2023-12-24 19:30:11,300 - 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+ ------------------------------------------------------------ 2023-12-24 19:30:11,599 - pyskl - INFO - Config: modality = 'bm' graph = 'nturgb+d' work_dir = './work_dirs/test_prototype/ntu60_xview/bm' model = dict( type='RecognizerGCN_7_1_1', backbone=dict( type='GCN_7_1_1', tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], graph_cfg=dict( layout='nturgb+d', mode='random', num_filter=8, init_off=0.04, init_std=0.02)), cls_head=dict(type='SimpleHead_7_4_3', num_classes=60, in_channels=384)) dataset_type = 'PoseDataset' ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' train_pipeline = [ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['bm']), 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=['bm']), 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=['bm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, test_dataloader=dict(videos_per_gpu=1), train=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='RandomRot', theta=0.2), dict(type='GenSkeFeat', feats=['bm']), dict(type='UniformSampleDecode', clip_len=100), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_train'), val=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['bm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=1), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_val'), test=dict( type='PoseDataset', ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', pipeline=[ dict(type='PreNormalize3D', align_spine=False), dict(type='GenSkeFeat', feats=['bm']), dict(type='UniformSampleDecode', clip_len=100, num_clips=10), dict(type='FormatGCNInput'), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ], split='xview_val')) optimizer = dict( type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) total_epochs = 150 checkpoint_config = dict(interval=1) evaluation = dict(interval=1, metrics=['top_k_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') gpu_ids = range(0, 1) 2023-12-24 19:30:11,600 - pyskl - INFO - Set random seed to 169299427, deterministic: False 2023-12-24 19:30:16,754 - pyskl - INFO - 37646 videos remain after valid thresholding 2023-12-24 19:30:25,155 - pyskl - INFO - 18932 videos remain after valid thresholding 2023-12-24 19:30:25,159 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm 2023-12-24 19:30:25,159 - 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 -------------------- 2023-12-24 19:30:25,160 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs 2023-12-24 19:30:25,160 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm by HardDiskBackend. 2023-12-24 19:31:09,838 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 19:47:11, time: 0.447, data_time: 0.208, memory: 6499, top1_acc: 0.0444, top5_acc: 0.1875, loss_cls: 6.5360, loss: 6.5360 2023-12-24 19:31:32,824 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 9:08:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0550, top5_acc: 0.2681, loss_cls: 6.2745, loss: 6.2745 2023-12-24 19:31:55,862 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 5:36:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0675, top5_acc: 0.3038, loss_cls: 6.6751, loss: 6.6751 2023-12-24 19:32:18,894 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 3:50:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0762, top5_acc: 0.3006, loss_cls: 6.3593, loss: 6.3593 2023-12-24 19:32:42,083 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 2:48:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.0737, top5_acc: 0.3100, loss_cls: 6.3129, loss: 6.3129 2023-12-24 19:33:05,240 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 2:06:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.0731, top5_acc: 0.3063, loss_cls: 6.3393, loss: 6.3393 2023-12-24 19:33:28,334 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 1:36:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.0938, top5_acc: 0.3431, loss_cls: 6.4108, loss: 6.4108 2023-12-24 19:33:51,372 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 1:12:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1050, top5_acc: 0.3650, loss_cls: 6.7676, loss: 6.7676 2023-12-24 19:34:14,348 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 0:54:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1294, top5_acc: 0.4025, loss_cls: 6.6518, loss: 6.6518 2023-12-24 19:34:37,305 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 0:38:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1163, top5_acc: 0.4163, loss_cls: 6.4240, loss: 6.4240 2023-12-24 19:35:00,251 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 0:26:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.1275, top5_acc: 0.4325, loss_cls: 6.0626, loss: 6.0626 2023-12-24 19:35:23,273 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 0:16:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1625, top5_acc: 0.5031, loss_cls: 5.9929, loss: 5.9929 2023-12-24 19:35:46,299 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 0:07:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1625, top5_acc: 0.5019, loss_cls: 5.6689, loss: 5.6689 2023-12-24 19:36:09,234 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 23:59:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.1731, top5_acc: 0.5294, loss_cls: 5.4745, loss: 5.4745 2023-12-24 19:36:32,193 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 23:53:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1744, top5_acc: 0.5450, loss_cls: 5.2581, loss: 5.2581 2023-12-24 19:36:55,036 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 23:46:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2150, top5_acc: 0.5913, loss_cls: 4.9258, loss: 4.9258 2023-12-24 19:37:17,992 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 23:41:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2288, top5_acc: 0.6012, loss_cls: 4.7550, loss: 4.7550 2023-12-24 19:37:40,794 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 23:36:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2419, top5_acc: 0.6081, loss_cls: 4.6040, loss: 4.6040 2023-12-24 19:38:03,704 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 23:31:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2469, top5_acc: 0.6312, loss_cls: 4.4650, loss: 4.4650 2023-12-24 19:38:26,640 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 23:28:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2550, top5_acc: 0.6425, loss_cls: 4.2798, loss: 4.2798 2023-12-24 19:38:49,503 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 23:24:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2700, top5_acc: 0.6731, loss_cls: 4.1718, loss: 4.1718 2023-12-24 19:39:12,377 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 23:20:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.2712, top5_acc: 0.6581, loss_cls: 4.2613, loss: 4.2613 2023-12-24 19:39:35,206 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 23:17:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2637, top5_acc: 0.6806, loss_cls: 4.1904, loss: 4.1904 2023-12-24 19:39:48,007 - pyskl - INFO - Saving checkpoint at 1 epochs 2023-12-24 19:41:18,131 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:41:18,211 - pyskl - INFO - top1_acc 0.3113 top5_acc 0.7183 2023-12-24 19:41:18,354 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2023-12-24 19:41:18,355 - pyskl - INFO - Best top1_acc is 0.3113 at 1 epoch. 2023-12-24 19:41:18,362 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.3113, top5_acc: 0.7183 2023-12-24 19:42:01,197 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 23:31:50, time: 0.428, data_time: 0.200, memory: 6499, top1_acc: 0.2875, top5_acc: 0.6925, loss_cls: 4.0216, loss: 4.0216 2023-12-24 19:42:24,033 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 23:28:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.2844, top5_acc: 0.7075, loss_cls: 4.0075, loss: 4.0075 2023-12-24 19:42:46,903 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 23:25:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3181, top5_acc: 0.7231, loss_cls: 3.8525, loss: 3.8525 2023-12-24 19:43:09,772 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 23:22:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3362, top5_acc: 0.7194, loss_cls: 3.8079, loss: 3.8079 2023-12-24 19:43:32,662 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 23:19:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3312, top5_acc: 0.7456, loss_cls: 3.6878, loss: 3.6878 2023-12-24 19:43:55,456 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 23:16:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3625, top5_acc: 0.7681, loss_cls: 3.5613, loss: 3.5613 2023-12-24 19:44:18,295 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 23:14:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3806, top5_acc: 0.7544, loss_cls: 3.5587, loss: 3.5587 2023-12-24 19:44:41,151 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 23:11:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3700, top5_acc: 0.7887, loss_cls: 3.4422, loss: 3.4422 2023-12-24 19:45:03,918 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 23:09:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.3912, top5_acc: 0.7887, loss_cls: 3.3754, loss: 3.3754 2023-12-24 19:45:26,772 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 23:07:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.3962, top5_acc: 0.7913, loss_cls: 3.2894, loss: 3.2894 2023-12-24 19:45:49,673 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 23:05:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4100, top5_acc: 0.8206, loss_cls: 3.2101, loss: 3.2101 2023-12-24 19:46:12,455 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 23:03:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4325, top5_acc: 0.8169, loss_cls: 3.1107, loss: 3.1107 2023-12-24 19:46:35,332 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 23:01:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4294, top5_acc: 0.8231, loss_cls: 3.0759, loss: 3.0759 2023-12-24 19:46:58,241 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 22:59:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4450, top5_acc: 0.8344, loss_cls: 3.0229, loss: 3.0229 2023-12-24 19:47:20,969 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 22:58:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4412, top5_acc: 0.8219, loss_cls: 3.0877, loss: 3.0877 2023-12-24 19:47:43,863 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 22:56:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4637, top5_acc: 0.8419, loss_cls: 2.9542, loss: 2.9542 2023-12-24 19:48:06,744 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 22:55:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4625, top5_acc: 0.8256, loss_cls: 2.9951, loss: 2.9951 2023-12-24 19:48:29,634 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 22:53:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4587, top5_acc: 0.8475, loss_cls: 2.8780, loss: 2.8780 2023-12-24 19:48:52,461 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 22:52:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4919, top5_acc: 0.8694, loss_cls: 2.7523, loss: 2.7523 2023-12-24 19:49:15,224 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 22:50:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4856, top5_acc: 0.8544, loss_cls: 2.7767, loss: 2.7767 2023-12-24 19:49:37,969 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 22:49:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.4913, top5_acc: 0.8619, loss_cls: 2.7144, loss: 2.7144 2023-12-24 19:50:00,733 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 22:47:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4825, top5_acc: 0.8606, loss_cls: 2.7398, loss: 2.7398 2023-12-24 19:50:23,562 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 22:46:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.4938, top5_acc: 0.8494, loss_cls: 2.7762, loss: 2.7762 2023-12-24 19:50:36,431 - pyskl - INFO - Saving checkpoint at 2 epochs 2023-12-24 19:52:06,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 19:52:06,435 - pyskl - INFO - top1_acc 0.4139 top5_acc 0.7999 2023-12-24 19:52:06,439 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_1.pth was removed 2023-12-24 19:52:06,581 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2023-12-24 19:52:06,582 - pyskl - INFO - Best top1_acc is 0.4139 at 2 epoch. 2023-12-24 19:52:06,586 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.4139, top5_acc: 0.7999 2023-12-24 19:52:48,912 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 22:53:21, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.5019, top5_acc: 0.8644, loss_cls: 2.6898, loss: 2.6898 2023-12-24 19:53:11,790 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 22:52:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4988, top5_acc: 0.8606, loss_cls: 2.6745, loss: 2.6745 2023-12-24 19:53:34,705 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 22:50:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5156, top5_acc: 0.8669, loss_cls: 2.6627, loss: 2.6627 2023-12-24 19:53:57,650 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 22:49:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.4963, top5_acc: 0.8719, loss_cls: 2.5505, loss: 2.5505 2023-12-24 19:54:20,486 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 22:48:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5231, top5_acc: 0.8712, loss_cls: 2.5634, loss: 2.5634 2023-12-24 19:54:43,263 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 22:47:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5138, top5_acc: 0.8681, loss_cls: 2.6382, loss: 2.6382 2023-12-24 19:55:06,108 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 22:45:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5375, top5_acc: 0.8812, loss_cls: 2.4841, loss: 2.4841 2023-12-24 19:55:29,005 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 22:44:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5537, top5_acc: 0.8769, loss_cls: 2.4392, loss: 2.4392 2023-12-24 19:55:51,922 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 22:43:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5363, top5_acc: 0.8794, loss_cls: 2.4796, loss: 2.4796 2023-12-24 19:56:14,675 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 22:42:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5587, top5_acc: 0.8869, loss_cls: 2.3792, loss: 2.3792 2023-12-24 19:56:37,507 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 22:41:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5375, top5_acc: 0.8769, loss_cls: 2.4966, loss: 2.4966 2023-12-24 19:57:00,413 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 22:40:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5819, top5_acc: 0.8988, loss_cls: 2.2710, loss: 2.2710 2023-12-24 19:57:23,294 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 22:39:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5381, top5_acc: 0.8688, loss_cls: 2.5171, loss: 2.5171 2023-12-24 19:57:46,193 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 22:38:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5813, top5_acc: 0.8956, loss_cls: 2.3027, loss: 2.3027 2023-12-24 19:58:08,939 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 22:37:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5587, top5_acc: 0.8712, loss_cls: 2.4631, loss: 2.4631 2023-12-24 19:58:31,770 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 22:36:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5787, top5_acc: 0.8881, loss_cls: 2.3348, loss: 2.3348 2023-12-24 19:58:54,552 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 22:35:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5769, top5_acc: 0.9038, loss_cls: 2.2891, loss: 2.2891 2023-12-24 19:59:17,340 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 22:34:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5813, top5_acc: 0.8894, loss_cls: 2.3114, loss: 2.3114 2023-12-24 19:59:40,278 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 22:33:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5813, top5_acc: 0.8900, loss_cls: 2.3342, loss: 2.3342 2023-12-24 20:00:03,106 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 22:32:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5487, top5_acc: 0.8912, loss_cls: 2.3761, loss: 2.3761 2023-12-24 20:00:25,893 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 22:31:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5787, top5_acc: 0.8944, loss_cls: 2.3175, loss: 2.3175 2023-12-24 20:00:48,695 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 22:30:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5913, top5_acc: 0.8956, loss_cls: 2.2331, loss: 2.2331 2023-12-24 20:01:11,496 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 22:29:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.8981, loss_cls: 2.1892, loss: 2.1892 2023-12-24 20:01:24,280 - pyskl - INFO - Saving checkpoint at 3 epochs 2023-12-24 20:02:54,043 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:02:54,123 - pyskl - INFO - top1_acc 0.6092 top5_acc 0.9303 2023-12-24 20:02:54,128 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_2.pth was removed 2023-12-24 20:02:54,291 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2023-12-24 20:02:54,292 - pyskl - INFO - Best top1_acc is 0.6092 at 3 epoch. 2023-12-24 20:02:54,297 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6092, top5_acc: 0.9303 2023-12-24 20:03:36,831 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 22:34:33, time: 0.425, data_time: 0.198, memory: 6499, top1_acc: 0.5863, top5_acc: 0.9094, loss_cls: 2.1826, loss: 2.1826 2023-12-24 20:03:59,593 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 22:33:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.5819, top5_acc: 0.9031, loss_cls: 2.2194, loss: 2.2194 2023-12-24 20:04:22,286 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 22:32:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.9144, loss_cls: 2.1505, loss: 2.1505 2023-12-24 20:04:45,079 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 22:31:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6038, top5_acc: 0.9044, loss_cls: 2.1807, loss: 2.1807 2023-12-24 20:05:07,770 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 22:30:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.9119, loss_cls: 2.1365, loss: 2.1365 2023-12-24 20:05:30,500 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 22:29:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.9094, loss_cls: 2.1289, loss: 2.1289 2023-12-24 20:05:53,240 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 22:28:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6381, top5_acc: 0.9169, loss_cls: 2.0353, loss: 2.0353 2023-12-24 20:06:16,066 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 22:27:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6112, top5_acc: 0.9075, loss_cls: 2.1606, loss: 2.1606 2023-12-24 20:06:39,010 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 22:27:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6056, top5_acc: 0.9062, loss_cls: 2.1758, loss: 2.1758 2023-12-24 20:07:01,895 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 22:26:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.9087, loss_cls: 2.0917, loss: 2.0917 2023-12-24 20:07:24,744 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 22:25:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6038, top5_acc: 0.8988, loss_cls: 2.1461, loss: 2.1461 2023-12-24 20:07:47,625 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 22:24:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6294, top5_acc: 0.9231, loss_cls: 2.0020, loss: 2.0020 2023-12-24 20:08:10,475 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 22:24:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6281, top5_acc: 0.9106, loss_cls: 2.0089, loss: 2.0089 2023-12-24 20:08:33,403 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 22:23:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9269, loss_cls: 2.0185, loss: 2.0185 2023-12-24 20:08:56,248 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 22:22:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6288, top5_acc: 0.9163, loss_cls: 2.0505, loss: 2.0505 2023-12-24 20:09:19,105 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 22:21:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6069, top5_acc: 0.9081, loss_cls: 2.1161, loss: 2.1161 2023-12-24 20:09:41,844 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 22:21:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6219, top5_acc: 0.9038, loss_cls: 2.0713, loss: 2.0713 2023-12-24 20:10:04,628 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 22:20:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6125, top5_acc: 0.9287, loss_cls: 1.9903, loss: 1.9903 2023-12-24 20:10:27,557 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 22:19:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9256, loss_cls: 1.9304, loss: 1.9304 2023-12-24 20:10:50,354 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 22:18:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.9131, loss_cls: 2.0232, loss: 2.0232 2023-12-24 20:11:13,148 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 22:18:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6194, top5_acc: 0.9069, loss_cls: 2.0199, loss: 2.0199 2023-12-24 20:11:35,998 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 22:17:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6312, top5_acc: 0.9263, loss_cls: 1.9714, loss: 1.9714 2023-12-24 20:11:58,868 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 22:16:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6338, top5_acc: 0.9119, loss_cls: 2.0569, loss: 2.0569 2023-12-24 20:12:11,575 - pyskl - INFO - Saving checkpoint at 4 epochs 2023-12-24 20:13:41,671 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:13:41,757 - pyskl - INFO - top1_acc 0.6430 top5_acc 0.9389 2023-12-24 20:13:41,762 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_3.pth was removed 2023-12-24 20:13:41,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2023-12-24 20:13:41,887 - pyskl - INFO - Best top1_acc is 0.6430 at 4 epoch. 2023-12-24 20:13:41,892 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.6430, top5_acc: 0.9389 2023-12-24 20:14:24,552 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 22:20:18, time: 0.427, data_time: 0.197, memory: 6499, top1_acc: 0.6175, top5_acc: 0.9256, loss_cls: 1.9936, loss: 1.9936 2023-12-24 20:14:47,477 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 22:19:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6250, top5_acc: 0.9213, loss_cls: 2.0700, loss: 2.0700 2023-12-24 20:15:10,291 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 22:18:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9294, loss_cls: 1.9034, loss: 1.9034 2023-12-24 20:15:33,158 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 22:18:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9144, loss_cls: 2.0034, loss: 2.0034 2023-12-24 20:15:55,997 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 22:17:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6488, top5_acc: 0.9281, loss_cls: 1.9451, loss: 1.9451 2023-12-24 20:16:18,730 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 22:16:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.9250, loss_cls: 1.9788, loss: 1.9788 2023-12-24 20:16:41,542 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 22:15:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9250, loss_cls: 1.9600, loss: 1.9600 2023-12-24 20:17:04,413 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 22:15:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9263, loss_cls: 1.8953, loss: 1.8953 2023-12-24 20:17:27,154 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 22:14:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9231, loss_cls: 1.9111, loss: 1.9111 2023-12-24 20:17:50,076 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 22:13:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6644, top5_acc: 0.9300, loss_cls: 1.8521, loss: 1.8521 2023-12-24 20:18:12,764 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 22:13:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9256, loss_cls: 1.8829, loss: 1.8829 2023-12-24 20:18:35,634 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 22:12:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9281, loss_cls: 1.8543, loss: 1.8543 2023-12-24 20:18:58,471 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 22:11:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9344, loss_cls: 1.8225, loss: 1.8225 2023-12-24 20:19:21,369 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 22:11:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9163, loss_cls: 1.9666, loss: 1.9666 2023-12-24 20:19:44,222 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 22:10:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9263, loss_cls: 1.8359, loss: 1.8359 2023-12-24 20:20:07,175 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 22:09:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9263, loss_cls: 1.8815, loss: 1.8815 2023-12-24 20:20:30,050 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 22:09:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9394, loss_cls: 1.7826, loss: 1.7826 2023-12-24 20:20:52,987 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 22:08:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9294, loss_cls: 1.8261, loss: 1.8261 2023-12-24 20:21:15,813 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 22:08:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6544, top5_acc: 0.9319, loss_cls: 1.8140, loss: 1.8140 2023-12-24 20:21:38,693 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 22:07:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9175, loss_cls: 1.9613, loss: 1.9613 2023-12-24 20:22:01,646 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 22:06:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9406, loss_cls: 1.6634, loss: 1.6634 2023-12-24 20:22:24,348 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 22:06:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6394, top5_acc: 0.9187, loss_cls: 1.9207, loss: 1.9207 2023-12-24 20:22:47,194 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 22:05:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9256, loss_cls: 1.8475, loss: 1.8475 2023-12-24 20:22:59,933 - pyskl - INFO - Saving checkpoint at 5 epochs 2023-12-24 20:24:29,534 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:24:29,619 - pyskl - INFO - top1_acc 0.4193 top5_acc 0.7698 2023-12-24 20:24:29,623 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.4193, top5_acc: 0.7698 2023-12-24 20:25:11,786 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 22:08:09, time: 0.422, data_time: 0.194, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9319, loss_cls: 1.7645, loss: 1.7645 2023-12-24 20:25:34,584 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 22:07:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6725, top5_acc: 0.9444, loss_cls: 1.7109, loss: 1.7109 2023-12-24 20:25:57,507 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 22:06:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9331, loss_cls: 1.7762, loss: 1.7762 2023-12-24 20:26:20,306 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 22:06:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9337, loss_cls: 1.8001, loss: 1.8001 2023-12-24 20:26:43,118 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 22:05:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9344, loss_cls: 1.7140, loss: 1.7140 2023-12-24 20:27:05,926 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 22:04:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9263, loss_cls: 1.8176, loss: 1.8176 2023-12-24 20:27:28,832 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 22:04:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9331, loss_cls: 1.8581, loss: 1.8581 2023-12-24 20:27:51,591 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 22:03:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9363, loss_cls: 1.7565, loss: 1.7565 2023-12-24 20:28:14,323 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 22:03:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9256, loss_cls: 1.8501, loss: 1.8501 2023-12-24 20:28:37,078 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 22:02:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9331, loss_cls: 1.7867, loss: 1.7867 2023-12-24 20:28:59,864 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 22:01:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9475, loss_cls: 1.6445, loss: 1.6445 2023-12-24 20:29:22,812 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 22:01:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9387, loss_cls: 1.7034, loss: 1.7034 2023-12-24 20:29:45,694 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 22:00:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9237, loss_cls: 1.8368, loss: 1.8368 2023-12-24 20:30:08,518 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 22:00:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 1.6593, loss: 1.6593 2023-12-24 20:30:31,298 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 21:59:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9275, loss_cls: 1.7324, loss: 1.7324 2023-12-24 20:30:54,301 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 21:58:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9400, loss_cls: 1.7303, loss: 1.7303 2023-12-24 20:31:17,146 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 21:58:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9300, loss_cls: 1.7601, loss: 1.7601 2023-12-24 20:31:40,074 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 21:57:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9337, loss_cls: 1.7413, loss: 1.7413 2023-12-24 20:32:02,975 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 21:57:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9394, loss_cls: 1.7282, loss: 1.7282 2023-12-24 20:32:25,845 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 21:56:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9313, loss_cls: 1.8142, loss: 1.8142 2023-12-24 20:32:48,744 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 21:56:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9419, loss_cls: 1.6576, loss: 1.6576 2023-12-24 20:33:11,601 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 21:55:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9381, loss_cls: 1.6878, loss: 1.6878 2023-12-24 20:33:34,592 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 21:55:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9344, loss_cls: 1.6669, loss: 1.6669 2023-12-24 20:33:47,406 - pyskl - INFO - Saving checkpoint at 6 epochs 2023-12-24 20:35:17,373 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:35:17,459 - pyskl - INFO - top1_acc 0.7024 top5_acc 0.9562 2023-12-24 20:35:17,465 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_4.pth was removed 2023-12-24 20:35:17,633 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2023-12-24 20:35:17,634 - pyskl - INFO - Best top1_acc is 0.7024 at 6 epoch. 2023-12-24 20:35:17,642 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7024, top5_acc: 0.9562 2023-12-24 20:36:00,326 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 21:57:18, time: 0.427, data_time: 0.199, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9463, loss_cls: 1.5913, loss: 1.5913 2023-12-24 20:36:23,222 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 21:56:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9544, loss_cls: 1.6514, loss: 1.6514 2023-12-24 20:36:46,018 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 21:56:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9344, loss_cls: 1.7465, loss: 1.7465 2023-12-24 20:37:08,783 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 21:55:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 1.5979, loss: 1.5979 2023-12-24 20:37:31,573 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 21:54:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9263, loss_cls: 1.7905, loss: 1.7905 2023-12-24 20:37:54,461 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 21:54:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9369, loss_cls: 1.6653, loss: 1.6653 2023-12-24 20:38:17,322 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 21:53:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9437, loss_cls: 1.6372, loss: 1.6372 2023-12-24 20:38:40,058 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 21:53:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9431, loss_cls: 1.7045, loss: 1.7045 2023-12-24 20:39:02,949 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 21:52:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9537, loss_cls: 1.5606, loss: 1.5606 2023-12-24 20:39:25,787 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 21:52:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9319, loss_cls: 1.7626, loss: 1.7626 2023-12-24 20:39:48,727 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 21:51:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9475, loss_cls: 1.5869, loss: 1.5869 2023-12-24 20:40:11,523 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 21:51:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9369, loss_cls: 1.6978, loss: 1.6978 2023-12-24 20:40:34,397 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 21:50:28, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9444, loss_cls: 1.6811, loss: 1.6811 2023-12-24 20:40:57,261 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 21:49:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9337, loss_cls: 1.7869, loss: 1.7869 2023-12-24 20:41:20,095 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 21:49:22, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9381, loss_cls: 1.7163, loss: 1.7163 2023-12-24 20:41:43,013 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 21:48:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9469, loss_cls: 1.6098, loss: 1.6098 2023-12-24 20:42:05,878 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 21:48:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9400, loss_cls: 1.6829, loss: 1.6829 2023-12-24 20:42:28,732 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 21:47:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9363, loss_cls: 1.7045, loss: 1.7045 2023-12-24 20:42:51,656 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 21:47:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 1.5320, loss: 1.5320 2023-12-24 20:43:14,369 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 21:46:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9381, loss_cls: 1.6349, loss: 1.6349 2023-12-24 20:43:37,206 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 21:46:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9313, loss_cls: 1.7375, loss: 1.7375 2023-12-24 20:43:59,981 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 21:45:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9456, loss_cls: 1.6536, loss: 1.6536 2023-12-24 20:44:22,797 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 21:45:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9400, loss_cls: 1.6624, loss: 1.6624 2023-12-24 20:44:35,576 - pyskl - INFO - Saving checkpoint at 7 epochs 2023-12-24 20:46:05,518 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:46:05,604 - pyskl - INFO - top1_acc 0.7516 top5_acc 0.9622 2023-12-24 20:46:05,608 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_6.pth was removed 2023-12-24 20:46:05,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2023-12-24 20:46:05,735 - pyskl - INFO - Best top1_acc is 0.7516 at 7 epoch. 