12-09 07:26:08,878 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:22:26, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8260, loss: 0.8260 2023-12-09 07:26:36,247 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:21:55, time: 0.274, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8442, loss: 0.8442 2023-12-09 07:27:22,272 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:21:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8548, loss: 0.8548 2023-12-09 07:28:08,347 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:20:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8430, loss: 0.8430 2023-12-09 07:28:54,402 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:20:24, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8576, loss: 0.8576 2023-12-09 07:29:40,455 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:19:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8577, loss: 0.8577 2023-12-09 07:30:26,546 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:19:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8459, loss: 0.8459 2023-12-09 07:31:12,544 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:18:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-09 07:31:58,642 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:18:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8350, loss: 0.8350 2023-12-09 07:32:44,770 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:17:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8575, loss: 0.8575 2023-12-09 07:32:48,030 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-09 07:35:10,477 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 07:35:10,552 - pyskl - INFO - top1_acc 0.9163 top5_acc 0.9859 2023-12-09 07:35:10,557 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_140.pth was removed 2023-12-09 07:35:10,695 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. 2023-12-09 07:35:10,696 - pyskl - INFO - Best top1_acc is 0.9163 at 144 epoch. 2023-12-09 07:35:10,700 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9163, top5_acc: 0.9859 2023-12-09 07:36:15,405 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:17:20, time: 0.647, data_time: 0.186, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8494, loss: 0.8494 2023-12-09 07:37:01,496 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:16:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8522, loss: 0.8522 2023-12-09 07:37:47,586 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:16:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8384, loss: 0.8384 2023-12-09 07:38:33,697 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:15:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8569, loss: 0.8569 2023-12-09 07:39:19,800 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:15:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8339, loss: 0.8339 2023-12-09 07:40:05,850 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:14:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8379, loss: 0.8379 2023-12-09 07:40:51,845 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:14:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8302, loss: 0.8302 2023-12-09 07:41:37,906 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:13:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8395, loss: 0.8395 2023-12-09 07:42:24,005 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:13:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8602, loss: 0.8602 2023-12-09 07:43:10,100 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:12:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-09 07:43:56,163 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:12:15, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8414, loss: 0.8414 2023-12-09 07:44:42,182 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:11:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 2023-12-09 07:45:24,330 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:11:14, time: 0.421, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8638, loss: 0.8638 2023-12-09 07:45:59,204 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:10:43, time: 0.349, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8473, loss: 0.8473 2023-12-09 07:46:48,007 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:10:12, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8521, loss: 0.8521 2023-12-09 07:47:36,775 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:09:42, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8305, loss: 0.8305 2023-12-09 07:48:03,850 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:09:11, time: 0.271, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8641, loss: 0.8641 2023-12-09 07:48:49,953 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:08:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8281, loss: 0.8281 2023-12-09 07:49:35,974 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:08:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8593, loss: 0.8593 2023-12-09 07:50:22,070 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:07:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8625, loss: 0.8625 2023-12-09 07:51:08,135 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:07:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8650, loss: 0.8650 2023-12-09 07:51:54,198 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:06:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8319, loss: 0.8319 2023-12-09 07:52:40,321 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:06:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8368, loss: 0.8368 2023-12-09 07:53:26,421 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:05:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8399, loss: 0.8399 2023-12-09 07:54:12,504 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:05:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8357, loss: 0.8357 2023-12-09 07:54:15,738 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-09 07:56:38,461 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 07:56:38,532 - pyskl - INFO - top1_acc 0.9148 top5_acc 0.9861 2023-12-09 07:56:38,537 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9148, top5_acc: 0.9861 2023-12-09 07:57:42,424 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:04:34, time: 0.639, data_time: 0.188, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8388, loss: 0.8388 2023-12-09 07:58:27,782 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:04:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8290, loss: 0.8290 2023-12-09 07:59:13,042 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:03:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8600, loss: 0.8600 2023-12-09 07:59:58,310 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:03:02, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8604, loss: 0.8604 2023-12-09 08:00:43,627 