2023-12-24 20:46:05,739 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7516, top5_acc: 0.9622 2023-12-24 20:46:47,637 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 21:46:33, time: 0.419, data_time: 0.192, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9531, loss_cls: 1.5455, loss: 1.5455 2023-12-24 20:47:10,338 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 21:45:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 1.6256, loss: 1.6256 2023-12-24 20:47:33,182 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 21:45:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 1.5837, loss: 1.5837 2023-12-24 20:47:56,135 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 21:44:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9450, loss_cls: 1.5874, loss: 1.5874 2023-12-24 20:48:18,965 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 21:44:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9413, loss_cls: 1.6505, loss: 1.6505 2023-12-24 20:48:41,942 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 21:43:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9444, loss_cls: 1.5855, loss: 1.5855 2023-12-24 20:49:04,724 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 21:43:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9475, loss_cls: 1.6044, loss: 1.6044 2023-12-24 20:49:27,408 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 21:42:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9531, loss_cls: 1.5696, loss: 1.5696 2023-12-24 20:49:50,202 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 21:42:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9444, loss_cls: 1.6712, loss: 1.6712 2023-12-24 20:50:13,080 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 21:41:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9369, loss_cls: 1.6256, loss: 1.6256 2023-12-24 20:50:35,799 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 21:41:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9381, loss_cls: 1.5901, loss: 1.5901 2023-12-24 20:50:58,489 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 21:40:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9431, loss_cls: 1.6103, loss: 1.6103 2023-12-24 20:51:21,232 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 21:39:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9381, loss_cls: 1.5762, loss: 1.5762 2023-12-24 20:51:44,123 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 21:39:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9600, loss_cls: 1.4779, loss: 1.4779 2023-12-24 20:52:06,996 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 21:38:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9475, loss_cls: 1.5350, loss: 1.5350 2023-12-24 20:52:29,846 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 21:38:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9494, loss_cls: 1.5126, loss: 1.5126 2023-12-24 20:52:52,773 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 21:37:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9506, loss_cls: 1.5337, loss: 1.5337 2023-12-24 20:53:15,609 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 21:37:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9350, loss_cls: 1.6653, loss: 1.6653 2023-12-24 20:53:38,421 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 21:36:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9394, loss_cls: 1.6477, loss: 1.6477 2023-12-24 20:54:01,315 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 21:36:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9337, loss_cls: 1.5587, loss: 1.5587 2023-12-24 20:54:24,126 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 21:35:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6919, top5_acc: 0.9475, loss_cls: 1.6052, loss: 1.6052 2023-12-24 20:54:46,987 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 21:35:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9463, loss_cls: 1.5800, loss: 1.5800 2023-12-24 20:55:09,929 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 21:34:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9450, loss_cls: 1.5648, loss: 1.5648 2023-12-24 20:55:22,714 - pyskl - INFO - Saving checkpoint at 8 epochs 2023-12-24 20:56:52,872 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 20:56:52,958 - pyskl - INFO - top1_acc 0.7056 top5_acc 0.9534 2023-12-24 20:56:52,964 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7056, top5_acc: 0.9534 2023-12-24 20:57:35,223 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 21:36:17, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9587, loss_cls: 1.4448, loss: 1.4448 2023-12-24 20:57:58,089 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 21:35:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9556, loss_cls: 1.5131, loss: 1.5131 2023-12-24 20:58:20,971 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 21:35:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9500, loss_cls: 1.5104, loss: 1.5104 2023-12-24 20:58:43,843 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 21:34:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9469, loss_cls: 1.5258, loss: 1.5258 2023-12-24 20:59:06,546 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 21:34:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 1.5061, loss: 1.5061 2023-12-24 20:59:29,349 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 21:33:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.5941, loss: 1.5941 2023-12-24 20:59:52,224 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 21:33:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 1.5670, loss: 1.5670 2023-12-24 21:00:15,170 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 21:32:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 1.5606, loss: 1.5606 2023-12-24 21:00:38,106 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 21:32:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9506, loss_cls: 1.5707, loss: 1.5707 2023-12-24 21:01:00,924 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 21:31:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.4572, loss: 1.4572 2023-12-24 21:01:23,851 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 21:31:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9494, loss_cls: 1.4928, loss: 1.4928 2023-12-24 21:01:46,794 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 21:30:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 1.5619, loss: 1.5619 2023-12-24 21:02:09,699 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 21:30:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9363, loss_cls: 1.6217, loss: 1.6217 2023-12-24 21:02:32,574 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 21:29:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 1.5308, loss: 1.5308 2023-12-24 21:02:55,335 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 21:29:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9431, loss_cls: 1.6417, loss: 1.6417 2023-12-24 21:03:18,146 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 21:28:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9413, loss_cls: 1.6558, loss: 1.6558 2023-12-24 21:03:40,994 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 21:28:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.4783, loss: 1.4783 2023-12-24 21:04:03,914 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 21:27:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 1.5276, loss: 1.5276 2023-12-24 21:04:26,806 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 21:27:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9506, loss_cls: 1.5371, loss: 1.5371 2023-12-24 21:04:49,753 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 21:26:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 1.5659, loss: 1.5659 2023-12-24 21:05:12,629 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 21:26:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 1.4368, loss: 1.4368 2023-12-24 21:05:35,545 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 21:25:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9394, loss_cls: 1.5764, loss: 1.5764 2023-12-24 21:05:58,452 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 21:25:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9500, loss_cls: 1.4937, loss: 1.4937 2023-12-24 21:06:11,207 - pyskl - INFO - Saving checkpoint at 9 epochs 2023-12-24 21:07:41,510 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:07:41,594 - pyskl - INFO - top1_acc 0.6820 top5_acc 0.9519 2023-12-24 21:07:41,598 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.6820, top5_acc: 0.9519 2023-12-24 21:08:24,145 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 21:26:36, time: 0.425, data_time: 0.191, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9569, loss_cls: 1.4853, loss: 1.4853 2023-12-24 21:08:47,471 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 21:26:14, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9463, loss_cls: 1.5231, loss: 1.5231 2023-12-24 21:09:10,891 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 21:25:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9525, loss_cls: 1.4734, loss: 1.4734 2023-12-24 21:09:34,326 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 21:25:32, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 1.4681, loss: 1.4681 2023-12-24 21:09:57,754 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 21:25:11, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9406, loss_cls: 1.5466, loss: 1.5466 2023-12-24 21:10:21,082 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 21:24:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.4866, loss: 1.4866 2023-12-24 21:10:44,508 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 21:24:27, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9525, loss_cls: 1.5315, loss: 1.5315 2023-12-24 21:11:08,002 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 21:24:07, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9581, loss_cls: 1.4479, loss: 1.4479 2023-12-24 21:11:31,419 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 21:23:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 1.4995, loss: 1.4995 2023-12-24 21:11:54,924 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 21:23:26, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 1.4845, loss: 1.4845 2023-12-24 21:12:18,398 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 21:23:06, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.3848, loss: 1.3848 2023-12-24 21:12:41,803 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 21:22:44, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.4901, loss: 1.4901 2023-12-24 21:13:05,192 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 21:22:22, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9487, loss_cls: 1.4764, loss: 1.4764 2023-12-24 21:13:28,574 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 21:22:01, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 1.3749, loss: 1.3749 2023-12-24 21:13:51,968 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 21:21:39, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9563, loss_cls: 1.5166, loss: 1.5166 2023-12-24 21:14:15,379 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 21:21:17, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.5172, loss: 1.5172 2023-12-24 21:14:38,886 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 21:20:57, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9425, loss_cls: 1.6140, loss: 1.6140 2023-12-24 21:15:02,309 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 21:20:36, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9563, loss_cls: 1.4394, loss: 1.4394 2023-12-24 21:15:25,678 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 21:20:14, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9413, loss_cls: 1.5395, loss: 1.5395 2023-12-24 21:15:49,052 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 21:19:52, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9494, loss_cls: 1.4595, loss: 1.4595 2023-12-24 21:16:12,406 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 21:19:30, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9556, loss_cls: 1.4996, loss: 1.4996 2023-12-24 21:16:35,754 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 21:19:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9481, loss_cls: 1.5138, loss: 1.5138 2023-12-24 21:16:59,166 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 21:18:46, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 1.4897, loss: 1.4897 2023-12-24 21:17:12,264 - pyskl - INFO - Saving checkpoint at 10 epochs 2023-12-24 21:18:42,168 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:18:42,260 - pyskl - INFO - top1_acc 0.6997 top5_acc 0.9501 2023-12-24 21:18:42,264 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.6997, top5_acc: 0.9501 2023-12-24 21:19:24,733 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 21:19:45, time: 0.425, data_time: 0.197, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 1.3395, loss: 1.3395 2023-12-24 21:19:47,505 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 21:19:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9494, loss_cls: 1.4763, loss: 1.4763 2023-12-24 21:20:10,375 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 21:18:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9600, loss_cls: 1.3741, loss: 1.3741 2023-12-24 21:20:33,165 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 21:18:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9537, loss_cls: 1.4505, loss: 1.4505 2023-12-24 21:20:55,983 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 21:17:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 1.4100, loss: 1.4100 2023-12-24 21:21:18,761 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 21:17:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9544, loss_cls: 1.4997, loss: 1.4997 2023-12-24 21:21:41,724 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 21:16:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.4852, loss: 1.4852 2023-12-24 21:22:04,669 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 21:16:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9563, loss_cls: 1.4299, loss: 1.4299 2023-12-24 21:22:27,602 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 21:15:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9463, loss_cls: 1.5122, loss: 1.5122 2023-12-24 21:22:50,493 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 21:15:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 1.4691, loss: 1.4691 2023-12-24 21:23:13,344 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 21:14:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9531, loss_cls: 1.4641, loss: 1.4641 2023-12-24 21:23:36,156 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 21:14:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 1.4876, loss: 1.4876 2023-12-24 21:23:58,921 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 21:13:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 1.4787, loss: 1.4787 2023-12-24 21:24:21,869 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 21:13:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9525, loss_cls: 1.4663, loss: 1.4663 2023-12-24 21:24:44,684 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 21:12:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9613, loss_cls: 1.4862, loss: 1.4862 2023-12-24 21:25:07,439 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 21:12:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9600, loss_cls: 1.4209, loss: 1.4209 2023-12-24 21:25:30,269 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 21:11:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 1.4359, loss: 1.4359 2023-12-24 21:25:53,220 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 21:11:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 1.3915, loss: 1.3915 2023-12-24 21:26:16,263 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 21:11:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9531, loss_cls: 1.3710, loss: 1.3710 2023-12-24 21:26:39,152 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 21:10:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9569, loss_cls: 1.4019, loss: 1.4019 2023-12-24 21:27:01,957 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 21:10:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9400, loss_cls: 1.4768, loss: 1.4768 2023-12-24 21:27:24,685 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 21:09:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9494, loss_cls: 1.5059, loss: 1.5059 2023-12-24 21:27:47,454 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 21:09:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9613, loss_cls: 1.4034, loss: 1.4034 2023-12-24 21:28:00,146 - pyskl - INFO - Saving checkpoint at 11 epochs 2023-12-24 21:29:30,281 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:29:30,366 - pyskl - INFO - top1_acc 0.7381 top5_acc 0.9550 2023-12-24 21:29:30,374 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7381, top5_acc: 0.9550 2023-12-24 21:30:12,812 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 21:09:53, time: 0.424, data_time: 0.196, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9581, loss_cls: 1.3921, loss: 1.3921 2023-12-24 21:30:35,643 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 21:09:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.4086, loss: 1.4086 2023-12-24 21:30:58,407 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 21:08:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9644, loss_cls: 1.2890, loss: 1.2890 2023-12-24 21:31:21,156 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 21:08:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 1.4324, loss: 1.4324 2023-12-24 21:31:44,119 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 21:07:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.4948, loss: 1.4948 2023-12-24 21:32:06,914 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 21:07:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.3868, loss: 1.3868 2023-12-24 21:32:29,799 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 21:06:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9594, loss_cls: 1.3347, loss: 1.3347 2023-12-24 21:32:52,664 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 21:06:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9519, loss_cls: 1.4688, loss: 1.4688 2023-12-24 21:33:15,501 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 21:06:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9544, loss_cls: 1.4313, loss: 1.4313 2023-12-24 21:33:38,296 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 21:05:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9563, loss_cls: 1.3529, loss: 1.3529 2023-12-24 21:34:01,136 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 21:05:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9506, loss_cls: 1.4301, loss: 1.4301 2023-12-24 21:34:24,012 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 21:04:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9469, loss_cls: 1.5170, loss: 1.5170 2023-12-24 21:34:46,824 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 21:04:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9569, loss_cls: 1.4106, loss: 1.4106 2023-12-24 21:35:09,715 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 21:03:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 1.4429, loss: 1.4429 2023-12-24 21:35:32,571 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 21:03:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9656, loss_cls: 1.2891, loss: 1.2891 2023-12-24 21:35:55,479 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 21:02:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 1.4581, loss: 1.4581 2023-12-24 21:36:18,429 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 21:02:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.3779, loss: 1.3779 2023-12-24 21:36:41,375 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 21:01:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.3798, loss: 1.3798 2023-12-24 21:37:04,158 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 21:01:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.3208, loss: 1.3208 2023-12-24 21:37:27,043 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 21:00:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9606, loss_cls: 1.3634, loss: 1.3634 2023-12-24 21:37:49,937 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 21:00:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 1.4471, loss: 1.4471 2023-12-24 21:38:12,786 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 20:59:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9481, loss_cls: 1.4802, loss: 1.4802 2023-12-24 21:38:35,646 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 20:59:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 1.4498, loss: 1.4498 2023-12-24 21:38:48,394 - pyskl - INFO - Saving checkpoint at 12 epochs 2023-12-24 21:40:18,123 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:40:18,209 - pyskl - INFO - top1_acc 0.7505 top5_acc 0.9658 2023-12-24 21:40:18,214 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7505, top5_acc: 0.9658 2023-12-24 21:41:00,466 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 21:00:07, time: 0.422, data_time: 0.193, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9619, loss_cls: 1.3619, loss: 1.3619 2023-12-24 21:41:23,410 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 20:59:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.3095, loss: 1.3095 2023-12-24 21:41:46,297 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 20:59:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9475, loss_cls: 1.4617, loss: 1.4617 2023-12-24 21:42:09,122 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 20:58:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 1.3819, loss: 1.3819 2023-12-24 21:42:31,961 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 20:58:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 1.3270, loss: 1.3270 2023-12-24 21:42:54,956 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 20:57:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9537, loss_cls: 1.4292, loss: 1.4292 2023-12-24 21:43:17,800 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 20:57:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 1.3800, loss: 1.3800 2023-12-24 21:43:40,580 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 20:56:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.4315, loss: 1.4315 2023-12-24 21:44:03,491 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 20:56:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9550, loss_cls: 1.4597, loss: 1.4597 2023-12-24 21:44:26,423 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 20:55:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9631, loss_cls: 1.3545, loss: 1.3545 2023-12-24 21:44:49,221 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 20:55:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9513, loss_cls: 1.4262, loss: 1.4262 2023-12-24 21:45:11,973 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 20:54:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9563, loss_cls: 1.4019, loss: 1.4019 2023-12-24 21:45:34,809 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 20:54:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 1.3424, loss: 1.3424 2023-12-24 21:45:57,637 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 20:54:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.4278, loss: 1.4278 2023-12-24 21:46:20,451 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 20:53:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9606, loss_cls: 1.3745, loss: 1.3745 2023-12-24 21:46:43,261 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 20:53:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.3349, loss: 1.3349 2023-12-24 21:47:06,011 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 20:52:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9563, loss_cls: 1.3454, loss: 1.3454 2023-12-24 21:47:28,830 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 20:52:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9637, loss_cls: 1.3032, loss: 1.3032 2023-12-24 21:47:51,691 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 20:51:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9600, loss_cls: 1.4322, loss: 1.4322 2023-12-24 21:48:14,484 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 20:51:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9575, loss_cls: 1.3726, loss: 1.3726 2023-12-24 21:48:37,266 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 20:50:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9675, loss_cls: 1.2752, loss: 1.2752 2023-12-24 21:49:00,072 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 20:50:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.3330, loss: 1.3330 2023-12-24 21:49:22,952 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 20:49:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.3584, loss: 1.3584 2023-12-24 21:49:35,716 - pyskl - INFO - Saving checkpoint at 13 epochs 2023-12-24 21:51:05,623 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 21:51:05,705 - pyskl - INFO - top1_acc 0.7239 top5_acc 0.9633 2023-12-24 21:51:05,709 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7239, top5_acc: 0.9633 2023-12-24 21:51:47,913 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 20:50:23, time: 0.422, data_time: 0.193, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9550, loss_cls: 1.3660, loss: 1.3660 2023-12-24 21:52:10,788 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 20:49:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.2489, loss: 1.2489 2023-12-24 21:52:33,606 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 20:49:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9631, loss_cls: 1.3505, loss: 1.3505 2023-12-24 21:52:56,536 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 20:49:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9513, loss_cls: 1.4852, loss: 1.4852 2023-12-24 21:53:19,278 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 20:48:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 1.3202, loss: 1.3202 2023-12-24 21:53:42,115 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 20:48:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9606, loss_cls: 1.3343, loss: 1.3343 2023-12-24 21:54:04,974 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 20:47:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9525, loss_cls: 1.4603, loss: 1.4603 2023-12-24 21:54:27,815 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 20:47:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 1.3396, loss: 1.3396 2023-12-24 21:54:50,608 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 20:46:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 1.2882, loss: 1.2882 2023-12-24 21:55:13,393 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 20:46:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 1.3376, loss: 1.3376 2023-12-24 21:55:36,360 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 20:45:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 1.4657, loss: 1.4657 2023-12-24 21:55:59,204 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 20:45:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 1.3547, loss: 1.3547 2023-12-24 21:56:22,097 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 20:44:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 1.3314, loss: 1.3314 2023-12-24 21:56:44,972 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 20:44:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 1.3987, loss: 1.3987 2023-12-24 21:57:07,751 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 20:43:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 1.4184, loss: 1.4184 2023-12-24 21:57:30,563 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 20:43:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9681, loss_cls: 1.2636, loss: 1.2636 2023-12-24 21:57:53,475 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 20:43:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.3065, loss: 1.3065 2023-12-24 21:58:16,355 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 20:42:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 1.3162, loss: 1.3162 2023-12-24 21:58:39,081 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 20:42:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.4029, loss: 1.4029 2023-12-24 21:59:01,904 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 20:41:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 1.3233, loss: 1.3233 2023-12-24 21:59:24,735 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 20:41:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 1.3469, loss: 1.3469 2023-12-24 21:59:47,600 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 20:40:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.2265, loss: 1.2265 2023-12-24 22:00:10,498 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 20:40:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 1.3944, loss: 1.3944 2023-12-24 22:00:23,279 - pyskl - INFO - Saving checkpoint at 14 epochs 2023-12-24 22:01:53,217 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:01:53,300 - pyskl - INFO - top1_acc 0.7151 top5_acc 0.9531 2023-12-24 22:01:53,307 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7151, top5_acc: 0.9531 2023-12-24 22:02:35,629 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 20:40:48, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 1.2942, loss: 1.2942 2023-12-24 22:02:58,521 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 20:40:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9506, loss_cls: 1.4039, loss: 1.4039 2023-12-24 22:03:21,298 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 20:39:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.1974, loss: 1.1974 2023-12-24 22:03:43,998 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 20:39:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9625, loss_cls: 1.3068, loss: 1.3068 2023-12-24 22:04:06,755 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 20:38:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9519, loss_cls: 1.4074, loss: 1.4074 2023-12-24 22:04:29,555 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 20:38:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 1.4201, loss: 1.4201 2023-12-24 22:04:52,402 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 20:38:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.2454, loss: 1.2454 2023-12-24 22:05:15,235 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 20:37:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9550, loss_cls: 1.2967, loss: 1.2967 2023-12-24 22:05:38,150 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 20:37:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9594, loss_cls: 1.3285, loss: 1.3285 2023-12-24 22:06:01,002 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 20:36:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9481, loss_cls: 1.3956, loss: 1.3956 2023-12-24 22:06:23,830 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 20:36:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 1.3297, loss: 1.3297 2023-12-24 22:06:46,598 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 20:35:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 1.4035, loss: 1.4035 2023-12-24 22:07:09,463 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 20:35:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 1.3162, loss: 1.3162 2023-12-24 22:07:32,343 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 20:34:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 1.2835, loss: 1.2835 2023-12-24 22:07:55,202 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 20:34:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9650, loss_cls: 1.2999, loss: 1.2999 2023-12-24 22:08:17,968 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 20:33:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 1.2747, loss: 1.2747 2023-12-24 22:08:40,745 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 20:33:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9613, loss_cls: 1.3326, loss: 1.3326 2023-12-24 22:09:03,533 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 20:33:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9625, loss_cls: 1.2945, loss: 1.2945 2023-12-24 22:09:26,372 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 20:32:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9575, loss_cls: 1.3581, loss: 1.3581 2023-12-24 22:09:49,106 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 20:32:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 1.2878, loss: 1.2878 2023-12-24 22:10:11,840 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 20:31:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.3007, loss: 1.3007 2023-12-24 22:10:34,714 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 20:31:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9506, loss_cls: 1.4673, loss: 1.4673 2023-12-24 22:10:57,586 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 20:30:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9644, loss_cls: 1.2807, loss: 1.2807 2023-12-24 22:11:10,251 - pyskl - INFO - Saving checkpoint at 15 epochs 2023-12-24 22:12:39,955 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:12:40,036 - pyskl - INFO - top1_acc 0.4768 top5_acc 0.8626 2023-12-24 22:12:40,040 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.4768, top5_acc: 0.8626 2023-12-24 22:13:22,163 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 20:31:08, time: 0.421, data_time: 0.193, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9581, loss_cls: 1.3188, loss: 1.3188 2023-12-24 22:13:44,994 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 20:30:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 1.2918, loss: 1.2918 2023-12-24 22:14:07,772 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 20:30:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 1.3198, loss: 1.3198 2023-12-24 22:14:30,598 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 20:29:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9619, loss_cls: 1.3311, loss: 1.3311 2023-12-24 22:14:53,484 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 20:29:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 1.2703, loss: 1.2703 2023-12-24 22:15:16,399 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 20:28:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.2613, loss: 1.2613 2023-12-24 22:15:39,315 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 20:28:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.2712, loss: 1.2712 2023-12-24 22:16:02,127 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 20:28:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.2929, loss: 1.2929 2023-12-24 22:16:25,015 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 20:27:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.1886, loss: 1.1886 2023-12-24 22:16:47,810 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 20:27:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 1.2205, loss: 1.2205 2023-12-24 22:17:10,684 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 20:26:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9519, loss_cls: 1.4150, loss: 1.4150 2023-12-24 22:17:33,457 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 20:26:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 1.4608, loss: 1.4608 2023-12-24 22:17:56,277 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 20:25:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.3117, loss: 1.3117 2023-12-24 22:18:19,051 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 20:25:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.4047, loss: 1.4047 2023-12-24 22:18:41,901 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 20:24:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 1.2674, loss: 1.2674 2023-12-24 22:19:04,791 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 20:24:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 1.2300, loss: 1.2300 2023-12-24 22:19:27,604 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 20:23:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 1.3215, loss: 1.3215 2023-12-24 22:19:50,486 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 20:23:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 1.2782, loss: 1.2782 2023-12-24 22:20:13,337 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 20:23:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.3250, loss: 1.3250 2023-12-24 22:20:36,263 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 20:22:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 1.4213, loss: 1.4213 2023-12-24 22:20:59,169 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 20:22:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.3976, loss: 1.3976 2023-12-24 22:21:21,943 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 20:21:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9619, loss_cls: 1.2769, loss: 1.2769 2023-12-24 22:21:44,759 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 20:21:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 1.2771, loss: 1.2771 2023-12-24 22:21:57,511 - pyskl - INFO - Saving checkpoint at 16 epochs 2023-12-24 22:23:27,208 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:23:27,291 - pyskl - INFO - top1_acc 0.7888 top5_acc 0.9735 2023-12-24 22:23:27,294 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_7.pth was removed 2023-12-24 22:23:27,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2023-12-24 22:23:27,422 - pyskl - INFO - Best top1_acc is 0.7888 at 16 epoch. 2023-12-24 22:23:27,426 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.7888, top5_acc: 0.9735 2023-12-24 22:24:09,588 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 20:21:39, time: 0.422, data_time: 0.193, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.2299, loss: 1.2299 2023-12-24 22:24:32,478 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 20:21:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9656, loss_cls: 1.2669, loss: 1.2669 2023-12-24 22:24:55,366 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 20:20:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9531, loss_cls: 1.3329, loss: 1.3329 2023-12-24 22:25:18,225 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 20:20:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9700, loss_cls: 1.1646, loss: 1.1646 2023-12-24 22:25:41,029 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 20:19:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 1.3429, loss: 1.3429 2023-12-24 22:26:03,948 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 20:19:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9631, loss_cls: 1.2780, loss: 1.2780 2023-12-24 22:26:26,719 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 20:19:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9669, loss_cls: 1.2934, loss: 1.2934 2023-12-24 22:26:49,683 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 20:18:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9631, loss_cls: 1.3125, loss: 1.3125 2023-12-24 22:27:12,549 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 20:18:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.2479, loss: 1.2479 2023-12-24 22:27:35,385 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 20:17:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.2397, loss: 1.2397 2023-12-24 22:27:58,235 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 20:17:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 1.2561, loss: 1.2561 2023-12-24 22:28:21,220 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 20:16:50, time: 0.230, data_time: 0.001, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 1.2912, loss: 1.2912 2023-12-24 22:28:44,182 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 20:16:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9606, loss_cls: 1.2795, loss: 1.2795 2023-12-24 22:29:07,042 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 20:15:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 1.2875, loss: 1.2875 2023-12-24 22:29:29,936 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 20:15:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 1.3830, loss: 1.3830 2023-12-24 22:29:52,775 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 20:15:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 1.3781, loss: 1.3781 2023-12-24 22:30:15,604 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 20:14:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 1.2787, loss: 1.2787 2023-12-24 22:30:38,549 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 20:14:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.2157, loss: 1.2157 2023-12-24 22:31:01,475 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 20:13:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9606, loss_cls: 1.2855, loss: 1.2855 2023-12-24 22:31:24,316 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 20:13:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.2508, loss: 1.2508 2023-12-24 22:31:47,212 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 20:12:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9650, loss_cls: 1.3135, loss: 1.3135 2023-12-24 22:32:10,062 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 20:12:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9563, loss_cls: 1.3619, loss: 1.3619 2023-12-24 22:32:32,891 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 20:12:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.3892, loss: 1.3892 2023-12-24 22:32:45,546 - pyskl - INFO - Saving checkpoint at 17 epochs 2023-12-24 22:34:15,912 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:34:15,992 - pyskl - INFO - top1_acc 0.7700 top5_acc 0.9690 2023-12-24 22:34:15,996 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.7700, top5_acc: 0.9690 2023-12-24 22:34:58,216 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 20:12:19, time: 0.422, data_time: 0.194, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.2343, loss: 1.2343 2023-12-24 22:35:21,052 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 20:11:52, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.2780, loss: 1.2780 2023-12-24 22:35:43,773 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 20:11:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 1.1346, loss: 1.1346 2023-12-24 22:36:06,529 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 20:10:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.3422, loss: 1.3422 2023-12-24 22:36:29,378 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 20:10:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9656, loss_cls: 1.2338, loss: 1.2338 2023-12-24 22:36:52,268 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 20:10:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 1.2485, loss: 1.2485 2023-12-24 22:37:15,161 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 20:09:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.3283, loss: 1.3283 2023-12-24 22:37:38,056 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 20:09:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.2449, loss: 1.2449 2023-12-24 22:38:00,932 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 20:08:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 1.2583, loss: 1.2583 2023-12-24 22:38:23,791 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 20:08:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 1.3810, loss: 1.3810 2023-12-24 22:38:46,641 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 20:07:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 1.1828, loss: 1.1828 2023-12-24 22:39:09,521 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 20:07:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.2917, loss: 1.2917 2023-12-24 22:39:32,373 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 20:07:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.2581, loss: 1.2581 2023-12-24 22:39:55,231 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 20:06:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.2434, loss: 1.2434 2023-12-24 22:40:18,028 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 20:06:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 1.2669, loss: 1.2669 2023-12-24 22:40:41,007 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 20:05:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 1.3925, loss: 1.3925 2023-12-24 22:41:03,915 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 20:05:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9675, loss_cls: 1.2317, loss: 1.2317 2023-12-24 22:41:26,876 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 20:04:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 1.2232, loss: 1.2232 2023-12-24 22:41:49,790 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 20:04:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 1.2895, loss: 1.2895 2023-12-24 22:42:12,734 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 20:04:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 1.2939, loss: 1.2939 2023-12-24 22:42:35,666 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 20:03:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 1.3316, loss: 1.3316 2023-12-24 22:42:58,579 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 20:03:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9575, loss_cls: 1.3081, loss: 1.3081 2023-12-24 22:43:21,374 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 20:02:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 1.3330, loss: 1.3330 2023-12-24 22:43:34,224 - pyskl - INFO - Saving checkpoint at 18 epochs 2023-12-24 22:45:04,359 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:45:04,442 - pyskl - INFO - top1_acc 0.7489 top5_acc 0.9606 2023-12-24 22:45:04,451 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.7489, top5_acc: 0.9606 2023-12-24 22:45:47,222 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 20:03:03, time: 0.428, data_time: 0.198, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9719, loss_cls: 1.2114, loss: 1.2114 2023-12-24 22:46:10,189 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 20:02:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9531, loss_cls: 1.3619, loss: 1.3619 2023-12-24 22:46:33,282 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 20:02:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 1.3445, loss: 1.3445 2023-12-24 22:46:56,180 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 20:01:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.2248, loss: 1.2248 2023-12-24 22:47:19,008 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 20:01:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 1.2732, loss: 1.2732 2023-12-24 22:47:41,829 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 20:00:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 1.1760, loss: 1.1760 2023-12-24 22:48:04,764 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 20:00:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.2508, loss: 1.2508 2023-12-24 22:48:27,671 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 20:00:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.2047, loss: 1.2047 2023-12-24 22:48:50,464 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 19:59:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 1.2356, loss: 1.2356 2023-12-24 22:49:13,407 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 19:59:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9600, loss_cls: 1.3242, loss: 1.3242 2023-12-24 22:49:36,283 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 19:58:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 1.3230, loss: 1.3230 2023-12-24 22:49:59,285 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 19:58:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 1.2823, loss: 1.2823 2023-12-24 22:50:22,251 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 19:57:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.1858, loss: 1.1858 2023-12-24 22:50:45,194 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 19:57:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9637, loss_cls: 1.2789, loss: 1.2789 2023-12-24 22:51:08,015 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 19:57:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.2499, loss: 1.2499 2023-12-24 22:51:30,963 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 19:56:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9519, loss_cls: 1.3377, loss: 1.3377 2023-12-24 22:51:53,883 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 19:56:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 1.2792, loss: 1.2792 2023-12-24 22:52:16,723 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 19:55:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 1.1609, loss: 1.1609 2023-12-24 22:52:39,714 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 19:55:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 1.2296, loss: 1.2296 2023-12-24 22:53:02,573 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 19:54:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.2993, loss: 1.2993 2023-12-24 22:53:25,550 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 19:54:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 1.2455, loss: 1.2455 2023-12-24 22:53:48,451 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 19:54:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.3036, loss: 1.3036 2023-12-24 22:54:11,428 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 19:53:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9625, loss_cls: 1.3053, loss: 1.3053 2023-12-24 22:54:24,239 - pyskl - INFO - Saving checkpoint at 19 epochs 2023-12-24 22:55:54,298 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 22:55:54,378 - pyskl - INFO - top1_acc 0.7252 top5_acc 0.9538 2023-12-24 22:55:54,382 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.7252, top5_acc: 0.9538 2023-12-24 22:56:36,403 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 19:53:51, time: 0.420, data_time: 0.194, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.1458, loss: 1.1458 2023-12-24 22:56:59,070 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 19:53:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.1978, loss: 1.1978 2023-12-24 22:57:21,840 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 19:52:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 1.3131, loss: 1.3131 2023-12-24 22:57:44,542 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 19:52:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9569, loss_cls: 1.2592, loss: 1.2592 2023-12-24 22:58:07,431 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 19:52:04, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.3226, loss: 1.3226 2023-12-24 22:58:30,201 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 19:51:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 1.2547, loss: 1.2547 2023-12-24 22:58:53,046 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 19:51:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 1.2195, loss: 1.2195 2023-12-24 22:59:16,078 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 19:50:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.1390, loss: 1.1390 2023-12-24 22:59:38,903 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 19:50:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 1.3668, loss: 1.3668 2023-12-24 23:00:01,858 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 19:49:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.2262, loss: 1.2262 2023-12-24 23:00:24,902 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 19:49:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.1901, loss: 1.1901 2023-12-24 23:00:47,830 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 19:49:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 1.2230, loss: 1.2230 2023-12-24 23:01:10,683 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 19:48:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 1.2761, loss: 1.2761 2023-12-24 23:01:33,619 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 19:48:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.3254, loss: 1.3254 2023-12-24 23:01:56,568 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 19:47:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9694, loss_cls: 1.1874, loss: 1.1874 2023-12-24 23:02:19,421 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 19:47:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.2420, loss: 1.2420 2023-12-24 23:02:42,265 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 19:46:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 1.2513, loss: 1.2513 2023-12-24 23:03:05,209 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 19:46:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 1.2024, loss: 1.2024 2023-12-24 23:03:28,160 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 19:46:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 1.1590, loss: 1.1590 2023-12-24 23:03:50,958 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 19:45:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.2202, loss: 1.2202 2023-12-24 23:04:13,792 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 19:45:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9644, loss_cls: 1.2515, loss: 1.2515 2023-12-24 23:04:36,575 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 19:44:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 1.2550, loss: 1.2550 2023-12-24 23:04:59,328 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 19:44:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.1922, loss: 1.1922 2023-12-24 23:05:12,119 - pyskl - INFO - Saving checkpoint at 20 epochs 2023-12-24 23:06:41,967 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:06:42,051 - pyskl - INFO - top1_acc 0.7862 top5_acc 0.9694 2023-12-24 23:06:42,057 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.7862, top5_acc: 0.9694 2023-12-24 23:07:24,340 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 19:44:32, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.1833, loss: 1.1833 2023-12-24 23:07:46,978 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 19:44:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 1.1715, loss: 1.1715 2023-12-24 23:08:09,754 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 19:43:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 1.1218, loss: 1.1218 2023-12-24 23:08:32,537 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 19:43:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.2151, loss: 1.2151 2023-12-24 23:08:55,402 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 19:42:47, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.1238, loss: 1.1238 2023-12-24 23:09:18,185 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 19:42:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 1.2535, loss: 1.2535 2023-12-24 23:09:40,922 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 19:41:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9619, loss_cls: 1.2585, loss: 1.2585 2023-12-24 23:10:03,750 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 19:41:28, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 1.2407, loss: 1.2407 2023-12-24 23:10:26,516 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 19:41:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 1.2292, loss: 1.2292 2023-12-24 23:10:49,449 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 19:40:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 1.3520, loss: 1.3520 2023-12-24 23:11:12,256 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 19:40:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 1.2080, loss: 1.2080 2023-12-24 23:11:35,158 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 19:39:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.2377, loss: 1.2377 2023-12-24 23:11:58,062 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 19:39:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 1.2303, loss: 1.2303 2023-12-24 23:12:20,931 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 19:38:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.2285, loss: 1.2285 2023-12-24 23:12:43,802 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 19:38:29, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.2327, loss: 1.2327 2023-12-24 23:13:06,573 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 19:38:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.1499, loss: 1.1499 2023-12-24 23:13:29,405 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 19:37:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 1.1515, loss: 1.1515 2023-12-24 23:13:52,132 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 19:37:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 1.2073, loss: 1.2073 2023-12-24 23:14:14,956 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 19:36:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.2746, loss: 1.2746 2023-12-24 23:14:37,621 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 19:36:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 1.2873, loss: 1.2873 2023-12-24 23:15:00,473 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 19:35:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 1.2780, loss: 1.2780 2023-12-24 23:15:23,287 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 19:35:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 1.1903, loss: 1.1903 2023-12-24 23:15:46,053 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 19:35:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 1.2936, loss: 1.2936 2023-12-24 23:15:58,968 - pyskl - INFO - Saving checkpoint at 21 epochs 2023-12-24 23:17:29,025 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:17:29,105 - pyskl - INFO - top1_acc 0.5586 top5_acc 0.9051 2023-12-24 23:17:29,111 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.5586, top5_acc: 0.9051 2023-12-24 23:18:11,572 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 19:35:08, time: 0.425, data_time: 0.197, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.1168, loss: 1.1168 2023-12-24 23:18:34,301 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 19:34:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.2394, loss: 1.2394 2023-12-24 23:18:57,188 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 19:34:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 1.2490, loss: 1.2490 2023-12-24 23:19:20,092 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 19:33:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.1920, loss: 1.1920 2023-12-24 23:19:42,810 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 19:33:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9625, loss_cls: 1.2588, loss: 1.2588 2023-12-24 23:20:05,694 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 19:33:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.2646, loss: 1.2646 2023-12-24 23:20:28,553 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 19:32:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.1549, loss: 1.1549 2023-12-24 23:20:51,530 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 19:32:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 1.2189, loss: 1.2189 2023-12-24 23:21:14,461 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 19:31:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9681, loss_cls: 1.2104, loss: 1.2104 2023-12-24 23:21:37,250 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 19:31:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.1159, loss: 1.1159 2023-12-24 23:21:59,995 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 19:30:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.1688, loss: 1.1688 2023-12-24 23:22:22,906 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 19:30:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 1.2171, loss: 1.2171 2023-12-24 23:22:45,812 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 19:30:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9688, loss_cls: 1.2022, loss: 1.2022 2023-12-24 23:23:08,624 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 19:29:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 1.2259, loss: 1.2259 2023-12-24 23:23:31,468 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 19:29:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.1640, loss: 1.1640 2023-12-24 23:23:54,263 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 19:28:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 1.3219, loss: 1.3219 2023-12-24 23:24:17,102 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 19:28:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 1.1564, loss: 1.1564 2023-12-24 23:24:39,955 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 19:27:54, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 1.2525, loss: 1.2525 2023-12-24 23:25:02,931 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 19:27:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 1.3053, loss: 1.3053 2023-12-24 23:25:25,702 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 19:27:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.2187, loss: 1.2187 2023-12-24 23:25:48,670 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 19:26:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 1.2134, loss: 1.2134 2023-12-24 23:26:11,553 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 19:26:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.1909, loss: 1.1909 2023-12-24 23:26:34,384 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 19:25:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.2583, loss: 1.2583 2023-12-24 23:26:47,207 - pyskl - INFO - Saving checkpoint at 22 epochs 2023-12-24 23:28:17,001 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:28:17,090 - pyskl - INFO - top1_acc 0.7792 top5_acc 0.9735 2023-12-24 23:28:17,098 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.7792, top5_acc: 0.9735 2023-12-24 23:28:59,314 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 19:25:51, time: 0.422, data_time: 0.194, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.1953, loss: 1.1953 2023-12-24 23:29:22,120 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 19:25:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9675, loss_cls: 1.1692, loss: 1.1692 2023-12-24 23:29:44,817 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 19:24:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.2920, loss: 1.2920 2023-12-24 23:30:07,565 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 19:24:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.1030, loss: 1.1030 2023-12-24 23:30:30,221 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 19:24:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.2036, loss: 1.2036 2023-12-24 23:30:52,937 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 19:23:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.1518, loss: 1.1518 2023-12-24 23:31:15,709 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 19:23:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 1.2388, loss: 1.2388 2023-12-24 23:31:38,592 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 19:22:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.2154, loss: 1.2154 2023-12-24 23:32:01,422 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 19:22:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 1.1942, loss: 1.1942 2023-12-24 23:32:24,158 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 19:21:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.2462, loss: 1.2462 2023-12-24 23:32:46,920 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 19:21:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9669, loss_cls: 1.1759, loss: 1.1759 2023-12-24 23:33:09,774 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 19:21:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.1580, loss: 1.1580 2023-12-24 23:33:32,594 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 19:20:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9700, loss_cls: 1.2142, loss: 1.2142 2023-12-24 23:33:55,406 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 19:20:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.1554, loss: 1.1554 2023-12-24 23:34:18,132 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 19:19:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.1429, loss: 1.1429 2023-12-24 23:34:40,919 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 19:19:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 1.2718, loss: 1.2718 2023-12-24 23:35:03,797 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 19:18:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 1.2135, loss: 1.2135 2023-12-24 23:35:26,785 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 19:18:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 1.2041, loss: 1.2041 2023-12-24 23:35:49,512 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 19:18:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 1.1603, loss: 1.1603 2023-12-24 23:36:12,232 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 19:17:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 1.2087, loss: 1.2087 2023-12-24 23:36:35,019 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 19:17:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.2068, loss: 1.2068 2023-12-24 23:36:57,812 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 19:16:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 1.1714, loss: 1.1714 2023-12-24 23:37:20,525 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 19:16:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 1.2710, loss: 1.2710 2023-12-24 23:37:33,244 - pyskl - INFO - Saving checkpoint at 23 epochs 2023-12-24 23:39:02,454 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:39:02,535 - pyskl - INFO - top1_acc 0.7656 top5_acc 0.9642 2023-12-24 23:39:02,539 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.7656, top5_acc: 0.9642 2023-12-24 23:39:44,761 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 19:16:27, time: 0.422, data_time: 0.194, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9725, loss_cls: 1.1282, loss: 1.1282 2023-12-24 23:40:07,579 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 19:16:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 1.1809, loss: 1.1809 2023-12-24 23:40:30,510 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 19:15:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 1.1754, loss: 1.1754 2023-12-24 23:40:53,360 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 19:15:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9688, loss_cls: 1.2073, loss: 1.2073 2023-12-24 23:41:16,358 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 19:14:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 1.1707, loss: 1.1707 2023-12-24 23:41:39,192 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 19:14:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 1.1688, loss: 1.1688 2023-12-24 23:42:02,051 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 19:13:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.1105, loss: 1.1105 2023-12-24 23:42:24,768 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 19:13:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 1.1942, loss: 1.1942 2023-12-24 23:42:47,567 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 19:13:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.2144, loss: 1.2144 2023-12-24 23:43:10,444 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 19:12:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.1380, loss: 1.1380 2023-12-24 23:43:33,117 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 19:12:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 1.2539, loss: 1.2539 2023-12-24 23:43:55,896 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 19:11:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 1.1919, loss: 1.1919 2023-12-24 23:44:18,775 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 19:11:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.1225, loss: 1.1225 2023-12-24 23:44:41,707 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 19:10:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 1.2126, loss: 1.2126 2023-12-24 23:45:04,678 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 19:10:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.2098, loss: 1.2098 2023-12-24 23:45:27,427 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 19:10:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9631, loss_cls: 1.2662, loss: 1.2662 2023-12-24 23:45:50,285 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 19:09:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 1.1647, loss: 1.1647 2023-12-24 23:46:13,146 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 19:09:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9631, loss_cls: 1.1944, loss: 1.1944 2023-12-24 23:46:36,036 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 19:08:52, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 1.2112, loss: 1.2112 2023-12-24 23:46:58,829 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 19:08:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9613, loss_cls: 1.2923, loss: 1.2923 2023-12-24 23:47:21,688 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 19:08:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 1.1860, loss: 1.1860 2023-12-24 23:47:44,529 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 19:07:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9663, loss_cls: 1.1847, loss: 1.1847 2023-12-24 23:48:07,375 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 19:07:12, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9644, loss_cls: 1.2637, loss: 1.2637 2023-12-24 23:48:20,010 - pyskl - INFO - Saving checkpoint at 24 epochs 2023-12-24 23:49:49,802 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-24 23:49:49,898 - pyskl - INFO - top1_acc 0.7854 top5_acc 0.9742 2023-12-24 23:49:49,905 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.7854, top5_acc: 0.9742 2023-12-24 23:50:32,394 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 19:07:13, time: 0.425, data_time: 0.198, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9681, loss_cls: 1.1155, loss: 1.1155 2023-12-24 23:50:55,278 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 19:06:48, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 1.0899, loss: 1.0899 2023-12-24 23:51:18,002 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 19:06:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.1821, loss: 1.1821 2023-12-24 23:51:40,794 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 19:05:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.1469, loss: 1.1469 2023-12-24 23:52:03,582 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 19:05:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 1.1666, loss: 1.1666 2023-12-24 23:52:26,355 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 19:05:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 1.1562, loss: 1.1562 2023-12-24 23:52:49,166 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 19:04:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 1.1564, loss: 1.1564 2023-12-24 23:53:12,005 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 19:04:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.1970, loss: 1.1970 2023-12-24 23:53:34,799 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 19:03:49, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 1.2080, loss: 1.2080 2023-12-24 23:53:57,602 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 19:03:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 1.2254, loss: 1.2254 2023-12-24 23:54:20,278 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 19:02:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.2588, loss: 1.2588 2023-12-24 23:54:42,976 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 19:02:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.1336, loss: 1.1336 2023-12-24 23:55:05,693 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 19:02:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 1.2040, loss: 1.2040 2023-12-24 23:55:28,614 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 19:01:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 1.3042, loss: 1.3042 2023-12-24 23:55:51,523 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 19:01:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 1.2200, loss: 1.2200 2023-12-24 23:56:14,299 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 19:00:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.1276, loss: 1.1276 2023-12-24 23:56:37,087 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 19:00:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 1.1174, loss: 1.1174 2023-12-24 23:56:59,929 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 19:00:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 1.1525, loss: 1.1525 2023-12-24 23:57:22,772 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 18:59:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 1.1538, loss: 1.1538 2023-12-24 23:57:45,502 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 18:59:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 1.2755, loss: 1.2755 2023-12-24 23:58:08,241 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 18:58:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 1.2450, loss: 1.2450 2023-12-24 23:58:31,068 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 18:58:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.2335, loss: 1.2335 2023-12-24 23:58:53,910 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 18:57:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9625, loss_cls: 1.2664, loss: 1.2664 2023-12-24 23:59:06,472 - pyskl - INFO - Saving checkpoint at 25 epochs 2023-12-25 00:00:36,435 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:00:36,531 - pyskl - INFO - top1_acc 0.7643 top5_acc 0.9611 2023-12-25 00:00:36,536 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.7643, top5_acc: 0.9611 2023-12-25 00:01:18,758 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 18:57:52, time: 0.422, data_time: 0.193, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9712, loss_cls: 1.0965, loss: 1.0965 2023-12-25 00:01:41,617 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 18:57:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9719, loss_cls: 1.1028, loss: 1.1028 2023-12-25 00:02:04,475 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 18:57:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 1.3386, loss: 1.3386 2023-12-25 00:02:27,233 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 18:56:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 1.3306, loss: 1.3306 2023-12-25 00:02:49,974 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 18:56:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.2335, loss: 1.2335 2023-12-25 00:03:12,742 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 18:55:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.1840, loss: 1.1840 2023-12-25 00:03:35,667 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 18:55:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 1.2140, loss: 1.2140 2023-12-25 00:03:58,459 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 18:54:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.2102, loss: 1.2102 2023-12-25 00:04:21,185 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 18:54:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.1744, loss: 1.1744 2023-12-25 00:04:43,845 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 18:54:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 1.2122, loss: 1.2122 2023-12-25 00:05:06,675 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 18:53:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.2214, loss: 1.2214 2023-12-25 00:05:29,491 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 18:53:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 1.1151, loss: 1.1151 2023-12-25 00:05:52,215 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 18:52:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 1.3357, loss: 1.3357 2023-12-25 00:06:15,060 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 18:52:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 1.2504, loss: 1.2504 2023-12-25 00:06:37,874 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 18:51:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.2394, loss: 1.2394 2023-12-25 00:07:00,685 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 18:51:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.0986, loss: 1.0986 2023-12-25 00:07:23,499 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 18:51:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 1.1564, loss: 1.1564 2023-12-25 00:07:46,270 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 18:50:43, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.1726, loss: 1.1726 2023-12-25 00:08:09,152 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 18:50:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9688, loss_cls: 1.1670, loss: 1.1670 2023-12-25 00:08:31,895 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 18:49:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.1919, loss: 1.1919 2023-12-25 00:08:54,721 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 18:49:27, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.2049, loss: 1.2049 2023-12-25 00:09:17,526 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 18:49:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.1570, loss: 1.1570 2023-12-25 00:09:40,284 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 18:48:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.2774, loss: 1.2774 2023-12-25 00:09:52,859 - pyskl - INFO - Saving checkpoint at 26 epochs 2023-12-25 00:11:22,486 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:11:22,565 - pyskl - INFO - top1_acc 0.7872 top5_acc 0.9729 2023-12-25 00:11:22,570 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.7872, top5_acc: 0.9729 2023-12-25 00:12:04,877 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 18:48:34, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.1391, loss: 1.1391 2023-12-25 00:12:27,644 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 18:48:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 1.0095, loss: 1.0095 2023-12-25 00:12:50,693 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 18:47:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 1.1164, loss: 1.1164 2023-12-25 00:13:13,661 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 18:47:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.1310, loss: 1.1310 2023-12-25 00:13:36,572 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 18:46:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.1509, loss: 1.1509 2023-12-25 00:13:59,407 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 18:46:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.1535, loss: 1.1535 2023-12-25 00:14:22,297 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 18:46:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9650, loss_cls: 1.2416, loss: 1.2416 2023-12-25 00:14:45,145 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 18:45:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.1453, loss: 1.1453 2023-12-25 00:15:07,951 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 18:45:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.1205, loss: 1.1205 2023-12-25 00:15:30,776 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 18:44:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.2257, loss: 1.2257 2023-12-25 00:15:53,551 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 18:44:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9644, loss_cls: 1.2250, loss: 1.2250 2023-12-25 00:16:16,342 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 18:44:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.0641, loss: 1.0641 2023-12-25 00:16:39,217 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 18:43:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.2495, loss: 1.2495 2023-12-25 00:17:02,012 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 18:43:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.1581, loss: 1.1581 2023-12-25 00:17:24,768 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 18:42:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 1.0909, loss: 1.0909 2023-12-25 00:17:47,570 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 18:42:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 1.0595, loss: 1.0595 2023-12-25 00:18:10,499 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 18:41:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.1537, loss: 1.1537 2023-12-25 00:18:33,295 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 18:41:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.1536, loss: 1.1536 2023-12-25 00:18:56,114 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 18:41:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 1.1732, loss: 1.1732 2023-12-25 00:19:18,892 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 18:40:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 1.1949, loss: 1.1949 2023-12-25 00:19:41,660 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 18:40:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.1509, loss: 1.1509 2023-12-25 00:20:04,516 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 18:39:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 1.2763, loss: 1.2763 2023-12-25 00:20:27,387 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 18:39:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.1915, loss: 1.1915 2023-12-25 00:20:40,130 - pyskl - INFO - Saving checkpoint at 27 epochs 2023-12-25 00:22:09,964 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:22:10,052 - pyskl - INFO - top1_acc 0.8058 top5_acc 0.9744 2023-12-25 00:22:10,057 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_16.pth was removed 2023-12-25 00:22:10,190 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. 2023-12-25 00:22:10,190 - pyskl - INFO - Best top1_acc is 0.8058 at 27 epoch. 