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:02:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8693, loss: 0.8693 2023-12-09 08:01:28,684 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:02:00, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8209, loss: 0.8209 2023-12-09 08:02:13,755 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:01:29, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8382, loss: 0.8382 2023-12-09 08:02:58,882 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:00:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8558, loss: 0.8558 2023-12-09 08:03:43,890 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:00:28, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8316, loss: 0.8316 2023-12-09 08:04:29,214 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:59:57, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8487, loss: 0.8487 2023-12-09 08:05:14,305 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:59:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8398, loss: 0.8398 2023-12-09 08:05:59,353 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:58:56, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8509, loss: 0.8509 2023-12-09 08:06:39,396 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:58:25, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8454, loss: 0.8454 2023-12-09 08:07:16,146 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:57:54, time: 0.367, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 2023-12-09 08:08:04,955 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:57:23, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8452, loss: 0.8452 2023-12-09 08:08:53,608 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:56:52, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8196, loss: 0.8196 2023-12-09 08:09:19,910 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:56:21, time: 0.263, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8504, loss: 0.8504 2023-12-09 08:10:05,288 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:55:50, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8426, loss: 0.8426 2023-12-09 08:10:50,398 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:55:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8338, loss: 0.8338 2023-12-09 08:11:35,658 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:54:48, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8385, loss: 0.8385 2023-12-09 08:12:20,715 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:54:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8491, loss: 0.8491 2023-12-09 08:13:05,801 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:53:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8271, loss: 0.8271 2023-12-09 08:13:50,809 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:53:16, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8501, loss: 0.8501 2023-12-09 08:14:35,974 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:52:45, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8631, loss: 0.8631 2023-12-09 08:15:21,070 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:52:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-09 08:15:24,271 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-09 08:17:46,744 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 08:17:46,818 - pyskl - INFO - top1_acc 0.9149 top5_acc 0.9857 2023-12-09 08:17:46,822 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9149, top5_acc: 0.9857 2023-12-09 08:18:50,933 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:51:42, time: 0.641, data_time: 0.190, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8562, loss: 0.8562 2023-12-09 08:19:36,168 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:51:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8416, loss: 0.8416 2023-12-09 08:20:21,238 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:50:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8576, loss: 0.8576 2023-12-09 08:21:06,400 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:50:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8278, loss: 0.8278 2023-12-09 08:21:51,574 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:49:38, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8473, loss: 0.8473 2023-12-09 08:22:36,901 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:49:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8467, loss: 0.8467 2023-12-09 08:23:22,116 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:48:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8588, loss: 0.8588 2023-12-09 08:24:07,234 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:48:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 2023-12-09 08:24:52,473 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:47:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-09 08:25:37,719 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:47:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8417, loss: 0.8417 2023-12-09 08:26:23,019 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:46:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 2023-12-09 08:27:08,318 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:46:02, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8335, loss: 0.8335 2023-12-09 08:27:47,171 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:45:31, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8394, loss: 0.8394 2023-12-09 08:28:25,094 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:44:59, time: 0.379, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8460, loss: 0.8460 2023-12-09 08:29:13,806 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:44:29, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8289, loss: 0.8289 2023-12-09 08:30:02,514 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:43:58, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8247, loss: 0.8247 2023-12-09 08:30:28,597 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:43:26, time: 0.261, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8577, loss: 0.8577 2023-12-09 08:31:13,726 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:42:55, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8389, loss: 0.8389 2023-12-09 08:31:59,080 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:42:24, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8202, loss: 0.8202 2023-12-09 08:32:44,137 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:41:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8489, loss: 0.8489 2023-12-09 08:33:29,223 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:41:22, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8520, loss: 0.8520 2023-12-09 08:34:14,559 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:40:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8344, loss: 0.8344 2023-12-09 08:34:59,648 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:40:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8461, loss: 