2023-12-25 00:22:10,195 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8058, top5_acc: 0.9744 2023-12-25 00:22:52,499 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 18:39:21, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 1.1878, loss: 1.1878 2023-12-25 00:23:15,209 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 18:38:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 1.1543, loss: 1.1543 2023-12-25 00:23:38,062 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 18:38:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9719, loss_cls: 1.1024, loss: 1.1024 2023-12-25 00:24:00,835 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 18:38:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 1.0669, loss: 1.0669 2023-12-25 00:24:23,659 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 18:37:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.1594, loss: 1.1594 2023-12-25 00:24:46,518 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 18:37:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9663, loss_cls: 1.1560, loss: 1.1560 2023-12-25 00:25:09,322 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 18:36:50, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 1.1507, loss: 1.1507 2023-12-25 00:25:32,135 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 18:36:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.0991, loss: 1.0991 2023-12-25 00:25:54,953 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 18:36:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9762, loss_cls: 1.0471, loss: 1.0471 2023-12-25 00:26:17,856 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 18:35:36, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9712, loss_cls: 1.1277, loss: 1.1277 2023-12-25 00:26:40,657 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 18:35:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 1.2309, loss: 1.2309 2023-12-25 00:27:03,498 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 18:34:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 1.1524, loss: 1.1524 2023-12-25 00:27:26,224 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 18:34:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.0930, loss: 1.0930 2023-12-25 00:27:49,122 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 18:33:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.0932, loss: 1.0932 2023-12-25 00:28:11,894 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 18:33:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 1.1365, loss: 1.1365 2023-12-25 00:28:34,709 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 18:33:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 1.1286, loss: 1.1286 2023-12-25 00:28:57,420 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 18:32:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9637, loss_cls: 1.2689, loss: 1.2689 2023-12-25 00:29:20,234 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 18:32:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.1538, loss: 1.1538 2023-12-25 00:29:42,949 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 18:31:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 1.2073, loss: 1.2073 2023-12-25 00:30:05,906 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 18:31:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9650, loss_cls: 1.2368, loss: 1.2368 2023-12-25 00:30:28,743 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 18:31:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9619, loss_cls: 1.2130, loss: 1.2130 2023-12-25 00:30:51,530 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 18:30:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 1.1770, loss: 1.1770 2023-12-25 00:31:14,382 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 18:30:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 1.2332, loss: 1.2332 2023-12-25 00:31:27,017 - pyskl - INFO - Saving checkpoint at 28 epochs 2023-12-25 00:32:57,063 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:32:57,146 - pyskl - INFO - top1_acc 0.7627 top5_acc 0.9687 2023-12-25 00:32:57,151 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.7627, top5_acc: 0.9687 2023-12-25 00:33:39,419 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 18:30:06, time: 0.423, data_time: 0.194, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 1.1682, loss: 1.1682 2023-12-25 00:34:02,335 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 18:29:41, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.1958, loss: 1.1958 2023-12-25 00:34:25,098 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 18:29:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 1.0680, loss: 1.0680 2023-12-25 00:34:47,862 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 18:28:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 1.1167, loss: 1.1167 2023-12-25 00:35:10,748 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 18:28:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.0770, loss: 1.0770 2023-12-25 00:35:33,519 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:28:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 1.1675, loss: 1.1675 2023-12-25 00:35:56,364 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:27:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.1273, loss: 1.1273 2023-12-25 00:36:19,178 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:27:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.0615, loss: 1.0615 2023-12-25 00:36:41,987 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:26:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.1296, loss: 1.1296 2023-12-25 00:37:04,867 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:26:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.1252, loss: 1.1252 2023-12-25 00:37:27,684 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 18:25:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 1.2179, loss: 1.2179 2023-12-25 00:37:50,571 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 18:25:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 1.1305, loss: 1.1305 2023-12-25 00:38:13,294 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 18:25:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.1554, loss: 1.1554 2023-12-25 00:38:36,197 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 18:24:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 1.1470, loss: 1.1470 2023-12-25 00:38:58,982 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 18:24:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.1165, loss: 1.1165 2023-12-25 00:39:21,726 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 18:23:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.1247, loss: 1.1247 2023-12-25 00:39:44,448 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 18:23:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.1607, loss: 1.1607 2023-12-25 00:40:07,247 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 18:23:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 1.1456, loss: 1.1456 2023-12-25 00:40:30,063 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 18:22:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9712, loss_cls: 1.1076, loss: 1.1076 2023-12-25 00:40:52,922 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 18:22:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.0807, loss: 1.0807 2023-12-25 00:41:15,738 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 18:21:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9656, loss_cls: 1.2038, loss: 1.2038 2023-12-25 00:41:38,553 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 18:21:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.1570, loss: 1.1570 2023-12-25 00:42:01,348 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 18:20:59, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.0993, loss: 1.0993 2023-12-25 00:42:14,061 - pyskl - INFO - Saving checkpoint at 29 epochs 2023-12-25 00:43:43,378 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:43:43,462 - pyskl - INFO - top1_acc 0.7632 top5_acc 0.9652 2023-12-25 00:43:43,466 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.7632, top5_acc: 0.9652 2023-12-25 00:44:25,480 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 18:20:50, time: 0.420, data_time: 0.193, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.1252, loss: 1.1252 2023-12-25 00:44:48,336 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 18:20:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.0790, loss: 1.0790 2023-12-25 00:45:11,099 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 18:20:00, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 1.0834, loss: 1.0834 2023-12-25 00:45:33,876 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 18:19:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.0705, loss: 1.0705 2023-12-25 00:45:56,754 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 18:19:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 1.1024, loss: 1.1024 2023-12-25 00:46:19,585 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 18:18:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.1449, loss: 1.1449 2023-12-25 00:46:42,459 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 18:18:22, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 1.0392, loss: 1.0392 2023-12-25 00:47:05,410 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 18:17:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9744, loss_cls: 1.0654, loss: 1.0654 2023-12-25 00:47:28,238 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 18:17:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 1.1801, loss: 1.1801 2023-12-25 00:47:51,164 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 18:17:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 1.1231, loss: 1.1231 2023-12-25 00:48:14,103 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 18:16:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 1.1444, loss: 1.1444 2023-12-25 00:48:36,934 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 18:16:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 1.2009, loss: 1.2009 2023-12-25 00:48:59,805 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 18:15:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.1149, loss: 1.1149 2023-12-25 00:49:22,546 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 18:15:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 1.1133, loss: 1.1133 2023-12-25 00:49:45,348 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 18:15:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.0800, loss: 1.0800 2023-12-25 00:50:08,252 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 18:14:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.1032, loss: 1.1032 2023-12-25 00:50:31,066 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 18:14:16, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.1405, loss: 1.1405 2023-12-25 00:50:53,998 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 18:13:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9675, loss_cls: 1.1824, loss: 1.1824 2023-12-25 00:51:16,761 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 18:13:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 1.0914, loss: 1.0914 2023-12-25 00:51:39,482 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 18:13:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 1.2006, loss: 1.2006 2023-12-25 00:52:02,213 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 18:12:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.1608, loss: 1.1608 2023-12-25 00:52:24,968 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 18:12:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 1.1122, loss: 1.1122 2023-12-25 00:52:47,764 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 18:11:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 1.1718, loss: 1.1718 2023-12-25 00:53:00,450 - pyskl - INFO - Saving checkpoint at 30 epochs 2023-12-25 00:54:30,203 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 00:54:30,281 - pyskl - INFO - top1_acc 0.7787 top5_acc 0.9721 2023-12-25 00:54:30,285 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.7787, top5_acc: 0.9721 2023-12-25 00:55:12,630 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 18:11:38, time: 0.423, data_time: 0.195, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 1.0373, loss: 1.0373 2023-12-25 00:55:35,451 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 18:11:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 1.0285, loss: 1.0285 2023-12-25 00:55:58,333 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 18:10:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.0836, loss: 1.0836 2023-12-25 00:56:21,070 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 18:10:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 1.0889, loss: 1.0889 2023-12-25 00:56:43,794 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 18:09:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 0.9710, loss: 0.9710 2023-12-25 00:57:06,567 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 18:09:34, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.1891, loss: 1.1891 2023-12-25 00:57:29,441 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 18:09:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.0657, loss: 1.0657 2023-12-25 00:57:52,289 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 18:08:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 1.1244, loss: 1.1244 2023-12-25 00:58:15,233 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 18:08:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.1314, loss: 1.1314 2023-12-25 00:58:37,956 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 18:07:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 1.1303, loss: 1.1303 2023-12-25 00:59:00,779 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 18:07:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.1062, loss: 1.1062 2023-12-25 00:59:23,602 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 18:07:06, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.0806, loss: 1.0806 2023-12-25 00:59:46,421 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 18:06:42, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.0979, loss: 1.0979 2023-12-25 01:00:09,182 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 18:06:17, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.0779, loss: 1.0779 2023-12-25 01:00:32,138 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 18:05:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.1880, loss: 1.1880 2023-12-25 01:00:54,888 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 18:05:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.2368, loss: 1.2368 2023-12-25 01:01:17,656 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 18:05:03, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.2106, loss: 1.2106 2023-12-25 01:01:40,418 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 18:04:38, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 1.1063, loss: 1.1063 2023-12-25 01:02:03,301 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 18:04:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 1.0898, loss: 1.0898 2023-12-25 01:02:26,265 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 18:03:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 1.1504, loss: 1.1504 2023-12-25 01:02:49,108 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 18:03:25, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.2421, loss: 1.2421 2023-12-25 01:03:11,979 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 18:03:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 1.1846, loss: 1.1846 2023-12-25 01:03:34,786 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 18:02:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.1338, loss: 1.1338 2023-12-25 01:03:47,422 - pyskl - INFO - Saving checkpoint at 31 epochs 2023-12-25 01:05:17,444 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:05:17,523 - pyskl - INFO - top1_acc 0.8199 top5_acc 0.9806 2023-12-25 01:05:17,528 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_27.pth was removed 2023-12-25 01:05:17,693 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. 2023-12-25 01:05:17,694 - pyskl - INFO - Best top1_acc is 0.8199 at 31 epoch. 2023-12-25 01:05:17,701 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8199, top5_acc: 0.9806 2023-12-25 01:06:00,009 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 18:02:26, time: 0.423, data_time: 0.194, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.1259, loss: 1.1259 2023-12-25 01:06:22,772 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 18:02:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.9791, loss: 0.9791 2023-12-25 01:06:45,456 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 18:01:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 1.0673, loss: 1.0673 2023-12-25 01:07:08,127 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 18:01:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 1.1250, loss: 1.1250 2023-12-25 01:07:30,921 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 18:00:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.0069, loss: 1.0069 2023-12-25 01:07:53,723 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 18:00:21, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 1.2136, loss: 1.2136 2023-12-25 01:08:16,636 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 17:59:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9762, loss_cls: 1.0586, loss: 1.0586 2023-12-25 01:08:39,590 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 17:59:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 1.2139, loss: 1.2139 2023-12-25 01:09:02,701 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 17:59:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 1.1561, loss: 1.1561 2023-12-25 01:09:25,608 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 17:58:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.1518, loss: 1.1518 2023-12-25 01:09:48,362 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 17:58:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.1757, loss: 1.1757 2023-12-25 01:10:11,076 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 17:57:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.1415, loss: 1.1415 2023-12-25 01:10:33,783 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 17:57:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.1237, loss: 1.1237 2023-12-25 01:10:56,639 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 17:57:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.1554, loss: 1.1554 2023-12-25 01:11:19,476 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 17:56:41, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.1160, loss: 1.1160 2023-12-25 01:11:42,520 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 17:56:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.0472, loss: 1.0472 2023-12-25 01:12:05,466 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 17:55:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 1.1344, loss: 1.1344 2023-12-25 01:12:28,214 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 17:55:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 1.0931, loss: 1.0931 2023-12-25 01:12:51,030 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 17:55:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.1094, loss: 1.1094 2023-12-25 01:13:13,955 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 17:54:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.1315, loss: 1.1315 2023-12-25 01:13:36,824 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 17:54:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.1074, loss: 1.1074 2023-12-25 01:13:59,695 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 17:53:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 1.0571, loss: 1.0571 2023-12-25 01:14:22,565 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 17:53:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.2233, loss: 1.2233 2023-12-25 01:14:35,389 - pyskl - INFO - Saving checkpoint at 32 epochs 2023-12-25 01:16:05,561 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:16:05,643 - pyskl - INFO - top1_acc 0.7988 top5_acc 0.9678 2023-12-25 01:16:05,648 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.7988, top5_acc: 0.9678 2023-12-25 01:16:48,897 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 17:53:20, time: 0.432, data_time: 0.201, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.0622, loss: 1.0622 2023-12-25 01:17:11,975 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 17:52:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.9840, loss: 0.9840 2023-12-25 01:17:34,952 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 17:52:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 1.1341, loss: 1.1341 2023-12-25 01:17:58,020 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 17:52:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 1.1144, loss: 1.1144 2023-12-25 01:18:21,109 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 17:51:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.1294, loss: 1.1294 2023-12-25 01:18:44,147 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 17:51:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 1.1287, loss: 1.1287 2023-12-25 01:19:07,228 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 17:50:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.0698, loss: 1.0698 2023-12-25 01:19:30,272 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 17:50:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 1.1481, loss: 1.1481 2023-12-25 01:19:53,174 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 17:50:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.1300, loss: 1.1300 2023-12-25 01:20:16,213 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 17:49:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9700, loss_cls: 1.1025, loss: 1.1025 2023-12-25 01:20:39,392 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 17:49:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.0863, loss: 1.0863 2023-12-25 01:21:02,299 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 17:48:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 1.0189, loss: 1.0189 2023-12-25 01:21:25,195 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 17:48:33, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 1.0694, loss: 1.0694 2023-12-25 01:21:48,047 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 17:48:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.0660, loss: 1.0660 2023-12-25 01:22:10,846 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 17:47:44, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.1607, loss: 1.1607 2023-12-25 01:22:33,638 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 17:47:20, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9700, loss_cls: 1.1450, loss: 1.1450 2023-12-25 01:22:56,746 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 17:46:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.1441, loss: 1.1441 2023-12-25 01:23:19,837 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 17:46:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.0979, loss: 1.0979 2023-12-25 01:23:42,751 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 17:46:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 1.1204, loss: 1.1204 2023-12-25 01:24:05,641 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 17:45:44, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.2073, loss: 1.2073 2023-12-25 01:24:28,556 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 17:45:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9594, loss_cls: 1.0746, loss: 1.0746 2023-12-25 01:24:51,708 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 17:44:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 1.0994, loss: 1.0994 2023-12-25 01:25:14,787 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 17:44:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.1422, loss: 1.1422 2023-12-25 01:25:27,549 - pyskl - INFO - Saving checkpoint at 33 epochs 2023-12-25 01:26:58,389 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:26:58,475 - pyskl - INFO - top1_acc 0.8097 top5_acc 0.9730 2023-12-25 01:26:58,481 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8097, top5_acc: 0.9730 2023-12-25 01:27:41,919 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 17:44:26, time: 0.434, data_time: 0.202, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9823, loss: 0.9823 2023-12-25 01:28:05,095 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 17:44:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 1.0704, loss: 1.0704 2023-12-25 01:28:28,088 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 17:43:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.0813, loss: 1.0813 2023-12-25 01:28:51,069 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 17:43:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.0598, loss: 1.0598 2023-12-25 01:29:14,207 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 17:42:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.9895, loss: 0.9895 2023-12-25 01:29:37,208 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 17:42:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.0750, loss: 1.0750 2023-12-25 01:30:00,358 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 17:42:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 1.0623, loss: 1.0623 2023-12-25 01:30:23,425 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 17:41:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 1.0902, loss: 1.0902 2023-12-25 01:30:46,298 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 17:41:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 1.0010, loss: 1.0010 2023-12-25 01:31:09,594 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 17:40:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.1268, loss: 1.1268 2023-12-25 01:31:32,781 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 17:40:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 1.0799, loss: 1.0799 2023-12-25 01:31:56,056 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 17:40:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 1.1079, loss: 1.1079 2023-12-25 01:32:19,253 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 17:39:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 1.1855, loss: 1.1855 2023-12-25 01:32:42,200 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 17:39:19, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 1.0616, loss: 1.0616 2023-12-25 01:33:05,146 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 17:38:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.0260, loss: 1.0260 2023-12-25 01:33:28,077 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 17:38:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 1.1757, loss: 1.1757 2023-12-25 01:33:51,184 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 17:38:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.0730, loss: 1.0730 2023-12-25 01:34:14,126 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 17:37:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 1.1239, loss: 1.1239 2023-12-25 01:34:37,107 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 17:37:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 1.1235, loss: 1.1235 2023-12-25 01:35:00,282 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 17:36:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 1.1083, loss: 1.1083 2023-12-25 01:35:23,348 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 17:36:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.0329, loss: 1.0329 2023-12-25 01:35:46,155 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 17:36:07, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 1.1959, loss: 1.1959 2023-12-25 01:36:09,336 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 17:35:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.1584, loss: 1.1584 2023-12-25 01:36:22,060 - pyskl - INFO - Saving checkpoint at 34 epochs 2023-12-25 01:37:53,108 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:37:53,190 - pyskl - INFO - top1_acc 0.7774 top5_acc 0.9661 2023-12-25 01:37:53,198 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.7774, top5_acc: 0.9661 2023-12-25 01:38:36,427 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 17:35:35, time: 0.432, data_time: 0.203, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 0.9939, loss: 0.9939 2023-12-25 01:38:59,260 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 17:35:10, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 1.1254, loss: 1.1254 2023-12-25 01:39:22,125 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 17:34:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.1907, loss: 1.1907 2023-12-25 01:39:45,108 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 17:34:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.0043, loss: 1.0043 2023-12-25 01:40:07,986 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 17:33:58, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 1.0895, loss: 1.0895 2023-12-25 01:40:30,905 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 17:33:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.0314, loss: 1.0314 2023-12-25 01:40:53,848 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 17:33:09, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.9980, loss: 0.9980 2023-12-25 01:41:16,870 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 17:32:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.0816, loss: 1.0816 2023-12-25 01:41:39,829 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 17:32:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.0717, loss: 1.0717 2023-12-25 01:42:02,947 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 17:31:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 1.1325, loss: 1.1325 2023-12-25 01:42:26,016 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 17:31:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.1083, loss: 1.1083 2023-12-25 01:42:48,895 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 17:31:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 1.0225, loss: 1.0225 2023-12-25 01:43:11,944 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 17:30:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.0378, loss: 1.0378 2023-12-25 01:43:35,085 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 17:30:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 1.1347, loss: 1.1347 2023-12-25 01:43:58,222 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 17:29:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.0702, loss: 1.0702 2023-12-25 01:44:21,142 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 17:29:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.1867, loss: 1.1867 2023-12-25 01:44:44,322 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:29:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 1.0947, loss: 1.0947 2023-12-25 01:45:07,492 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:28:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.0856, loss: 1.0856 2023-12-25 01:45:30,314 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:28:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 1.0645, loss: 1.0645 2023-12-25 01:45:53,293 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:28:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 1.0990, loss: 1.0990 2023-12-25 01:46:16,424 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:27:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9731, loss_cls: 1.1113, loss: 1.1113 2023-12-25 01:46:39,342 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:27:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.1678, loss: 1.1678 2023-12-25 01:47:02,485 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:26:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9719, loss_cls: 1.1608, loss: 1.1608 2023-12-25 01:47:15,571 - pyskl - INFO - Saving checkpoint at 35 epochs 2023-12-25 01:48:46,577 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:48:46,656 - pyskl - INFO - top1_acc 0.7901 top5_acc 0.9680 2023-12-25 01:48:46,663 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.7901, top5_acc: 0.9680 2023-12-25 01:49:30,597 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:26:41, time: 0.439, data_time: 0.207, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.9349, loss: 0.9349 2023-12-25 01:49:53,845 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:26:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 1.0101, loss: 1.0101 2023-12-25 01:50:16,951 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:25:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.0303, loss: 1.0303 2023-12-25 01:50:39,918 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:25:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 1.0005, loss: 1.0005 2023-12-25 01:51:02,942 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 17:25:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9719, loss_cls: 1.1165, loss: 1.1165 2023-12-25 01:51:25,882 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 17:24:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9688, loss_cls: 1.1085, loss: 1.1085 2023-12-25 01:51:48,661 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 17:24:18, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 1.0729, loss: 1.0729 2023-12-25 01:52:11,505 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 17:23:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.0256, loss: 1.0256 2023-12-25 01:52:34,267 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 17:23:29, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 1.1236, loss: 1.1236 2023-12-25 01:52:57,013 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 17:23:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.0540, loss: 1.0540 2023-12-25 01:53:19,816 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 17:22:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 1.1023, loss: 1.1023 2023-12-25 01:53:42,655 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 17:22:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.0873, loss: 1.0873 2023-12-25 01:54:05,478 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 17:21:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.1110, loss: 1.1110 2023-12-25 01:54:28,374 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 17:21:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 1.1342, loss: 1.1342 2023-12-25 01:54:51,131 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 17:21:02, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.0162, loss: 1.0162 2023-12-25 01:55:13,992 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 17:20:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.1299, loss: 1.1299 2023-12-25 01:55:36,812 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 17:20:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 1.1521, loss: 1.1521 2023-12-25 01:55:59,617 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 17:19:48, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 1.0352, loss: 1.0352 2023-12-25 01:56:22,734 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 17:19:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.1232, loss: 1.1232 2023-12-25 01:56:45,644 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 17:19:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 1.0921, loss: 1.0921 2023-12-25 01:57:08,576 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 17:18:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 1.1441, loss: 1.1441 2023-12-25 01:57:31,439 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 17:18:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 1.1496, loss: 1.1496 2023-12-25 01:57:54,494 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 17:17:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.0369, loss: 1.0369 2023-12-25 01:58:07,223 - pyskl - INFO - Saving checkpoint at 36 epochs 2023-12-25 01:59:36,978 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 01:59:37,061 - pyskl - INFO - top1_acc 0.7582 top5_acc 0.9686 2023-12-25 01:59:37,067 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.7582, top5_acc: 0.9686 2023-12-25 02:00:19,523 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 17:17:35, time: 0.425, data_time: 0.199, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.0433, loss: 1.0433 2023-12-25 02:00:41,955 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 17:17:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 1.0883, loss: 1.0883 2023-12-25 02:01:04,395 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 17:16:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.0229, loss: 1.0229 2023-12-25 02:01:26,784 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 17:16:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.9873, loss: 0.9873 2023-12-25 02:01:49,165 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 17:15:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.0313, loss: 1.0313 2023-12-25 02:02:11,531 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 17:15:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 1.0167, loss: 1.0167 2023-12-25 02:02:33,951 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 17:15:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.0528, loss: 1.0528 2023-12-25 02:02:56,364 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 17:14:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 1.0478, loss: 1.0478 2023-12-25 02:03:18,771 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 17:14:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.1619, loss: 1.1619 2023-12-25 02:03:41,189 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 17:13:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9556, loss_cls: 1.1399, loss: 1.1399 2023-12-25 02:04:03,636 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 17:13:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 1.1363, loss: 1.1363 2023-12-25 02:04:26,027 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 17:12:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.0791, loss: 1.0791 2023-12-25 02:04:48,440 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 17:12:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.0461, loss: 1.0461 2023-12-25 02:05:10,809 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 17:12:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 1.0934, loss: 1.0934 2023-12-25 02:05:33,218 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 17:11:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 1.1170, loss: 1.1170 2023-12-25 02:05:55,754 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 17:11:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9738, loss_cls: 1.0892, loss: 1.0892 2023-12-25 02:06:18,237 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 17:10:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.1084, loss: 1.1084 2023-12-25 02:06:40,709 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 17:10:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 1.1190, loss: 1.1190 2023-12-25 02:07:03,192 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 17:09:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 1.0156, loss: 1.0156 2023-12-25 02:07:25,708 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 17:09:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 1.1031, loss: 1.1031 2023-12-25 02:07:48,143 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 17:09:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 1.0518, loss: 1.0518 2023-12-25 02:08:10,533 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 17:08:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 1.0474, loss: 1.0474 2023-12-25 02:08:32,977 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 17:08:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 1.0659, loss: 1.0659 2023-12-25 02:08:45,414 - pyskl - INFO - Saving checkpoint at 37 epochs 2023-12-25 02:10:12,876 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:10:12,957 - pyskl - INFO - top1_acc 0.8250 top5_acc 0.9804 2023-12-25 02:10:12,961 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_31.pth was removed 2023-12-25 02:10:13,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. 2023-12-25 02:10:13,196 - pyskl - INFO - Best top1_acc is 0.8250 at 37 epoch. 2023-12-25 02:10:13,201 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8250, top5_acc: 0.9804 2023-12-25 02:10:53,092 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 17:07:49, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.0087, loss: 1.0087 2023-12-25 02:11:15,579 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 17:07:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.0107, loss: 1.0107 2023-12-25 02:11:38,061 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 17:06:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 0.9818, loss: 0.9818 2023-12-25 02:12:00,570 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 17:06:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.0195, loss: 1.0195 2023-12-25 02:12:23,074 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 17:06:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 1.0121, loss: 1.0121 2023-12-25 02:12:45,610 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 17:05:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 1.0549, loss: 1.0549 2023-12-25 02:13:08,169 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 17:05:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.0176, loss: 1.0176 2023-12-25 02:13:30,637 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 17:04:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 1.0641, loss: 1.0641 2023-12-25 02:13:53,126 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 17:04:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.0721, loss: 1.0721 2023-12-25 02:14:15,639 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 17:04:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 1.0984, loss: 1.0984 2023-12-25 02:14:38,118 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 17:03:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.1416, loss: 1.1416 2023-12-25 02:15:00,666 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 17:03:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 1.0902, loss: 1.0902 2023-12-25 02:15:23,307 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 17:02:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 1.0638, loss: 1.0638 2023-12-25 02:15:45,950 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 17:02:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.0484, loss: 1.0484 2023-12-25 02:16:08,483 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 17:01:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 1.0573, loss: 1.0573 2023-12-25 02:16:31,032 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 17:01:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.1320, loss: 1.1320 2023-12-25 02:16:53,504 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 17:01:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.0448, loss: 1.0448 2023-12-25 02:17:16,038 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 17:00:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.0415, loss: 1.0415 2023-12-25 02:17:38,592 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 17:00:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9738, loss_cls: 1.0670, loss: 1.0670 2023-12-25 02:18:01,134 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 16:59:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.1289, loss: 1.1289 2023-12-25 02:18:23,624 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 16:59:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 1.1632, loss: 1.1632 2023-12-25 02:18:46,145 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 16:59:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.0941, loss: 1.0941 2023-12-25 02:19:08,649 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 16:58:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.0586, loss: 1.0586 2023-12-25 02:19:21,168 - pyskl - INFO - Saving checkpoint at 38 epochs 2023-12-25 02:20:49,590 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:20:49,669 - pyskl - INFO - top1_acc 0.8159 top5_acc 0.9787 2023-12-25 02:20:49,673 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8159, top5_acc: 0.9787 2023-12-25 02:21:30,262 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 16:58:14, time: 0.406, data_time: 0.181, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.9311, loss: 0.9311 2023-12-25 02:21:52,788 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 16:57:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 1.0241, loss: 1.0241 2023-12-25 02:22:15,308 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 16:57:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.9629, loss: 0.9629 2023-12-25 02:22:37,761 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 16:56:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.9439, loss: 0.9439 2023-12-25 02:23:00,254 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 16:56:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9630, loss: 0.9630 2023-12-25 02:23:22,744 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 16:56:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.1379, loss: 1.1379 2023-12-25 02:23:45,325 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 16:55:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9781, loss_cls: 0.9819, loss: 0.9819 2023-12-25 02:24:07,932 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 16:55:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 1.0481, loss: 1.0481 2023-12-25 02:24:30,404 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 16:54:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9725, loss_cls: 1.0542, loss: 1.0542 2023-12-25 02:24:52,853 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 16:54:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.0785, loss: 1.0785 2023-12-25 02:25:15,289 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 16:54:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 1.1492, loss: 1.1492 2023-12-25 02:25:37,730 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 16:53:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9725, loss_cls: 1.0659, loss: 1.0659 2023-12-25 02:26:00,149 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 16:53:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 1.0003, loss: 1.0003 2023-12-25 02:26:22,666 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 16:52:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.0737, loss: 1.0737 2023-12-25 02:26:45,216 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 16:52:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 0.9901, loss: 0.9901 2023-12-25 02:27:07,783 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 16:51:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.0889, loss: 1.0889 2023-12-25 02:27:30,240 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 16:51:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.1524, loss: 1.1524 2023-12-25 02:27:52,709 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 16:51:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.1055, loss: 1.1055 2023-12-25 02:28:15,314 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 16:50:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 1.0443, loss: 1.0443 2023-12-25 02:28:37,931 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 16:50:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9775, loss_cls: 0.9959, loss: 0.9959 2023-12-25 02:29:00,468 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 16:49:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9725, loss_cls: 1.0677, loss: 1.0677 2023-12-25 02:29:23,004 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 16:49:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 1.1045, loss: 1.1045 2023-12-25 02:29:45,545 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 16:49:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.1357, loss: 1.1357 2023-12-25 02:29:57,964 - pyskl - INFO - Saving checkpoint at 39 epochs 2023-12-25 02:31:25,729 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:31:25,809 - pyskl - INFO - top1_acc 0.7743 top5_acc 0.9697 2023-12-25 02:31:25,813 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.7743, top5_acc: 0.9697 2023-12-25 02:32:06,044 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 16:48:40, time: 0.402, data_time: 0.177, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.9690, loss: 0.9690 2023-12-25 02:32:28,649 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 16:48:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.9722, loss: 0.9722 2023-12-25 02:32:51,176 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 16:47:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.0507, loss: 1.0507 2023-12-25 02:33:13,621 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 16:47:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.0902, loss: 1.0902 2023-12-25 02:33:36,072 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 16:46:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9769, loss_cls: 1.0133, loss: 1.0133 2023-12-25 02:33:58,550 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 16:46:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 0.9730, loss: 0.9730 2023-12-25 02:34:20,998 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 16:46:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.0051, loss: 1.0051 2023-12-25 02:34:43,406 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 16:45:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 0.9929, loss: 0.9929 2023-12-25 02:35:05,831 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 16:45:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 0.9878, loss: 0.9878 2023-12-25 02:35:28,215 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 16:44:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0440, loss: 1.0440 2023-12-25 02:35:50,624 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 16:44:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9756, loss_cls: 1.0111, loss: 1.0111 2023-12-25 02:36:13,042 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 16:44:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.1257, loss: 1.1257 2023-12-25 02:36:35,461 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 16:43:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 1.0891, loss: 1.0891 2023-12-25 02:36:58,070 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 16:43:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 1.0616, loss: 1.0616 2023-12-25 02:37:20,635 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 16:42:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.1041, loss: 1.1041 2023-12-25 02:37:43,234 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 16:42:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.0041, loss: 1.0041 2023-12-25 02:38:05,709 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 16:41:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 1.0376, loss: 1.0376 2023-12-25 02:38:28,381 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 16:41:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.0881, loss: 1.0881 2023-12-25 02:38:50,978 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 16:41:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.0909, loss: 1.0909 2023-12-25 02:39:13,417 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 16:40:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.1410, loss: 1.1410 2023-12-25 02:39:35,875 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 16:40:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.1021, loss: 1.1021 2023-12-25 02:39:58,326 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 16:39:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 1.0536, loss: 1.0536 2023-12-25 02:40:20,736 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 16:39:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 1.0239, loss: 1.0239 2023-12-25 02:40:33,224 - pyskl - INFO - Saving checkpoint at 40 epochs 2023-12-25 02:42:01,326 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:42:01,405 - pyskl - INFO - top1_acc 0.7721 top5_acc 0.9655 2023-12-25 02:42:01,409 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.7721, top5_acc: 0.9655 2023-12-25 02:42:41,393 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 16:39:05, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9750, loss_cls: 1.0074, loss: 1.0074 2023-12-25 02:43:03,762 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 16:38:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9552, loss: 0.9552 2023-12-25 02:43:26,198 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 16:38:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 1.0707, loss: 1.0707 2023-12-25 02:43:48,667 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 16:37:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.0046, loss: 1.0046 2023-12-25 02:44:11,125 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 16:37:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.0502, loss: 1.0502 2023-12-25 02:44:33,611 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 16:36:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 1.0152, loss: 1.0152 2023-12-25 02:44:56,109 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 16:36:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 1.0472, loss: 1.0472 2023-12-25 02:45:18,785 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 16:36:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 1.0699, loss: 1.0699 2023-12-25 02:45:41,279 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 16:35:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 1.0359, loss: 1.0359 2023-12-25 02:46:03,734 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 16:35:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.9711, loss: 0.9711 2023-12-25 02:46:26,207 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 16:34:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.0422, loss: 1.0422 2023-12-25 02:46:48,701 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 16:34:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.9416, loss: 0.9416 2023-12-25 02:47:11,260 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 16:34:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.0404, loss: 1.0404 2023-12-25 02:47:33,828 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 16:33:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 1.0037, loss: 1.0037 2023-12-25 02:47:56,442 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 16:33:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 1.0960, loss: 1.0960 2023-12-25 02:48:19,021 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 16:32:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 0.9863, loss: 0.9863 2023-12-25 02:48:41,503 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 16:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 1.1417, loss: 1.1417 2023-12-25 02:49:03,990 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 16:32:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 1.0622, loss: 1.0622 2023-12-25 02:49:26,611 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 16:31:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9650, loss_cls: 1.1959, loss: 1.1959 2023-12-25 02:49:49,204 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:31:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 1.0544, loss: 1.0544 2023-12-25 02:50:11,653 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:30:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.0675, loss: 1.0675 2023-12-25 02:50:34,208 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:30:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 1.0404, loss: 1.0404 2023-12-25 02:50:56,681 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:29:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 1.0665, loss: 1.0665 2023-12-25 02:51:09,013 - pyskl - INFO - Saving checkpoint at 41 epochs 2023-12-25 02:52:37,236 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 02:52:37,315 - pyskl - INFO - top1_acc 0.8144 top5_acc 0.9739 2023-12-25 02:52:37,319 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8144, top5_acc: 0.9739 2023-12-25 02:53:16,962 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:29:32, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.9411, loss: 0.9411 2023-12-25 02:53:39,442 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:29:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 0.9434, loss: 0.9434 2023-12-25 02:54:01,967 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:28:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 1.0363, loss: 1.0363 2023-12-25 02:54:24,497 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:28:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.0132, loss: 1.0132 2023-12-25 02:54:47,019 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:27:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.0622, loss: 1.0622 2023-12-25 02:55:09,530 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:27:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 1.0216, loss: 1.0216 2023-12-25 02:55:32,016 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:27:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.0346, loss: 1.0346 2023-12-25 02:55:54,502 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:26:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 1.0778, loss: 1.0778 2023-12-25 02:56:17,033 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:26:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.0472, loss: 1.0472 2023-12-25 02:56:39,480 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:25:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.0140, loss: 1.0140 2023-12-25 02:57:01,920 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:25:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.0611, loss: 1.0611 2023-12-25 02:57:24,554 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:24:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.9927, loss: 0.9927 2023-12-25 02:57:47,168 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:24:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.0659, loss: 1.0659 2023-12-25 02:58:09,696 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:24:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9637, loss: 0.9637 2023-12-25 02:58:32,265 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:23:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 1.0337, loss: 1.0337 2023-12-25 02:58:54,730 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:23:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.0584, loss: 1.0584 2023-12-25 02:59:17,104 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:22:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.0651, loss: 1.0651 2023-12-25 02:59:39,535 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:22:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.0784, loss: 1.0784 2023-12-25 03:00:02,070 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:22:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.1005, loss: 1.1005 2023-12-25 03:00:24,473 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:21:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 1.0219, loss: 1.0219 2023-12-25 03:00:46,868 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:21:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.0275, loss: 1.0275 2023-12-25 03:01:09,296 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 16:20:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 1.0188, loss: 1.0188 2023-12-25 03:01:31,748 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 16:20:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.0348, loss: 1.0348 2023-12-25 03:01:44,208 - pyskl - INFO - Saving checkpoint at 42 epochs 2023-12-25 03:03:12,779 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:03:12,859 - pyskl - INFO - top1_acc 0.8516 top5_acc 0.9840 2023-12-25 03:03:12,866 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_37.pth was removed 2023-12-25 03:03:12,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2023-12-25 03:03:12,993 - pyskl - INFO - Best top1_acc is 0.8516 at 42 epoch. 2023-12-25 03:03:12,997 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8516, top5_acc: 0.9840 2023-12-25 03:03:52,734 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 16:20:01, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9868, loss: 0.9868 2023-12-25 03:04:15,222 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 16:19:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.9859, loss: 0.9859 2023-12-25 03:04:37,718 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 16:19:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.9930, loss: 0.9930 2023-12-25 03:05:00,136 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 16:18:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9731, loss_cls: 1.0484, loss: 1.0484 2023-12-25 03:05:22,642 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 16:18:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.9873, loss: 0.9873 2023-12-25 03:05:45,138 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 16:17:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9806, loss: 0.9806 2023-12-25 03:06:07,635 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 16:17:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 1.0065, loss: 1.0065 2023-12-25 03:06:30,124 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 16:17:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.0899, loss: 1.0899 2023-12-25 03:06:52,742 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 16:16:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 0.9720, loss: 0.9720 2023-12-25 03:07:15,472 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 16:16:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.9613, loss: 0.9613 2023-12-25 03:07:38,015 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 16:15:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.9538, loss: 0.9538 2023-12-25 03:08:00,509 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 16:15:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9530, loss: 0.9530 2023-12-25 03:08:22,964 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 16:15:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.0273, loss: 1.0273 2023-12-25 03:08:45,504 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 16:14:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9744, loss_cls: 1.0270, loss: 1.0270 2023-12-25 03:09:08,062 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 16:14:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.0232, loss: 1.0232 2023-12-25 03:09:30,473 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 16:13:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 0.9991, loss: 0.9991 2023-12-25 03:09:52,941 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 16:13:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.0740, loss: 1.0740 2023-12-25 03:10:15,434 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 16:13:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.0519, loss: 1.0519 2023-12-25 03:10:38,085 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 16:12:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.1430, loss: 1.1430 2023-12-25 03:11:00,758 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 16:12:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.0378, loss: 1.0378 2023-12-25 03:11:23,438 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 16:11:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 1.1355, loss: 1.1355 2023-12-25 03:11:45,918 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 16:11:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 1.0644, loss: 1.0644 2023-12-25 03:12:08,401 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 16:10:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.9928, loss: 0.9928 2023-12-25 03:12:20,811 - pyskl - INFO - Saving checkpoint at 43 epochs 2023-12-25 03:13:48,816 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:13:48,896 - pyskl - INFO - top1_acc 0.8089 top5_acc 0.9751 2023-12-25 03:13:48,901 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8089, top5_acc: 0.9751 2023-12-25 03:14:28,982 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 16:10:34, time: 0.401, data_time: 0.176, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.9247, loss: 0.9247 2023-12-25 03:14:51,619 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 16:10:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.9813, loss: 0.9813 2023-12-25 03:15:14,072 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 16:09:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 0.9726, loss: 0.9726 2023-12-25 03:15:36,657 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 16:09:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 1.0581, loss: 1.0581 2023-12-25 03:15:59,151 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 16:08:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 0.9560, loss: 0.9560 2023-12-25 03:16:21,608 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 16:08:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.0415, loss: 1.0415 2023-12-25 03:16:44,061 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 16:08:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.9609, loss: 0.9609 2023-12-25 03:17:06,644 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 16:07:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.9586, loss: 0.9586 2023-12-25 03:17:29,254 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 16:07:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9739, loss: 0.9739 2023-12-25 03:17:51,800 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 16:06:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 1.0491, loss: 1.0491 2023-12-25 03:18:14,294 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 16:06:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 1.0187, loss: 1.0187 2023-12-25 03:18:36,759 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 16:06:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 1.0855, loss: 1.0855 2023-12-25 03:18:59,375 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 16:05:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9775, loss: 0.9775 2023-12-25 03:19:21,873 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 16:05:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.9689, loss: 0.9689 2023-12-25 03:19:44,386 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 16:04:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 0.9916, loss: 0.9916 2023-12-25 03:20:06,882 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 16:04:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.1080, loss: 1.1080 2023-12-25 03:20:29,365 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 16:03:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 1.0330, loss: 1.0330 2023-12-25 03:20:51,941 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 16:03:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 1.0275, loss: 1.0275 2023-12-25 03:21:14,530 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 16:03:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 1.0088, loss: 1.0088 2023-12-25 03:21:37,122 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 16:02:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.1108, loss: 1.1108 2023-12-25 03:21:59,604 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 16:02:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.9714, loss: 0.9714 2023-12-25 03:22:22,090 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 16:01:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.0407, loss: 1.0407 2023-12-25 03:22:44,509 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 16:01:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9965, loss: 0.9965 2023-12-25 03:22:56,893 - pyskl - INFO - Saving checkpoint at 44 epochs 2023-12-25 03:24:25,063 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:24:25,143 - pyskl - INFO - top1_acc 0.7941 top5_acc 0.9781 2023-12-25 03:24:25,148 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.7941, top5_acc: 0.9781 2023-12-25 03:25:05,193 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 16:01:08, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9547, loss: 0.9547 2023-12-25 03:25:27,640 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 16:00:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.9838, loss: 0.9838 2023-12-25 03:25:50,139 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 16:00:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 0.9889, loss: 0.9889 2023-12-25 03:26:12,669 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 15:59:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.9412, loss: 0.9412 2023-12-25 03:26:35,181 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 15:59:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.9567, loss: 0.9567 2023-12-25 03:26:57,659 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 15:59:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 1.0457, loss: 1.0457 2023-12-25 03:27:20,277 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 15:58:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.0235, loss: 1.0235 2023-12-25 03:27:42,881 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 15:58:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.9198, loss: 0.9198 2023-12-25 03:28:05,444 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 15:57:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9655, loss: 0.9655 2023-12-25 03:28:28,009 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 15:57:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9809, loss: 0.9809 2023-12-25 03:28:50,563 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 15:57:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 1.0105, loss: 1.0105 2023-12-25 03:29:13,103 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 15:56:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.0586, loss: 1.0586 2023-12-25 03:29:35,731 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 15:56:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 1.0206, loss: 1.0206 2023-12-25 03:29:58,418 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 15:55:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.9836, loss: 0.9836 2023-12-25 03:30:21,041 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 15:55:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.9695, loss: 0.9695 2023-12-25 03:30:43,589 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 15:55:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.9580, loss: 0.9580 2023-12-25 03:31:06,143 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 15:54:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 1.0994, loss: 1.0994 2023-12-25 03:31:28,633 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 15:54:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 1.0501, loss: 1.0501 2023-12-25 03:31:51,132 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 15:53:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 1.0944, loss: 1.0944 2023-12-25 03:32:13,595 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 15:53:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 1.0792, loss: 1.0792 2023-12-25 03:32:36,122 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 15:52:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.9574, loss: 0.9574 2023-12-25 03:32:58,656 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 15:52:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1025, loss: 1.1025 2023-12-25 03:33:21,181 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 15:52:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 1.0012, loss: 1.0012 2023-12-25 03:33:33,608 - pyskl - INFO - Saving checkpoint at 45 epochs 2023-12-25 03:35:01,639 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:35:01,718 - pyskl - INFO - top1_acc 0.7965 top5_acc 0.9740 2023-12-25 03:35:01,722 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.7965, top5_acc: 0.9740 2023-12-25 03:35:41,500 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 15:51:44, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9838, loss_cls: 0.9174, loss: 0.9174 2023-12-25 03:36:03,907 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 15:51:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.9426, loss: 0.9426 2023-12-25 03:36:26,341 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 15:50:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9679, loss: 0.9679 2023-12-25 03:36:48,824 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 15:50:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 1.0432, loss: 1.0432 2023-12-25 03:37:11,333 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 15:50:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.9678, loss: 0.9678 2023-12-25 03:37:33,940 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 15:49:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 0.9295, loss: 0.9295 2023-12-25 03:37:56,657 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 15:49:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.0015, loss: 1.0015 2023-12-25 03:38:19,231 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 15:48:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.9977, loss: 0.9977 2023-12-25 03:38:41,654 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 15:48:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 0.9525, loss: 0.9525 2023-12-25 03:39:04,189 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 15:48:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9286, loss: 0.9286 2023-12-25 03:39:26,653 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 15:47:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 1.0077, loss: 1.0077 2023-12-25 03:39:49,100 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 15:47:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 1.0896, loss: 1.0896 2023-12-25 03:40:11,650 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 15:46:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.0797, loss: 1.0797 2023-12-25 03:40:34,157 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 15:46:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.0043, loss: 1.0043 2023-12-25 03:40:56,593 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 15:46:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 1.0148, loss: 1.0148 2023-12-25 03:41:19,048 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 15:45:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 1.0016, loss: 1.0016 2023-12-25 03:41:41,461 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 15:45:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 0.9874, loss: 0.9874 2023-12-25 03:42:03,978 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 15:44:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.9729, loss: 0.9729 2023-12-25 03:42:26,432 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 15:44:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.9617, loss: 0.9617 2023-12-25 03:42:48,889 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 15:43:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.0042, loss: 1.0042 2023-12-25 03:43:11,337 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 15:43:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.0106, loss: 1.0106 2023-12-25 03:43:33,721 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 15:43:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.0020, loss: 1.0020 2023-12-25 03:43:56,115 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 15:42:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.0739, loss: 1.0739 2023-12-25 03:44:08,465 - pyskl - INFO - Saving checkpoint at 46 epochs 2023-12-25 03:45:36,659 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:45:36,739 - pyskl - INFO - top1_acc 0.8144 top5_acc 0.9784 2023-12-25 03:45:36,744 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8144, top5_acc: 0.9784 2023-12-25 03:46:16,662 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 15:42:18, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8982, loss: 0.8982 2023-12-25 03:46:39,105 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 15:41:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 0.9618, loss: 0.9618 2023-12-25 03:47:01,539 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 15:41:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 1.0050, loss: 1.0050 2023-12-25 03:47:24,032 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 15:41:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.9382, loss: 0.9382 2023-12-25 03:47:46,562 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 15:40:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.9378, loss: 0.9378 2023-12-25 03:48:09,050 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 15:40:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 0.9902, loss: 0.9902 2023-12-25 03:48:31,526 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 15:39:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.0606, loss: 1.0606 2023-12-25 03:48:54,025 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 15:39:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 0.9989, loss: 0.9989 2023-12-25 03:49:16,501 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 15:39:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.0049, loss: 1.0049 2023-12-25 03:49:38,968 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 15:38:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 0.9419, loss: 0.9419 2023-12-25 03:50:01,459 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 15:38:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 1.0441, loss: 1.0441 2023-12-25 03:50:23,951 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 15:37:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 1.0719, loss: 1.0719 2023-12-25 03:50:46,500 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 15:37:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 0.9487, loss: 0.9487 2023-12-25 03:51:09,183 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 15:37:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 0.9871, loss: 0.9871 2023-12-25 03:51:31,704 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 15:36:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.0116, loss: 1.0116 2023-12-25 03:51:54,173 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 15:36:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.9909, loss: 0.9909 2023-12-25 03:52:16,655 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 15:35:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 0.9652, loss: 0.9652 2023-12-25 03:52:39,192 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 15:35:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.0508, loss: 1.0508 2023-12-25 03:53:01,656 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 15:34:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.0615, loss: 1.0615 2023-12-25 03:53:24,105 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 15:34:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.0052, loss: 1.0052 2023-12-25 03:53:46,677 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 15:34:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 1.0630, loss: 1.0630 2023-12-25 03:54:09,148 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 15:33:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.9579, loss: 0.9579 2023-12-25 03:54:31,734 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 15:33:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9788, loss_cls: 0.9474, loss: 0.9474 2023-12-25 03:54:44,196 - pyskl - INFO - Saving checkpoint at 47 epochs 2023-12-25 03:56:12,293 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 03:56:12,371 - pyskl - INFO - top1_acc 0.7924 top5_acc 0.9739 2023-12-25 03:56:12,375 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.7924, top5_acc: 0.9739 2023-12-25 03:56:52,089 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 15:32:54, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.9460, loss: 0.9460 2023-12-25 03:57:14,643 