0.8461 2023-12-09 08:35:44,931 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:39:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8448, loss: 0.8448 2023-12-09 08:36:30,138 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:39:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 2023-12-09 08:36:33,387 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-09 08:38:55,938 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 08:38:56,009 - pyskl - INFO - top1_acc 0.9156 top5_acc 0.9865 2023-12-09 08:38:56,014 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9156, top5_acc: 0.9865 2023-12-09 08:40:00,307 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:38:45, time: 0.643, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8519, loss: 0.8519 2023-12-09 08:40:45,517 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:38:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8104, loss: 0.8104 2023-12-09 08:41:30,711 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:37:43, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8523, loss: 0.8523 2023-12-09 08:42:15,975 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:37:12, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8224, loss: 0.8224 2023-12-09 08:43:01,178 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:36:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8392, loss: 0.8392 2023-12-09 08:43:46,288 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:36:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8477, loss: 0.8477 2023-12-09 08:44:31,531 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:35:39, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8396, loss: 0.8396 2023-12-09 08:45:16,918 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:35:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8651, loss: 0.8651 2023-12-09 08:46:02,308 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:34:37, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8488, loss: 0.8488 2023-12-09 08:46:47,456 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:34:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8596, loss: 0.8596 2023-12-09 08:47:32,521 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:33:34, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8268, loss: 0.8268 2023-12-09 08:48:17,694 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:33:03, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8489, loss: 0.8489 2023-12-09 08:48:55,644 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:32:32, time: 0.379, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8234, loss: 0.8234 2023-12-09 08:49:34,927 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:32:01, time: 0.393, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8336, loss: 0.8336 2023-12-09 08:50:23,669 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:31:29, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8570, loss: 0.8570 2023-12-09 08:51:11,055 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:30:58, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8440, loss: 0.8440 2023-12-09 08:51:38,769 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:30:27, time: 0.277, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8465, loss: 0.8465 2023-12-09 08:52:23,884 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:29:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8423, loss: 0.8423 2023-12-09 08:53:09,110 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:29:24, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8566, loss: 0.8566 2023-12-09 08:53:54,198 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:28:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8425, loss: 0.8425 2023-12-09 08:54:39,567 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:28:22, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8357, loss: 0.8357 2023-12-09 08:55:24,707 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:27:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8411, loss: 0.8411 2023-12-09 08:56:09,848 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:27:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8630, loss: 0.8630 2023-12-09 08:56:54,816 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:26:48, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8421, loss: 0.8421 2023-12-09 08:57:39,848 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:26:17, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8413, loss: 0.8413 2023-12-09 08:57:43,080 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-09 09:00:05,617 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 09:00:05,689 - pyskl - INFO - top1_acc 0.9147 top5_acc 0.9864 2023-12-09 09:00:05,694 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9147, top5_acc: 0.9864 2023-12-09 09:01:10,628 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:25:44, time: 0.649, data_time: 0.189, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8328, loss: 0.8328 2023-12-09 09:01:56,673 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:25:13, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8154, loss: 0.8154 2023-12-09 09:02:42,735 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:24:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8530, loss: 0.8530 2023-12-09 09:03:28,777 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:24:10, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8486, loss: 0.8486 2023-12-09 09:04:14,812 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:23:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8483, loss: 0.8483 2023-12-09 09:05:00,920 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:23:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-09 09:05:46,973 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:22:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8292, loss: 0.8292 2023-12-09 09:06:33,018 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:22:05, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8476, loss: 0.8476 2023-12-09 09:07:19,083 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:21:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8299, loss: 0.8299 2023-12-09 09:08:05,157 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:21:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8451, loss: 0.8451 2023-12-09 09:08:51,151 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:20:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8541, loss: 0.8541 2023-12-09 09:09:37,180 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:20:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8397, loss: 0.8397 2023-12-09 09:10:13,855 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:19:28, time: 0.367, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8527, loss: 0.8527 2023-12-09 09:10:55,047 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:18:57, time: 