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:32:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.9075, loss: 0.9075 2023-12-25 03:57:37,115 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:32:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.0018, loss: 1.0018 2023-12-25 03:57:59,588 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:31:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.9212, loss: 0.9212 2023-12-25 03:58:22,126 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:31:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.9758, loss: 0.9758 2023-12-25 03:58:44,690 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:30:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 0.8902, loss: 0.8902 2023-12-25 03:59:07,281 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:30:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.9708, loss: 0.9708 2023-12-25 03:59:29,948 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:30:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.9202, loss: 0.9202 2023-12-25 03:59:52,452 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:29:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.9399, loss: 0.9399 2023-12-25 04:00:15,137 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:29:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.9637, loss: 0.9637 2023-12-25 04:00:37,677 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:28:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.0398, loss: 1.0398 2023-12-25 04:01:00,205 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:28:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 1.0387, loss: 1.0387 2023-12-25 04:01:22,746 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:28:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.0149, loss: 1.0149 2023-12-25 04:01:45,307 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:27:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.8777, loss: 0.8777 2023-12-25 04:02:07,852 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:27:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 0.9347, loss: 0.9347 2023-12-25 04:02:30,353 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:26:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.0439, loss: 1.0439 2023-12-25 04:02:52,951 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:26:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.0549, loss: 1.0549 2023-12-25 04:03:15,623 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:26:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.1128, loss: 1.1128 2023-12-25 04:03:38,129 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:25:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9674, loss: 0.9674 2023-12-25 04:04:00,627 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:25:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 1.0103, loss: 1.0103 2023-12-25 04:04:23,140 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:24:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.1204, loss: 1.1204 2023-12-25 04:04:45,694 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:24:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.0635, loss: 1.0635 2023-12-25 04:05:08,365 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:24:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.9818, loss: 0.9818 2023-12-25 04:05:20,800 - pyskl - INFO - Saving checkpoint at 48 epochs 2023-12-25 04:06:50,183 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:06:50,263 - pyskl - INFO - top1_acc 0.8163 top5_acc 0.9757 2023-12-25 04:06:50,268 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8163, top5_acc: 0.9757 2023-12-25 04:07:30,663 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:23:36, time: 0.404, data_time: 0.178, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 1.0542, loss: 1.0542 2023-12-25 04:07:53,299 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:23:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9781, loss_cls: 0.9502, loss: 0.9502 2023-12-25 04:08:16,036 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:22:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9237, loss: 0.9237 2023-12-25 04:08:38,644 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:22:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.9818, loss: 0.9818 2023-12-25 04:09:01,243 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:22:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.9504, loss: 0.9504 2023-12-25 04:09:23,906 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:21:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8683, loss: 0.8683 2023-12-25 04:09:46,548 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:21:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.0589, loss: 1.0589 2023-12-25 04:10:09,213 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:20:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8900, loss: 0.8900 2023-12-25 04:10:31,941 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:20:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.9640, loss: 0.9640 2023-12-25 04:10:54,598 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:20:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.9969, loss: 0.9969 2023-12-25 04:11:17,161 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:19:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9493, loss: 0.9493 2023-12-25 04:11:39,723 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:19:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 0.9722, loss: 0.9722 2023-12-25 04:12:02,261 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:18:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.0585, loss: 1.0585 2023-12-25 04:12:24,931 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:18:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.0304, loss: 1.0304 2023-12-25 04:12:47,533 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:17:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 0.9577, loss: 0.9577 2023-12-25 04:13:10,102 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:17:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 0.9889, loss: 0.9889 2023-12-25 04:13:32,795 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 15:17:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9806, loss_cls: 0.9615, loss: 0.9615 2023-12-25 04:13:55,339 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 15:16:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.0023, loss: 1.0023 2023-12-25 04:14:17,815 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 15:16:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.9885, loss: 0.9885 2023-12-25 04:14:40,508 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 15:15:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.0753, loss: 1.0753 2023-12-25 04:15:03,061 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 15:15:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 0.9982, loss: 0.9982 2023-12-25 04:15:25,573 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 15:15:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 0.9962, loss: 0.9962 2023-12-25 04:15:48,087 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 15:14:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.9658, loss: 0.9658 2023-12-25 04:16:00,509 - pyskl - INFO - Saving checkpoint at 49 epochs 2023-12-25 04:17:28,938 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:17:29,017 - pyskl - INFO - top1_acc 0.8128 top5_acc 0.9765 2023-12-25 04:17:29,021 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8128, top5_acc: 0.9765 2023-12-25 04:18:08,934 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 15:14:19, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8969, loss: 0.8969 2023-12-25 04:18:31,459 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 15:13:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.9331, loss: 0.9331 2023-12-25 04:18:53,922 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 15:13:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.9378, loss: 0.9378 2023-12-25 04:19:16,344 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 15:13:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.8824, loss: 0.8824 2023-12-25 04:19:38,777 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 15:12:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9818, loss: 0.9818 2023-12-25 04:20:01,260 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 15:12:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.9357, loss: 0.9357 2023-12-25 04:20:23,754 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 15:11:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 0.9295, loss: 0.9295 2023-12-25 04:20:46,248 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 15:11:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9754, loss: 0.9754 2023-12-25 04:21:08,827 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 15:11:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 1.0048, loss: 1.0048 2023-12-25 04:21:31,488 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 15:10:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 0.9902, loss: 0.9902 2023-12-25 04:21:53,994 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 15:10:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.9789, loss: 0.9789 2023-12-25 04:22:16,482 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 15:09:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.9432, loss: 0.9432 2023-12-25 04:22:38,988 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 15:09:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 0.9897, loss: 0.9897 2023-12-25 04:23:01,442 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 15:09:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 1.0613, loss: 1.0613 2023-12-25 04:23:23,909 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 15:08:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 0.9674, loss: 0.9674 2023-12-25 04:23:46,371 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 15:08:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.9768, loss: 0.9768 2023-12-25 04:24:08,898 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 15:07:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.9417, loss: 0.9417 2023-12-25 04:24:31,469 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 15:07:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 1.0043, loss: 1.0043 2023-12-25 04:24:53,960 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 15:07:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9869, loss: 0.9869 2023-12-25 04:25:16,499 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 15:06:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.0159, loss: 1.0159 2023-12-25 04:25:39,027 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 15:06:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 0.9759, loss: 0.9759 2023-12-25 04:26:01,595 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 15:05:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.0200, loss: 1.0200 2023-12-25 04:26:24,011 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 15:05:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 0.9793, loss: 0.9793 2023-12-25 04:26:36,427 - pyskl - INFO - Saving checkpoint at 50 epochs 2023-12-25 04:28:04,352 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:28:04,432 - pyskl - INFO - top1_acc 0.7979 top5_acc 0.9765 2023-12-25 04:28:04,437 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.7979, top5_acc: 0.9765 2023-12-25 04:28:44,401 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 15:04:59, time: 0.400, data_time: 0.175, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8718, loss: 0.8718 2023-12-25 04:29:06,901 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 15:04:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.8739, loss: 0.8739 2023-12-25 04:29:29,292 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 15:04:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 0.8897, loss: 0.8897 2023-12-25 04:29:51,678 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 15:03:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.8877, loss: 0.8877 2023-12-25 04:30:14,042 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 15:03:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.9190, loss: 0.9190 2023-12-25 04:30:36,458 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 15:02:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.0405, loss: 1.0405 2023-12-25 04:30:58,957 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 15:02:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.9594, loss: 0.9594 2023-12-25 04:31:21,535 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 15:02:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 0.9084, loss: 0.9084 2023-12-25 04:31:44,035 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 15:01:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 0.9259, loss: 0.9259 2023-12-25 04:32:06,502 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 15:01:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9794, loss_cls: 0.9724, loss: 0.9724 2023-12-25 04:32:28,993 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 15:00:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.9674, loss: 0.9674 2023-12-25 04:32:51,464 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 15:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.9865, loss: 0.9865 2023-12-25 04:33:13,957 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 15:00:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.0067, loss: 1.0067 2023-12-25 04:33:36,398 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 14:59:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.9448, loss: 0.9448 2023-12-25 04:33:58,889 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 14:59:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.9656, loss: 0.9656 2023-12-25 04:34:21,431 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 14:58:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.9341, loss: 0.9341 2023-12-25 04:34:43,954 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 14:58:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.0305, loss: 1.0305 2023-12-25 04:35:06,485 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 14:58:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.9729, loss: 0.9729 2023-12-25 04:35:29,005 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 14:57:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9377, loss: 0.9377 2023-12-25 04:35:51,462 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 14:57:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.0456, loss: 1.0456 2023-12-25 04:36:13,869 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 14:56:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9763, loss: 0.9763 2023-12-25 04:36:36,414 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 14:56:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.9962, loss: 0.9962 2023-12-25 04:36:58,874 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 14:56:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 0.9872, loss: 0.9872 2023-12-25 04:37:11,214 - pyskl - INFO - Saving checkpoint at 51 epochs 2023-12-25 04:38:38,984 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:38:39,062 - pyskl - INFO - top1_acc 0.8557 top5_acc 0.9833 2023-12-25 04:38:39,066 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_42.pth was removed 2023-12-25 04:38:39,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. 2023-12-25 04:38:39,194 - pyskl - INFO - Best top1_acc is 0.8557 at 51 epoch. 2023-12-25 04:38:39,199 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8557, top5_acc: 0.9833 2023-12-25 04:39:19,068 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 14:55:39, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.9069, loss: 0.9069 2023-12-25 04:39:41,510 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 14:55:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.9328, loss: 0.9328 2023-12-25 04:40:04,043 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 14:54:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.9186, loss: 0.9186 2023-12-25 04:40:26,696 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 14:54:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.9077, loss: 0.9077 2023-12-25 04:40:49,376 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 14:54:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 0.8595, loss: 0.8595 2023-12-25 04:41:12,008 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 14:53:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.9689, loss: 0.9689 2023-12-25 04:41:34,613 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 14:53:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8818, loss: 0.8818 2023-12-25 04:41:57,136 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 14:52:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 0.9552, loss: 0.9552 2023-12-25 04:42:19,605 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 14:52:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 0.9713, loss: 0.9713 2023-12-25 04:42:42,216 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 14:52:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 0.8903, loss: 0.8903 2023-12-25 04:43:04,808 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 14:51:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8797, loss: 0.8797 2023-12-25 04:43:27,309 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 14:51:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.9475, loss: 0.9475 2023-12-25 04:43:49,929 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 14:50:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9819, loss_cls: 0.9567, loss: 0.9567 2023-12-25 04:44:12,427 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 14:50:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.9885, loss: 0.9885 2023-12-25 04:44:34,867 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 14:50:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.9397, loss: 0.9397 2023-12-25 04:44:57,491 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 14:49:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 1.0533, loss: 1.0533 2023-12-25 04:45:19,950 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 14:49:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 1.0278, loss: 1.0278 2023-12-25 04:45:42,390 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 14:48:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 1.1800, loss: 1.1800 2023-12-25 04:46:04,847 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 14:48:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 1.0573, loss: 1.0573 2023-12-25 04:46:27,399 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 14:48:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 1.0316, loss: 1.0316 2023-12-25 04:46:49,967 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 14:47:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.9205, loss: 0.9205 2023-12-25 04:47:12,524 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 14:47:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.0540, loss: 1.0540 2023-12-25 04:47:35,072 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 14:46:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.0219, loss: 1.0219 2023-12-25 04:47:47,547 - pyskl - INFO - Saving checkpoint at 52 epochs 2023-12-25 04:49:15,375 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:49:15,454 - pyskl - INFO - top1_acc 0.8057 top5_acc 0.9763 2023-12-25 04:49:15,459 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8057, top5_acc: 0.9763 2023-12-25 04:49:55,069 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 14:46:22, time: 0.396, data_time: 0.170, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8566, loss: 0.8566 2023-12-25 04:50:17,627 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 14:45:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.9648, loss: 0.9648 2023-12-25 04:50:40,107 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 14:45:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.9303, loss: 0.9303 2023-12-25 04:51:02,624 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 14:45:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.9680, loss: 0.9680 2023-12-25 04:51:25,199 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 14:44:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9642, loss: 0.9642 2023-12-25 04:51:47,765 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 14:44:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9498, loss: 0.9498 2023-12-25 04:52:10,241 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 14:43:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.9234, loss: 0.9234 2023-12-25 04:52:32,716 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 14:43:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.9890, loss: 0.9890 2023-12-25 04:52:55,250 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 14:43:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 0.9584, loss: 0.9584 2023-12-25 04:53:17,835 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 14:42:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9710, loss: 0.9710 2023-12-25 04:53:40,392 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 14:42:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.9136, loss: 0.9136 2023-12-25 04:54:02,923 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 14:41:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.9948, loss: 0.9948 2023-12-25 04:54:25,403 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 14:41:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8965, loss: 0.8965 2023-12-25 04:54:47,814 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 14:41:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 0.9745, loss: 0.9745 2023-12-25 04:55:10,296 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 14:40:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.9537, loss: 0.9537 2023-12-25 04:55:32,820 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 14:40:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.9533, loss: 0.9533 2023-12-25 04:55:55,360 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 14:39:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 0.9671, loss: 0.9671 2023-12-25 04:56:17,883 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 14:39:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.0050, loss: 1.0050 2023-12-25 04:56:40,367 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 14:39:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.9764, loss: 0.9764 2023-12-25 04:57:02,905 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 14:38:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 0.9795, loss: 0.9795 2023-12-25 04:57:25,367 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 14:38:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.9527, loss: 0.9527 2023-12-25 04:57:47,851 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 14:37:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.9234, loss: 0.9234 2023-12-25 04:58:10,379 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 14:37:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.9167, loss: 0.9167 2023-12-25 04:58:22,924 - pyskl - INFO - Saving checkpoint at 53 epochs 2023-12-25 04:59:50,636 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 04:59:50,715 - pyskl - INFO - top1_acc 0.8420 top5_acc 0.9823 2023-12-25 04:59:50,720 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8420, top5_acc: 0.9823 2023-12-25 05:00:30,446 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 14:37:04, time: 0.397, data_time: 0.174, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 0.8834, loss: 0.8834 2023-12-25 05:00:52,827 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 14:36:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 0.8835, loss: 0.8835 2023-12-25 05:01:15,201 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 14:36:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 0.9535, loss: 0.9535 2023-12-25 05:01:37,594 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 14:35:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 0.9024, loss: 0.9024 2023-12-25 05:01:59,991 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 14:35:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.9200, loss: 0.9200 2023-12-25 05:02:22,368 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 14:35:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 0.8434, loss: 0.8434 2023-12-25 05:02:44,761 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 14:34:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9449, loss: 0.9449 2023-12-25 05:03:07,135 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 14:34:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 0.9735, loss: 0.9735 2023-12-25 05:03:29,506 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:33:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.9363, loss: 0.9363 2023-12-25 05:03:52,026 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:33:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.9802, loss: 0.9802 2023-12-25 05:04:14,597 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:33:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.9350, loss: 0.9350 2023-12-25 05:04:37,173 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:32:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.9009, loss: 0.9009 2023-12-25 05:04:59,685 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:32:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 0.9083, loss: 0.9083 2023-12-25 05:05:22,244 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:31:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 0.9456, loss: 0.9456 2023-12-25 05:05:44,711 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:31:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.9681, loss: 0.9681 2023-12-25 05:06:07,258 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:31:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.0034, loss: 1.0034 2023-12-25 05:06:29,813 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:30:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 0.9801, loss: 0.9801 2023-12-25 05:06:52,355 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:30:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.8703, loss: 0.8703 2023-12-25 05:07:14,794 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:29:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9895, loss: 0.9895 2023-12-25 05:07:37,266 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:29:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.9794, loss: 0.9794 2023-12-25 05:07:59,717 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:29:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9486, loss: 0.9486 2023-12-25 05:08:22,294 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:28:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 0.9986, loss: 0.9986 2023-12-25 05:08:44,894 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:28:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 0.9626, loss: 0.9626 2023-12-25 05:08:57,480 - pyskl - INFO - Saving checkpoint at 54 epochs 2023-12-25 05:10:25,584 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:10:25,667 - pyskl - INFO - top1_acc 0.8548 top5_acc 0.9867 2023-12-25 05:10:25,671 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8548, top5_acc: 0.9867 2023-12-25 05:11:05,236 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:27:46, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7821, loss: 0.7821 2023-12-25 05:11:27,639 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:27:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8266, loss: 0.8266 2023-12-25 05:11:50,102 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:26:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 0.8548, loss: 0.8548 2023-12-25 05:12:12,596 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:26:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9033, loss: 0.9033 2023-12-25 05:12:35,200 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:26:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 0.8679, loss: 0.8679 2023-12-25 05:12:57,692 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:25:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.9033, loss: 0.9033 2023-12-25 05:13:20,195 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:25:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 0.9311, loss: 0.9311 2023-12-25 05:13:42,789 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:24:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9719, loss_cls: 1.0355, loss: 1.0355 2023-12-25 05:14:05,437 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:24:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9681, loss: 0.9681 2023-12-25 05:14:28,296 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:24:11, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.9309, loss: 0.9309 2023-12-25 05:14:51,058 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:23:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9706, loss: 0.9706 2023-12-25 05:15:13,801 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:23:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.9275, loss: 0.9275 2023-12-25 05:15:36,357 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:23:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.9664, loss: 0.9664 2023-12-25 05:15:58,889 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:22:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.9539, loss: 0.9539 2023-12-25 05:16:21,422 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:22:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.9951, loss: 0.9951 2023-12-25 05:16:43,991 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:21:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 0.9596, loss: 0.9596 2023-12-25 05:17:06,367 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:21:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.8852, loss: 0.8852 2023-12-25 05:17:28,790 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:20:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 1.0037, loss: 1.0037 2023-12-25 05:17:51,200 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:20:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 0.9923, loss: 0.9923 2023-12-25 05:18:13,650 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:20:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 0.9952, loss: 0.9952 2023-12-25 05:18:36,134 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:19:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.8809, loss: 0.8809 2023-12-25 05:18:58,551 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:19:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 0.9717, loss: 0.9717 2023-12-25 05:19:21,146 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:18:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.9253, loss: 0.9253 2023-12-25 05:19:33,589 - pyskl - INFO - Saving checkpoint at 55 epochs 2023-12-25 05:21:01,354 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:21:01,432 - pyskl - INFO - top1_acc 0.8537 top5_acc 0.9847 2023-12-25 05:21:01,437 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8537, top5_acc: 0.9847 2023-12-25 05:21:41,178 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:18:31, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8826, loss: 0.8826 2023-12-25 05:22:03,670 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:18:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.8207, loss: 0.8207 2023-12-25 05:22:26,126 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:17:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.8405, loss: 0.8405 2023-12-25 05:22:48,613 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:17:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.8062, loss: 0.8062 2023-12-25 05:23:11,108 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:16:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9869, loss_cls: 0.8362, loss: 0.8362 2023-12-25 05:23:33,565 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:16:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8716, loss: 0.8716 2023-12-25 05:23:56,155 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:16:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 0.9006, loss: 0.9006 2023-12-25 05:24:18,674 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:15:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.9347, loss: 0.9347 2023-12-25 05:24:41,159 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:15:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.9471, loss: 0.9471 2023-12-25 05:25:03,651 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:14:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.9637, loss: 0.9637 2023-12-25 05:25:26,172 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 14:14:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.9160, loss: 0.9160 2023-12-25 05:25:48,756 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 14:14:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.9356, loss: 0.9356 2023-12-25 05:26:11,226 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 14:13:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 0.8813, loss: 0.8813 2023-12-25 05:26:33,664 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 14:13:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.9244, loss: 0.9244 2023-12-25 05:26:56,074 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 14:12:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8994, loss: 0.8994 2023-12-25 05:27:18,592 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 14:12:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.9679, loss: 0.9679 2023-12-25 05:27:41,060 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 14:12:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8895, loss: 0.8895 2023-12-25 05:28:03,500 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 14:11:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 0.9340, loss: 0.9340 2023-12-25 05:28:25,929 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 14:11:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 0.9161, loss: 0.9161 2023-12-25 05:28:48,355 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 14:10:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.9932, loss: 0.9932 2023-12-25 05:29:10,899 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 14:10:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.0153, loss: 1.0153 2023-12-25 05:29:33,407 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 14:10:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8945, loss: 0.8945 2023-12-25 05:29:56,053 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 14:09:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.9967, loss: 0.9967 2023-12-25 05:30:08,545 - pyskl - INFO - Saving checkpoint at 56 epochs 2023-12-25 05:31:36,548 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:31:36,626 - pyskl - INFO - top1_acc 0.8198 top5_acc 0.9749 2023-12-25 05:31:36,630 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8198, top5_acc: 0.9749 2023-12-25 05:32:16,596 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 14:09:16, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8614, loss: 0.8614 2023-12-25 05:32:39,050 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 14:08:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 0.8954, loss: 0.8954 2023-12-25 05:33:01,486 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 14:08:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.8151, loss: 0.8151 2023-12-25 05:33:23,883 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 14:08:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.9097, loss: 0.9097 2023-12-25 05:33:46,324 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 14:07:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9462, loss: 0.9462 2023-12-25 05:34:08,812 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 14:07:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.8970, loss: 0.8970 2023-12-25 05:34:31,419 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 14:06:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.9743, loss: 0.9743 2023-12-25 05:34:53,973 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 14:06:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.9408, loss: 0.9408 2023-12-25 05:35:16,450 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 14:06:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.9254, loss: 0.9254 2023-12-25 05:35:38,913 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 14:05:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.9161, loss: 0.9161 2023-12-25 05:36:01,341 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 14:05:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8524, loss: 0.8524 2023-12-25 05:36:23,916 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 14:04:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.8768, loss: 0.8768 2023-12-25 05:36:46,422 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 14:04:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.9060, loss: 0.9060 2023-12-25 05:37:09,017 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 14:04:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.9118, loss: 0.9118 2023-12-25 05:37:31,498 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 14:03:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9376, loss: 0.9376 2023-12-25 05:37:54,081 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 14:03:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.9154, loss: 0.9154 2023-12-25 05:38:16,550 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 14:02:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9123, loss: 0.9123 2023-12-25 05:38:39,129 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 14:02:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.9147, loss: 0.9147 2023-12-25 05:39:01,697 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 14:02:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.9165, loss: 0.9165 2023-12-25 05:39:24,185 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 14:01:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9714, loss: 0.9714 2023-12-25 05:39:46,714 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 14:01:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8430, loss: 0.8430 2023-12-25 05:40:09,190 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 14:00:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.9943, loss: 0.9943 2023-12-25 05:40:31,788 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 14:00:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.9160, loss: 0.9160 2023-12-25 05:40:44,327 - pyskl - INFO - Saving checkpoint at 57 epochs 2023-12-25 05:42:12,248 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:42:12,327 - pyskl - INFO - top1_acc 0.8432 top5_acc 0.9820 2023-12-25 05:42:12,332 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8432, top5_acc: 0.9820 2023-12-25 05:42:51,841 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 14:00:01, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.8099, loss: 0.8099 2023-12-25 05:43:14,293 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 13:59:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8550, loss: 0.8550 2023-12-25 05:43:36,748 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 13:59:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.8458, loss: 0.8458 2023-12-25 05:43:59,265 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 13:58:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.9223, loss: 0.9223 2023-12-25 05:44:21,709 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 13:58:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.8060, loss: 0.8060 2023-12-25 05:44:44,178 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 13:58:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.9062, loss: 0.9062 2023-12-25 05:45:06,723 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 13:57:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.9939, loss: 0.9939 2023-12-25 05:45:29,360 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 13:57:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8948, loss: 0.8948 2023-12-25 05:45:51,916 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 13:56:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.9222, loss: 0.9222 2023-12-25 05:46:14,442 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 13:56:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9806, loss_cls: 0.9255, loss: 0.9255 2023-12-25 05:46:37,020 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 13:56:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8609, loss: 0.8609 2023-12-25 05:46:59,681 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 13:55:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.8829, loss: 0.8829 2023-12-25 05:47:22,276 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 13:55:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.9093, loss: 0.9093 2023-12-25 05:47:44,862 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 13:54:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.9502, loss: 0.9502 2023-12-25 05:48:07,397 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 13:54:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.8966, loss: 0.8966 2023-12-25 05:48:30,012 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 13:54:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.9134, loss: 0.9134 2023-12-25 05:48:52,521 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 13:53:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.0035, loss: 1.0035 2023-12-25 05:49:15,101 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 13:53:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8859, loss: 0.8859 2023-12-25 05:49:37,809 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 13:52:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8863, loss: 0.8863 2023-12-25 05:50:00,334 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 13:52:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.8907, loss: 0.8907 2023-12-25 05:50:23,060 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 13:52:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 0.9806, loss: 0.9806 2023-12-25 05:50:45,665 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 13:51:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8645, loss: 0.8645 2023-12-25 05:51:08,301 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 13:51:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9848, loss: 0.9848 2023-12-25 05:51:20,802 - pyskl - INFO - Saving checkpoint at 58 epochs 2023-12-25 05:52:48,395 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 05:52:48,476 - pyskl - INFO - top1_acc 0.8099 top5_acc 0.9727 2023-12-25 05:52:48,480 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8099, top5_acc: 0.9727 2023-12-25 05:53:28,408 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 13:50:50, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.8144, loss: 0.8144 2023-12-25 05:53:50,873 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 13:50:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8673, loss: 0.8673 2023-12-25 05:54:13,324 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 13:50:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8129, loss: 0.8129 2023-12-25 05:54:35,779 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 13:49:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.8325, loss: 0.8325 2023-12-25 05:54:58,372 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 13:49:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9072, loss: 0.9072 2023-12-25 05:55:20,886 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 13:48:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8367, loss: 0.8367 2023-12-25 05:55:43,400 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 13:48:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8942, loss: 0.8942 2023-12-25 05:56:05,890 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 13:48:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8688, loss: 0.8688 2023-12-25 05:56:28,295 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 13:47:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 0.9338, loss: 0.9338 2023-12-25 05:56:50,737 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 13:47:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.9423, loss: 0.9423 2023-12-25 05:57:13,190 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 13:46:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.9322, loss: 0.9322 2023-12-25 05:57:35,644 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 13:46:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.9364, loss: 0.9364 2023-12-25 05:57:58,056 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 13:46:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.9042, loss: 0.9042 2023-12-25 05:58:20,540 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 13:45:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.9283, loss: 0.9283 2023-12-25 05:58:43,007 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 13:45:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.9234, loss: 0.9234 2023-12-25 05:59:05,441 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 13:44:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9806, loss_cls: 0.9057, loss: 0.9057 2023-12-25 05:59:27,905 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 13:44:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8745, loss: 0.8745 2023-12-25 05:59:50,363 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 13:44:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.9663, loss: 0.9663 2023-12-25 06:00:13,089 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 13:43:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 0.9554, loss: 0.9554 2023-12-25 06:00:35,601 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 13:43:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.9113, loss: 0.9113 2023-12-25 06:00:58,087 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 13:42:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.9577, loss: 0.9577 2023-12-25 06:01:20,670 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 13:42:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8908, loss: 0.8908 2023-12-25 06:01:43,300 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 13:42:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9359, loss: 0.9359 2023-12-25 06:01:55,723 - pyskl - INFO - Saving checkpoint at 59 epochs 2023-12-25 06:03:23,879 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:03:23,961 - pyskl - INFO - top1_acc 0.8243 top5_acc 0.9801 2023-12-25 06:03:23,966 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8243, top5_acc: 0.9801 2023-12-25 06:04:03,834 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 13:41:37, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.8093, loss: 0.8093 2023-12-25 06:04:26,284 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 13:41:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8719, loss: 0.8719 2023-12-25 06:04:48,738 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 13:40:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 0.8610, loss: 0.8610 2023-12-25 06:05:11,167 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 13:40:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9856, loss_cls: 0.7849, loss: 0.7849 2023-12-25 06:05:33,569 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 13:40:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.8874, loss: 0.8874 2023-12-25 06:05:56,162 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 13:39:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.8820, loss: 0.8820 2023-12-25 06:06:18,807 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 13:39:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8746, loss: 0.8746 2023-12-25 06:06:41,473 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 13:38:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 0.8841, loss: 0.8841 2023-12-25 06:07:03,952 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 13:38:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.8394, loss: 0.8394 2023-12-25 06:07:26,364 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 13:38:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9831, loss_cls: 0.8535, loss: 0.8535 2023-12-25 06:07:49,038 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 13:37:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8810, loss: 0.8810 2023-12-25 06:08:11,529 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 13:37:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.9381, loss: 0.9381 2023-12-25 06:08:33,995 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 13:36:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8787, loss: 0.8787 2023-12-25 06:08:56,422 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 13:36:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.8797, loss: 0.8797 2023-12-25 06:09:18,870 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 13:36:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.8904, loss: 0.8904 2023-12-25 06:09:41,302 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:35:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.9139, loss: 0.9139 2023-12-25 06:10:03,739 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:35:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.0031, loss: 1.0031 2023-12-25 06:10:26,231 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:34:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.9118, loss: 0.9118 2023-12-25 06:10:48,870 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:34:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9976, loss: 0.9976 2023-12-25 06:11:11,472 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:34:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9556, loss: 0.9556 2023-12-25 06:11:34,028 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:33:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9407, loss: 0.9407 2023-12-25 06:11:56,534 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:33:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.9304, loss: 0.9304 2023-12-25 06:12:19,266 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:32:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9706, loss_cls: 0.8814, loss: 0.8814 2023-12-25 06:12:31,725 - pyskl - INFO - Saving checkpoint at 60 epochs 2023-12-25 06:13:59,321 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:13:59,401 - pyskl - INFO - top1_acc 0.8138 top5_acc 0.9773 2023-12-25 06:13:59,406 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8138, top5_acc: 0.9773 2023-12-25 06:14:39,020 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:32:24, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.8693, loss: 0.8693 2023-12-25 06:15:01,449 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:32:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 0.9436, loss: 0.9436 2023-12-25 06:15:23,904 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:31:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.8959, loss: 0.8959 2023-12-25 06:15:46,383 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:31:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.8301, loss: 0.8301 2023-12-25 06:16:08,883 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:30:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9812, loss_cls: 0.8547, loss: 0.8547 2023-12-25 06:16:31,367 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:30:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7715, loss: 0.7715 2023-12-25 06:16:53,903 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:30:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 0.8998, loss: 0.8998 2023-12-25 06:17:16,480 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:29:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9688, loss_cls: 0.8794, loss: 0.8794 2023-12-25 06:17:38,908 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:29:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8231, loss: 0.8231 2023-12-25 06:18:01,326 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:28:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8721, loss: 0.8721 2023-12-25 06:18:24,071 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:28:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.9375, loss: 0.9375 2023-12-25 06:18:46,699 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:28:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 0.9162, loss: 0.9162 2023-12-25 06:19:09,211 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8816, loss: 0.8816 2023-12-25 06:19:31,737 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:27:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8700, loss: 0.8700 2023-12-25 06:19:54,327 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:26:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.9172, loss: 0.9172 2023-12-25 06:20:16,945 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:26:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9819, loss_cls: 0.8723, loss: 0.8723 2023-12-25 06:20:39,491 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:26:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8701, loss: 0.8701 2023-12-25 06:21:02,042 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:25:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 0.8576, loss: 0.8576 2023-12-25 06:21:24,613 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:25:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8693, loss: 0.8693 2023-12-25 06:21:47,116 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:24:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8515, loss: 0.8515 2023-12-25 06:22:09,682 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:24:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.9505, loss: 0.9505 2023-12-25 06:22:32,121 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:24:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.8925, loss: 0.8925 2023-12-25 06:22:54,725 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:23:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 0.9381, loss: 0.9381 2023-12-25 06:23:07,247 - pyskl - INFO - Saving checkpoint at 61 epochs 2023-12-25 06:24:35,188 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:24:35,273 - pyskl - INFO - top1_acc 0.8354 top5_acc 0.9817 2023-12-25 06:24:35,277 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8354, top5_acc: 0.9817 2023-12-25 06:25:14,875 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:23:13, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8493, loss: 0.8493 2023-12-25 06:25:37,360 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:22:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8436, loss: 0.8436 2023-12-25 06:25:59,944 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:22:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.8608, loss: 0.8608 2023-12-25 06:26:22,568 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:22:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8306, loss: 0.8306 2023-12-25 06:26:45,215 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:21:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 0.8715, loss: 0.8715 2023-12-25 06:27:07,685 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:21:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.9018, loss: 0.9018 2023-12-25 06:27:30,161 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:20:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8689, loss: 0.8689 2023-12-25 06:27:52,764 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:20:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8398, loss: 0.8398 2023-12-25 06:28:15,344 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:20:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.7427, loss: 0.7427 2023-12-25 06:28:37,822 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:19:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.8901, loss: 0.8901 2023-12-25 06:29:00,490 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:19:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.9064, loss: 0.9064 2023-12-25 06:29:23,095 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:18:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.9052, loss: 0.9052 2023-12-25 06:29:45,561 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:18:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.8103, loss: 0.8103 2023-12-25 06:30:08,017 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:18:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8712, loss: 0.8712 2023-12-25 06:30:30,561 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:17:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8771, loss: 0.8771 2023-12-25 06:30:53,043 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:17:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 0.9426, loss: 0.9426 2023-12-25 06:31:15,532 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:16:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8639, loss: 0.8639 2023-12-25 06:31:38,053 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:16:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8875, loss: 0.8875 2023-12-25 06:32:00,584 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:16:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 0.8896, loss: 0.8896 2023-12-25 06:32:23,084 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:15:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.9198, loss: 0.9198 2023-12-25 06:32:45,496 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:15:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.8932, loss: 0.8932 2023-12-25 06:33:08,031 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:14:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.9085, loss: 0.9085 2023-12-25 06:33:30,560 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:14:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.8047, loss: 0.8047 2023-12-25 06:33:43,003 - pyskl - INFO - Saving checkpoint at 62 epochs 2023-12-25 06:35:10,914 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:35:10,995 - pyskl - INFO - top1_acc 0.8125 top5_acc 0.9774 2023-12-25 06:35:11,000 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8125, top5_acc: 0.9774 2023-12-25 06:35:50,792 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:14:02, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8199, loss: 0.8199 2023-12-25 06:36:13,352 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:13:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.8258, loss: 0.8258 2023-12-25 06:36:35,842 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:13:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7521, loss: 0.7521 2023-12-25 06:36:58,327 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:12:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.8074, loss: 0.8074 2023-12-25 06:37:20,774 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 13:12:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 0.7926, loss: 0.7926 2023-12-25 06:37:43,210 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 13:12:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 0.8390, loss: 0.8390 2023-12-25 06:38:05,669 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 13:11:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8392, loss: 0.8392 2023-12-25 06:38:28,273 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 13:11:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8899, loss: 0.8899 2023-12-25 06:38:50,775 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 13:10:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7914, loss: 0.7914 2023-12-25 06:39:13,243 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 13:10:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.8726, loss: 0.8726 2023-12-25 06:39:35,728 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 13:10:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 0.8758, loss: 0.8758 2023-12-25 06:39:58,174 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 13:09:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.8789, loss: 0.8789 2023-12-25 06:40:20,589 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 13:09:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.8006, loss: 0.8006 2023-12-25 06:40:43,007 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 13:08:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 0.8215, loss: 0.8215 2023-12-25 06:41:05,449 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 13:08:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.8666, loss: 0.8666 2023-12-25 06:41:28,042 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 13:08:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8276, loss: 0.8276 2023-12-25 06:41:50,436 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 13:07:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8807, loss: 0.8807 2023-12-25 06:42:12,921 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 13:07:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.8863, loss: 0.8863 2023-12-25 06:42:35,427 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 13:06:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8723, loss: 0.8723 2023-12-25 06:42:57,912 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 13:06:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.8928, loss: 0.8928 2023-12-25 06:43:20,389 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 13:06:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.9342, loss: 0.9342 2023-12-25 06:43:42,867 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 13:05:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.9015, loss: 0.9015 2023-12-25 06:44:05,369 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 13:05:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.9421, loss: 0.9421 2023-12-25 06:44:17,869 - pyskl - INFO - Saving checkpoint at 63 epochs 2023-12-25 06:45:45,787 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:45:45,864 - pyskl - INFO - top1_acc 0.8436 top5_acc 0.9826 2023-12-25 06:45:45,868 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8436, top5_acc: 0.9826 2023-12-25 06:46:25,275 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 13:04:50, time: 0.394, data_time: 0.169, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7870, loss: 0.7870 2023-12-25 06:46:47,724 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 13:04:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8005, loss: 0.8005 2023-12-25 06:47:10,259 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 13:04:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.8042, loss: 0.8042 2023-12-25 06:47:32,682 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 13:03:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.8096, loss: 0.8096 2023-12-25 06:47:55,151 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 13:03:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8157, loss: 0.8157 2023-12-25 06:48:17,723 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 13:02:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8245, loss: 0.8245 2023-12-25 06:48:40,388 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 13:02:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8365, loss: 0.8365 2023-12-25 06:49:02,974 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 13:02:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.9629, loss: 0.9629 2023-12-25 06:49:25,518 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 13:01:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.8880, loss: 0.8880 2023-12-25 06:49:48,028 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 13:01:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9105, loss: 0.9105 2023-12-25 06:50:10,591 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 13:00:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8493, loss: 0.8493 2023-12-25 06:50:33,029 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 13:00:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.8681, loss: 0.8681 2023-12-25 06:50:55,417 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 13:00:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.8079, loss: 0.8079 2023-12-25 06:51:17,837 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 12:59:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.9151, loss: 0.9151 2023-12-25 06:51:40,306 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 12:59:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8303, loss: 0.8303 2023-12-25 06:52:02,774 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 12:58:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 0.9237, loss: 0.9237 2023-12-25 06:52:25,186 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 12:58:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8438, loss: 0.8438 2023-12-25 06:52:47,598 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 12:58:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 0.8830, loss: 0.8830 2023-12-25 06:53:10,059 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 12:57:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.8911, loss: 0.8911 2023-12-25 06:53:32,559 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 12:57:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.9097, loss: 0.9097 2023-12-25 06:53:54,992 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 12:56:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.9028, loss: 0.9028 2023-12-25 06:54:17,493 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 12:56:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.8860, loss: 0.8860 2023-12-25 06:54:40,148 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 12:56:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 0.8297, loss: 0.8297 2023-12-25 06:54:52,591 - pyskl - INFO - Saving checkpoint at 64 epochs 2023-12-25 06:56:20,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 06:56:20,437 - pyskl - INFO - top1_acc 0.8525 top5_acc 0.9842 2023-12-25 06:56:20,442 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8525, top5_acc: 0.9842 2023-12-25 06:57:00,430 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 12:55:39, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7871, loss: 0.7871 2023-12-25 06:57:22,846 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 12:55:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8350, loss: 0.8350 2023-12-25 06:57:45,207 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 12:54:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7813, loss: 0.7813 2023-12-25 06:58:07,605 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 12:54:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.9039, loss: 0.9039 2023-12-25 06:58:30,094 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 12:54:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 0.8964, loss: 0.8964 2023-12-25 06:58:52,556 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 12:53:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8379, loss: 0.8379 2023-12-25 06:59:15,031 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 12:53:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8430, loss: 0.8430 2023-12-25 06:59:37,518 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 12:52:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8458, loss: 0.8458 2023-12-25 06:59:59,986 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 12:52:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.8196, loss: 0.8196 2023-12-25 07:00:22,500 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 12:52:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 0.9256, loss: 0.9256 2023-12-25 07:00:44,982 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 12:51:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7920, loss: 0.7920 2023-12-25 07:01:07,458 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 12:51:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7551, loss: 0.7551 2023-12-25 07:01:29,927 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 12:50:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9058, loss: 0.9058 2023-12-25 07:01:52,450 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 12:50:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8222, loss: 0.8222 2023-12-25 07:02:14,967 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 12:50:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 0.8344, loss: 0.8344 2023-12-25 07:02:37,379 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 12:49:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.9054, loss: 0.9054 2023-12-25 07:02:59,779 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 12:49:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8987, loss: 0.8987 2023-12-25 07:03:22,134 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 12:48:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 0.8820, loss: 0.8820 2023-12-25 07:03:44,490 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 12:48:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9586, loss: 0.9586 2023-12-25 07:04:06,976 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 12:48:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.7988, loss: 0.7988 2023-12-25 07:04:29,451 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 12:47:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.9985, loss: 0.9985 2023-12-25 07:04:51,919 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 12:47:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8766, loss: 0.8766 2023-12-25 07:05:14,338 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 12:46:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 0.9836, loss: 0.9836 2023-12-25 07:05:26,806 - pyskl - INFO - Saving checkpoint at 65 epochs 2023-12-25 07:06:54,531 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:06:54,612 - pyskl - INFO - top1_acc 0.8406 top5_acc 0.9830 2023-12-25 07:06:54,616 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8406, top5_acc: 0.9830 2023-12-25 07:07:34,320 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 12:46:28, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.7998, loss: 0.7998 2023-12-25 07:07:56,864 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 12:46:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.8253, loss: 0.8253 2023-12-25 07:08:19,340 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 12:45:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8741, loss: 0.8741 2023-12-25 07:08:41,975 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 12:45:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.7387, loss: 0.7387 2023-12-25 07:09:04,494 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 12:44:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8602, loss: 0.8602 2023-12-25 07:09:26,958 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 12:44:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.9015, loss: 0.9015 2023-12-25 07:09:49,526 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 12:44:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8434, loss: 0.8434 2023-12-25 07:10:12,165 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 12:43:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.8107, loss: 0.8107 2023-12-25 07:10:34,734 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 12:43:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8372, loss: 0.8372 2023-12-25 07:10:57,307 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 12:42:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8189, loss: 0.8189 2023-12-25 07:11:19,795 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 12:42:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.9478, loss: 0.9478 2023-12-25 07:11:42,436 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 12:42:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8423, loss: 0.8423 2023-12-25 07:12:04,864 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 12:41:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8585, loss: 0.8585 2023-12-25 07:12:27,343 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 12:41:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 0.9158, loss: 0.9158 2023-12-25 07:12:49,765 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 12:40:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8463, loss: 0.8463 2023-12-25 07:13:12,156 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 12:40:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 0.8341, loss: 0.8341 2023-12-25 07:13:34,563 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 12:40:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.8096, loss: 0.8096 2023-12-25 07:13:57,020 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 12:39:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8747, loss: 0.8747 2023-12-25 07:14:19,558 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 12:39:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.8385, loss: 0.8385 2023-12-25 07:14:42,097 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 12:38:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8371, loss: 0.8371 2023-12-25 07:15:04,638 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 12:38:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8713, loss: 0.8713 2023-12-25 07:15:27,148 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 12:38:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 0.8789, loss: 0.8789 2023-12-25 07:15:49,644 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 12:37:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8821, loss: 0.8821 2023-12-25 07:16:02,199 - pyskl - INFO - Saving checkpoint at 66 epochs 2023-12-25 07:17:30,166 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:17:30,246 - pyskl - INFO - top1_acc 0.8634 top5_acc 0.9851 2023-12-25 07:17:30,250 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_51.pth was removed 2023-12-25 07:17:30,374 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. 2023-12-25 07:17:30,374 - pyskl - INFO - Best top1_acc is 0.8634 at 66 epoch. 