0.412, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 2023-12-09 09:11:43,818 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:18:26, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8565, loss: 0.8565 2023-12-09 09:12:29,199 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:17:54, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8492, loss: 0.8492 2023-12-09 09:12:59,034 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:17:23, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8537, loss: 0.8537 2023-12-09 09:13:45,087 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:16:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8497, loss: 0.8497 2023-12-09 09:14:31,115 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:16:20, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8456, loss: 0.8456 2023-12-09 09:15:17,193 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:15:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8479, loss: 0.8479 2023-12-09 09:16:03,238 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:15:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8380, loss: 0.8380 2023-12-09 09:16:49,282 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:14:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8541, loss: 0.8541 2023-12-09 09:17:35,275 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:14:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.8640, loss: 0.8640 2023-12-09 09:18:21,244 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:13:43, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8280, loss: 0.8280 2023-12-09 09:19:07,335 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:13:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8403, loss: 0.8403 2023-12-09 09:19:10,593 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-09 09:21:33,028 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 09:21:33,098 - pyskl - INFO - top1_acc 0.9153 top5_acc 0.9865 2023-12-09 09:21:33,102 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9153, top5_acc: 0.9865 2023-12-09 09:22:36,731 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:12:38, time: 0.636, data_time: 0.186, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8283, loss: 0.8283 2023-12-09 09:23:21,890 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:12:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8628, loss: 0.8628 2023-12-09 09:24:07,104 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:11:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8429, loss: 0.8429 2023-12-09 09:24:52,479 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:11:04, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8272, loss: 0.8272 2023-12-09 09:25:37,655 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:10:32, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8544, loss: 0.8544 2023-12-09 09:26:22,814 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:10:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8450, loss: 0.8450 2023-12-09 09:27:07,875 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:09:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8288, loss: 0.8288 2023-12-09 09:27:52,947 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:08:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8414, loss: 0.8414 2023-12-09 09:28:38,183 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:08:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8262, loss: 0.8262 2023-12-09 09:29:23,417 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:07:55, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8510, loss: 0.8510 2023-12-09 09:30:08,414 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:07:23, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8538, loss: 0.8538 2023-12-09 09:30:53,592 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:06:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8629, loss: 0.8629 2023-12-09 09:31:28,638 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:06:20, time: 0.350, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8427, loss: 0.8427 2023-12-09 09:32:11,414 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:05:49, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8485, loss: 0.8485 2023-12-09 09:33:00,110 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:05:17, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8243, loss: 0.8243 2023-12-09 09:33:43,912 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:04:46, time: 0.438, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.8506, loss: 0.8506 2023-12-09 09:34:14,684 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:04:14, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8241, loss: 0.8241 2023-12-09 09:34:59,783 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:03:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8250, loss: 0.8250 2023-12-09 09:35:44,797 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:03:11, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8473, loss: 0.8473 2023-12-09 09:36:29,983 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:39, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8387, loss: 0.8387 2023-12-09 09:37:15,025 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8402, loss: 0.8402 2023-12-09 09:38:00,253 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8536, loss: 0.8536 2023-12-09 09:38:45,285 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:05, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8454, loss: 0.8454 2023-12-09 09:39:30,425 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:33, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8362, loss: 0.8362 2023-12-09 09:40:15,619 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.8546, loss: 0.8546 2023-12-09 09:40:18,764 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-09 09:42:41,131 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-09 09:42:41,203 - pyskl - INFO - top1_acc 0.9164 top5_acc 0.9863 2023-12-09 09:42:41,207 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_144.pth was removed 2023-12-09 09:42:41,350 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. 2023-12-09 09:42:41,351 - pyskl - INFO - Best top1_acc is 0.9164 at 150 epoch. 2023-12-09 09:42:41,356 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9164, top5_acc: 0.9863 2023-12-09 09:42:49,271 - pyskl - INFO - 16487 videos remain after valid thresholding 2023-12-09 10:02:56,949 - pyskl - INFO - Testing results of the last checkpoint 2023-12-09 10:02:56,949 - pyskl - INFO - top1_acc: 0.9185 2023-12-09 10:02:56,949 - pyskl - INFO - top5_acc: 0.9869 2023-12-09 10:02:56,950 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/b_2/best_top1_acc_epoch_150.pth 2023-12-09 10:23:06,161 - pyskl - INFO - Testing results of the best checkpoint 2023-12-09 10:23:06,162 - pyskl - INFO - top1_acc: 0.9185 2023-12-09 10:23:06,162 - pyskl - INFO - top5_acc: 0.9869