2023-12-25 07:17:30,378 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8634, top5_acc: 0.9851 2023-12-25 07:18:10,003 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 12:37:18, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7553, loss: 0.7553 2023-12-25 07:18:32,461 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:36:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7848, loss: 0.7848 2023-12-25 07:18:54,911 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:36:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7438, loss: 0.7438 2023-12-25 07:19:17,390 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:36:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8024, loss: 0.8024 2023-12-25 07:19:39,823 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:35:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8684, loss: 0.8684 2023-12-25 07:20:02,572 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:35:20, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7990, loss: 0.7990 2023-12-25 07:20:25,089 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:34:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8618, loss: 0.8618 2023-12-25 07:20:47,597 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:34:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.7955, loss: 0.7955 2023-12-25 07:21:10,055 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:34:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 0.8432, loss: 0.8432 2023-12-25 07:21:32,473 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:33:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8277, loss: 0.8277 2023-12-25 07:21:54,851 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:33:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.8190, loss: 0.8190 2023-12-25 07:22:17,487 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:32:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.8479, loss: 0.8479 2023-12-25 07:22:40,021 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:32:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8660, loss: 0.8660 2023-12-25 07:23:02,567 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:32:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7919, loss: 0.7919 2023-12-25 07:23:25,058 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:31:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.7262, loss: 0.7262 2023-12-25 07:23:47,613 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:31:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8612, loss: 0.8612 2023-12-25 07:24:10,156 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:31:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.9142, loss: 0.9142 2023-12-25 07:24:32,749 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:30:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9791, loss: 0.9791 2023-12-25 07:24:55,288 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:30:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8658, loss: 0.8658 2023-12-25 07:25:17,784 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:29:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.8847, loss: 0.8847 2023-12-25 07:25:40,385 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:29:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 0.8778, loss: 0.8778 2023-12-25 07:26:02,909 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:29:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.8311, loss: 0.8311 2023-12-25 07:26:25,425 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:28:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.8230, loss: 0.8230 2023-12-25 07:26:37,850 - pyskl - INFO - Saving checkpoint at 67 epochs 2023-12-25 07:28:05,684 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:28:05,763 - pyskl - INFO - top1_acc 0.8489 top5_acc 0.9807 2023-12-25 07:28:05,767 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8489, top5_acc: 0.9807 2023-12-25 07:28:45,713 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:28:10, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7228, loss: 0.7228 2023-12-25 07:29:08,153 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:27:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9862, loss_cls: 0.7430, loss: 0.7430 2023-12-25 07:29:30,624 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:27:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.8082, loss: 0.8082 2023-12-25 07:29:53,064 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:26:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.8648, loss: 0.8648 2023-12-25 07:30:15,498 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:26:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.8054, loss: 0.8054 2023-12-25 07:30:37,928 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:26:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.8721, loss: 0.8721 2023-12-25 07:31:00,347 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:25:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7964, loss: 0.7964 2023-12-25 07:31:22,823 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:25:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.8297, loss: 0.8297 2023-12-25 07:31:45,224 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:25:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.7824, loss: 0.7824 2023-12-25 07:32:07,824 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:24:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7859, loss: 0.7859 2023-12-25 07:32:30,325 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:24:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.8240, loss: 0.8240 2023-12-25 07:32:52,901 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:23:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8099, loss: 0.8099 2023-12-25 07:33:15,443 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:23:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.9219, loss: 0.9219 2023-12-25 07:33:38,089 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:23:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.9428, loss: 0.9428 2023-12-25 07:34:00,736 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:22:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.8362, loss: 0.8362 2023-12-25 07:34:23,177 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:22:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.8376, loss: 0.8376 2023-12-25 07:34:45,559 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:21:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8652, loss: 0.8652 2023-12-25 07:35:08,206 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:21:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8552, loss: 0.8552 2023-12-25 07:35:30,751 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:21:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7864, loss: 0.7864 2023-12-25 07:35:53,260 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:20:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8403, loss: 0.8403 2023-12-25 07:36:15,903 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:20:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.8329, loss: 0.8329 2023-12-25 07:36:38,511 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:19:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.8475, loss: 0.8475 2023-12-25 07:37:01,010 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:19:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7670, loss: 0.7670 2023-12-25 07:37:13,420 - pyskl - INFO - Saving checkpoint at 68 epochs 2023-12-25 07:38:41,448 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:38:41,526 - pyskl - INFO - top1_acc 0.8530 top5_acc 0.9838 2023-12-25 07:38:41,530 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8530, top5_acc: 0.9838 2023-12-25 07:39:21,325 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:19:01, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.7631, loss: 0.7631 2023-12-25 07:39:43,728 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:18:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.7529, loss: 0.7529 2023-12-25 07:40:06,169 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:18:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7617, loss: 0.7617 2023-12-25 07:40:28,617 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:17:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.7589, loss: 0.7589 2023-12-25 07:40:51,010 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:17:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7841, loss: 0.7841 2023-12-25 07:41:13,370 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:17:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7542, loss: 0.7542 2023-12-25 07:41:35,742 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:16:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.8302, loss: 0.8302 2023-12-25 07:41:58,149 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:16:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.8011, loss: 0.8011 2023-12-25 07:42:20,560 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:15:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7613, loss: 0.7613 2023-12-25 07:42:42,948 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:15:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9875, loss_cls: 0.8039, loss: 0.8039 2023-12-25 07:43:05,387 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:15:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8379, loss: 0.8379 2023-12-25 07:43:27,937 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:14:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8435, loss: 0.8435 2023-12-25 07:43:50,539 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:14:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.7841, loss: 0.7841 2023-12-25 07:44:13,036 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:13:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8762, loss: 0.8762 2023-12-25 07:44:35,498 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:13:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7778, loss: 0.7778 2023-12-25 07:44:57,902 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:13:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8932, loss: 0.8932 2023-12-25 07:45:20,303 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:12:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.8363, loss: 0.8363 2023-12-25 07:45:42,706 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:12:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7962, loss: 0.7962 2023-12-25 07:46:05,051 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:11:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8422, loss: 0.8422 2023-12-25 07:46:27,432 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:11:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 0.8022, loss: 0.8022 2023-12-25 07:46:49,800 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:11:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.8178, loss: 0.8178 2023-12-25 07:47:12,311 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:10:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8429, loss: 0.8429 2023-12-25 07:47:34,703 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 12:10:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 0.8833, loss: 0.8833 2023-12-25 07:47:47,052 - pyskl - INFO - Saving checkpoint at 69 epochs 2023-12-25 07:49:15,270 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:49:15,349 - pyskl - INFO - top1_acc 0.8468 top5_acc 0.9819 2023-12-25 07:49:15,353 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8468, top5_acc: 0.9819 2023-12-25 07:49:55,159 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 12:09:51, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.7811, loss: 0.7811 2023-12-25 07:50:17,646 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 12:09:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9869, loss_cls: 0.7357, loss: 0.7357 2023-12-25 07:50:40,120 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 12:09:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.8218, loss: 0.8218 2023-12-25 07:51:02,607 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 12:08:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 0.7227, loss: 0.7227 2023-12-25 07:51:25,065 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 12:08:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8768, loss: 0.8768 2023-12-25 07:51:47,577 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 12:07:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8187, loss: 0.8187 2023-12-25 07:52:10,073 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 12:07:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.7584, loss: 0.7584 2023-12-25 07:52:32,603 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 12:07:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8312, loss: 0.8312 2023-12-25 07:52:55,041 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 12:06:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.8059, loss: 0.8059 2023-12-25 07:53:17,510 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 12:06:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 0.8664, loss: 0.8664 2023-12-25 07:53:39,967 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 12:05:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8175, loss: 0.8175 2023-12-25 07:54:02,469 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 12:05:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7970, loss: 0.7970 2023-12-25 07:54:24,912 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 12:05:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7763, loss: 0.7763 2023-12-25 07:54:47,389 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 12:04:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 0.7443, loss: 0.7443 2023-12-25 07:55:09,784 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 12:04:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8231, loss: 0.8231 2023-12-25 07:55:32,182 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 12:03:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.8151, loss: 0.8151 2023-12-25 07:55:54,527 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 12:03:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 0.7648, loss: 0.7648 2023-12-25 07:56:16,903 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 12:03:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.8654, loss: 0.8654 2023-12-25 07:56:39,237 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 12:02:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8451, loss: 0.8451 2023-12-25 07:57:01,605 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 12:02:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.8879, loss: 0.8879 2023-12-25 07:57:24,011 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 12:01:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8013, loss: 0.8013 2023-12-25 07:57:46,435 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 12:01:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8200, loss: 0.8200 2023-12-25 07:58:08,956 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 12:01:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.8507, loss: 0.8507 2023-12-25 07:58:21,464 - pyskl - INFO - Saving checkpoint at 70 epochs 2023-12-25 07:59:49,373 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 07:59:49,454 - pyskl - INFO - top1_acc 0.8566 top5_acc 0.9851 2023-12-25 07:59:49,458 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8566, top5_acc: 0.9851 2023-12-25 08:00:29,523 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 12:00:42, time: 0.401, data_time: 0.175, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.7480, loss: 0.7480 2023-12-25 08:00:52,019 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 12:00:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.7147, loss: 0.7147 2023-12-25 08:01:14,529 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 11:59:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 0.8140, loss: 0.8140 2023-12-25 08:01:36,954 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 11:59:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8062, loss: 0.8062 2023-12-25 08:01:59,400 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 11:59:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7730, loss: 0.7730 2023-12-25 08:02:21,812 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 11:58:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7906, loss: 0.7906 2023-12-25 08:02:44,257 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 11:58:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 0.8445, loss: 0.8445 2023-12-25 08:03:06,706 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 11:57:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8507, loss: 0.8507 2023-12-25 08:03:29,131 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 11:57:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7951, loss: 0.7951 2023-12-25 08:03:51,521 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 11:57:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7404, loss: 0.7404 2023-12-25 08:04:14,028 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 11:56:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7478, loss: 0.7478 2023-12-25 08:04:36,581 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 11:56:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.8020, loss: 0.8020 2023-12-25 08:04:59,068 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 11:55:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9850, loss_cls: 0.8257, loss: 0.8257 2023-12-25 08:05:21,565 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 11:55:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.7875, loss: 0.7875 2023-12-25 08:05:44,095 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 11:55:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.8088, loss: 0.8088 2023-12-25 08:06:06,517 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 11:54:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 0.7705, loss: 0.7705 2023-12-25 08:06:28,944 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 11:54:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.7474, loss: 0.7474 2023-12-25 08:06:51,324 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 11:54:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7852, loss: 0.7852 2023-12-25 08:07:13,818 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 11:53:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8098, loss: 0.8098 2023-12-25 08:07:36,389 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 11:53:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.8165, loss: 0.8165 2023-12-25 08:07:58,823 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 11:52:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.8440, loss: 0.8440 2023-12-25 08:08:21,199 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 11:52:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.8041, loss: 0.8041 2023-12-25 08:08:43,556 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 11:52:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8149, loss: 0.8149 2023-12-25 08:08:55,883 - pyskl - INFO - Saving checkpoint at 71 epochs 2023-12-25 08:10:23,451 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:10:23,529 - pyskl - INFO - top1_acc 0.8669 top5_acc 0.9862 2023-12-25 08:10:23,533 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_66.pth was removed 2023-12-25 08:10:23,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. 2023-12-25 08:10:23,655 - pyskl - INFO - Best top1_acc is 0.8669 at 71 epoch. 2023-12-25 08:10:23,660 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8669, top5_acc: 0.9862 2023-12-25 08:11:03,311 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 11:51:33, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.7060, loss: 0.7060 2023-12-25 08:11:25,693 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 11:51:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9712, loss_cls: 0.7620, loss: 0.7620 2023-12-25 08:11:48,103 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 11:50:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7572, loss: 0.7572 2023-12-25 08:12:10,737 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 11:50:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9881, loss_cls: 0.7762, loss: 0.7762 2023-12-25 08:12:33,361 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 11:49:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.7520, loss: 0.7520 2023-12-25 08:12:55,947 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 11:49:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7935, loss: 0.7935 2023-12-25 08:13:18,502 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 11:49:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7934, loss: 0.7934 2023-12-25 08:13:41,003 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 11:48:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7548, loss: 0.7548 2023-12-25 08:14:03,544 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 11:48:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.7588, loss: 0.7588 2023-12-25 08:14:26,083 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 11:48:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.8254, loss: 0.8254 2023-12-25 08:14:48,623 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 11:47:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7856, loss: 0.7856 2023-12-25 08:15:11,162 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 11:47:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8303, loss: 0.8303 2023-12-25 08:15:33,787 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 11:46:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7935, loss: 0.7935 2023-12-25 08:15:56,291 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 11:46:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7947, loss: 0.7947 2023-12-25 08:16:18,791 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 11:46:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7926, loss: 0.7926 2023-12-25 08:16:41,322 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 11:45:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.8277, loss: 0.8277 2023-12-25 08:17:03,745 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 11:45:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.8511, loss: 0.8511 2023-12-25 08:17:26,267 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 11:44:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 0.8251, loss: 0.8251 2023-12-25 08:17:48,781 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 11:44:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8253, loss: 0.8253 2023-12-25 08:18:11,298 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 11:44:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7699, loss: 0.7699 2023-12-25 08:18:33,697 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 11:43:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9875, loss_cls: 0.7958, loss: 0.7958 2023-12-25 08:18:56,214 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 11:43:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8951, loss: 0.8951 2023-12-25 08:19:18,762 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 11:42:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.8136, loss: 0.8136 2023-12-25 08:19:31,167 - pyskl - INFO - Saving checkpoint at 72 epochs 2023-12-25 08:20:59,058 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:20:59,137 - pyskl - INFO - top1_acc 0.8704 top5_acc 0.9866 2023-12-25 08:20:59,142 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_71.pth was removed 2023-12-25 08:20:59,269 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. 2023-12-25 08:20:59,270 - pyskl - INFO - Best top1_acc is 0.8704 at 72 epoch. 2023-12-25 08:20:59,274 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8704, top5_acc: 0.9866 2023-12-25 08:21:38,707 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 11:42:26, time: 0.394, data_time: 0.171, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6758, loss: 0.6758 2023-12-25 08:22:01,145 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 11:42:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7190, loss: 0.7190 2023-12-25 08:22:23,611 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 11:41:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.7133, loss: 0.7133 2023-12-25 08:22:46,137 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 11:41:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9731, loss_cls: 0.7169, loss: 0.7169 2023-12-25 08:23:08,619 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 11:40:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7570, loss: 0.7570 2023-12-25 08:23:31,153 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 11:40:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.7270, loss: 0.7270 2023-12-25 08:23:53,607 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 11:40:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7804, loss: 0.7804 2023-12-25 08:24:16,072 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 11:39:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8296, loss: 0.8296 2023-12-25 08:24:38,606 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 11:39:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8680, loss: 0.8680 2023-12-25 08:25:01,072 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 11:38:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7577, loss: 0.7577 2023-12-25 08:25:23,608 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:38:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7670, loss: 0.7670 2023-12-25 08:25:46,201 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:38:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.8380, loss: 0.8380 2023-12-25 08:26:08,769 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:37:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.8214, loss: 0.8214 2023-12-25 08:26:31,338 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:37:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8665, loss: 0.8665 2023-12-25 08:26:53,739 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:36:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7812, loss: 0.7812 2023-12-25 08:27:16,152 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:36:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.7822, loss: 0.7822 2023-12-25 08:27:38,589 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:36:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9838, loss_cls: 0.8492, loss: 0.8492 2023-12-25 08:28:01,053 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:35:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7909, loss: 0.7909 2023-12-25 08:28:23,513 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:35:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.7587, loss: 0.7587 2023-12-25 08:28:46,063 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:35:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.8128, loss: 0.8128 2023-12-25 08:29:08,573 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:34:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.7916, loss: 0.7916 2023-12-25 08:29:31,093 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:34:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.8607, loss: 0.8607 2023-12-25 08:29:53,609 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:33:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.8089, loss: 0.8089 2023-12-25 08:30:06,093 - pyskl - INFO - Saving checkpoint at 73 epochs 2023-12-25 08:31:34,022 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:31:34,102 - pyskl - INFO - top1_acc 0.8514 top5_acc 0.9851 2023-12-25 08:31:34,107 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8514, top5_acc: 0.9851 2023-12-25 08:32:13,610 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:33:19, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.7270, loss: 0.7270 2023-12-25 08:32:36,053 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:32:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7374, loss: 0.7374 2023-12-25 08:32:58,551 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:32:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.7316, loss: 0.7316 2023-12-25 08:33:20,976 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:32:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 0.7876, loss: 0.7876 2023-12-25 08:33:43,521 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:31:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.7477, loss: 0.7477 2023-12-25 08:34:06,066 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:31:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7275, loss: 0.7275 2023-12-25 08:34:28,709 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:30:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 0.8107, loss: 0.8107 2023-12-25 08:34:51,237 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:30:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7629, loss: 0.7629 2023-12-25 08:35:13,798 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:30:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.7191, loss: 0.7191 2023-12-25 08:35:36,276 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:29:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7456, loss: 0.7456 2023-12-25 08:35:58,797 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:29:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.8139, loss: 0.8139 2023-12-25 08:36:21,338 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:29:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.8058, loss: 0.8058 2023-12-25 08:36:43,825 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:28:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.7031, loss: 0.7031 2023-12-25 08:37:06,273 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:28:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7529, loss: 0.7529 2023-12-25 08:37:28,888 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:27:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7495, loss: 0.7495 2023-12-25 08:37:51,558 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:27:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.8201, loss: 0.8201 2023-12-25 08:38:14,096 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:27:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.8017, loss: 0.8017 2023-12-25 08:38:36,651 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:26:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7659, loss: 0.7659 2023-12-25 08:38:59,165 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:26:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.8429, loss: 0.8429 2023-12-25 08:39:21,629 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:25:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7663, loss: 0.7663 2023-12-25 08:39:44,118 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:25:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.8723, loss: 0.8723 2023-12-25 08:40:06,583 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:25:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 0.8260, loss: 0.8260 2023-12-25 08:40:29,053 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:24:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.7269, loss: 0.7269 2023-12-25 08:40:41,681 - pyskl - INFO - Saving checkpoint at 74 epochs 2023-12-25 08:42:09,470 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:42:09,550 - pyskl - INFO - top1_acc 0.8497 top5_acc 0.9840 2023-12-25 08:42:09,554 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8497, top5_acc: 0.9840 2023-12-25 08:42:49,582 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:24:13, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.6627, loss: 0.6627 2023-12-25 08:43:11,973 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:23:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7015, loss: 0.7015 2023-12-25 08:43:34,508 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:23:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6859, loss: 0.6859 2023-12-25 08:43:56,879 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:23:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6983, loss: 0.6983 2023-12-25 08:44:19,218 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:22:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7696, loss: 0.7696 2023-12-25 08:44:41,623 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:22:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6777, loss: 0.6777 2023-12-25 08:45:04,223 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:21:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.8397, loss: 0.8397 2023-12-25 08:45:26,735 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:21:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6742, loss: 0.6742 2023-12-25 08:45:49,407 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:21:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7377, loss: 0.7377 2023-12-25 08:46:11,984 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:20:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.7323, loss: 0.7323 2023-12-25 08:46:34,467 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:20:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8275, loss: 0.8275 2023-12-25 08:46:56,929 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:19:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.8008, loss: 0.8008 2023-12-25 08:47:19,314 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:19:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7723, loss: 0.7723 2023-12-25 08:47:41,710 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:19:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8094, loss: 0.8094 2023-12-25 08:48:04,166 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:18:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.7851, loss: 0.7851 2023-12-25 08:48:26,634 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:18:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7762, loss: 0.7762 2023-12-25 08:48:49,068 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:17:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.7898, loss: 0.7898 2023-12-25 08:49:11,585 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:17:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7913, loss: 0.7913 2023-12-25 08:49:34,114 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:17:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.8283, loss: 0.8283 2023-12-25 08:49:56,633 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:16:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7673, loss: 0.7673 2023-12-25 08:50:19,135 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:16:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.7617, loss: 0.7617 2023-12-25 08:50:41,598 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:16:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.8358, loss: 0.8358 2023-12-25 08:51:04,004 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:15:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.7910, loss: 0.7910 2023-12-25 08:51:16,395 - pyskl - INFO - Saving checkpoint at 75 epochs 2023-12-25 08:52:44,605 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 08:52:44,686 - pyskl - INFO - top1_acc 0.8478 top5_acc 0.9852 2023-12-25 08:52:44,691 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8478, top5_acc: 0.9852 2023-12-25 08:53:24,141 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:15:06, time: 0.394, data_time: 0.169, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7254, loss: 0.7254 2023-12-25 08:53:46,603 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:14:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7248, loss: 0.7248 2023-12-25 08:54:09,071 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:14:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 0.8010, loss: 0.8010 2023-12-25 08:54:31,594 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:13:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.6918, loss: 0.6918 2023-12-25 08:54:54,102 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:13:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 0.7389, loss: 0.7389 2023-12-25 08:55:16,557 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:13:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7403, loss: 0.7403 2023-12-25 08:55:39,017 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:12:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 0.7372, loss: 0.7372 2023-12-25 08:56:01,539 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:12:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6776, loss: 0.6776 2023-12-25 08:56:24,054 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:11:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 0.7431, loss: 0.7431 2023-12-25 08:56:46,516 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:11:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7751, loss: 0.7751 2023-12-25 08:57:09,046 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:11:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7811, loss: 0.7811 2023-12-25 08:57:31,563 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:10:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.7823, loss: 0.7823 2023-12-25 08:57:54,118 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:10:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9862, loss_cls: 0.7583, loss: 0.7583 2023-12-25 08:58:16,596 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:10:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.7182, loss: 0.7182 2023-12-25 08:58:39,028 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:09:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.8072, loss: 0.8072 2023-12-25 08:59:01,477 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:09:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7752, loss: 0.7752 2023-12-25 08:59:23,860 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 11:08:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7566, loss: 0.7566 2023-12-25 08:59:46,278 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 11:08:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 0.7715, loss: 0.7715 2023-12-25 09:00:08,858 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 11:08:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.7937, loss: 0.7937 2023-12-25 09:00:31,393 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 11:07:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7864, loss: 0.7864 2023-12-25 09:00:53,856 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 11:07:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.7671, loss: 0.7671 2023-12-25 09:01:16,314 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 11:06:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 0.8108, loss: 0.8108 2023-12-25 09:01:38,753 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 11:06:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7625, loss: 0.7625 2023-12-25 09:01:51,163 - pyskl - INFO - Saving checkpoint at 76 epochs 2023-12-25 09:03:19,143 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:03:19,223 - pyskl - INFO - top1_acc 0.8750 top5_acc 0.9859 2023-12-25 09:03:19,227 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_72.pth was removed 2023-12-25 09:03:19,371 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. 2023-12-25 09:03:19,372 - pyskl - INFO - Best top1_acc is 0.8750 at 76 epoch. 2023-12-25 09:03:19,376 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8750, top5_acc: 0.9859 2023-12-25 09:03:58,759 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 11:06:00, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.6389, loss: 0.6389 2023-12-25 09:04:21,192 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 11:05:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.7123, loss: 0.7123 2023-12-25 09:04:43,738 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 11:05:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6923, loss: 0.6923 2023-12-25 09:05:06,235 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 11:04:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 0.7883, loss: 0.7883 2023-12-25 09:05:28,861 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 11:04:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 0.7627, loss: 0.7627 2023-12-25 09:05:51,388 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 11:04:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6998, loss: 0.6998 2023-12-25 09:06:13,807 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 11:03:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7844, loss: 0.7844 2023-12-25 09:06:36,294 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 11:03:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7615, loss: 0.7615 2023-12-25 09:06:58,779 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 11:02:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 0.7103, loss: 0.7103 2023-12-25 09:07:21,268 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 11:02:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7637, loss: 0.7637 2023-12-25 09:07:43,780 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 11:02:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7376, loss: 0.7376 2023-12-25 09:08:06,312 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 11:01:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 0.7177, loss: 0.7177 2023-12-25 09:08:28,802 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 11:01:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7238, loss: 0.7238 2023-12-25 09:08:51,380 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 11:00:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.7258, loss: 0.7258 2023-12-25 09:09:13,865 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 11:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.7208, loss: 0.7208 2023-12-25 09:09:36,295 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 11:00:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.7288, loss: 0.7288 2023-12-25 09:09:58,824 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 10:59:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.7793, loss: 0.7793 2023-12-25 09:10:21,229 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 10:59:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 0.7692, loss: 0.7692 2023-12-25 09:10:43,664 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 10:58:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 0.7297, loss: 0.7297 2023-12-25 09:11:06,122 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 10:58:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7502, loss: 0.7502 2023-12-25 09:11:28,534 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 10:58:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.7580, loss: 0.7580 2023-12-25 09:11:50,921 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 10:57:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8333, loss: 0.8333 2023-12-25 09:12:13,298 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 10:57:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8392, loss: 0.8392 2023-12-25 09:12:25,667 - pyskl - INFO - Saving checkpoint at 77 epochs 2023-12-25 09:13:53,185 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:13:53,265 - pyskl - INFO - top1_acc 0.8537 top5_acc 0.9844 2023-12-25 09:13:53,270 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8537, top5_acc: 0.9844 2023-12-25 09:14:33,379 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 10:56:54, time: 0.401, data_time: 0.177, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6977, loss: 0.6977 2023-12-25 09:14:55,775 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 10:56:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.6684, loss: 0.6684 2023-12-25 09:15:18,143 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 10:56:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7454, loss: 0.7454 2023-12-25 09:15:40,522 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 10:55:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7731, loss: 0.7731 2023-12-25 09:16:02,957 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 10:55:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6728, loss: 0.6728 2023-12-25 09:16:25,390 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 10:54:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7760, loss: 0.7760 2023-12-25 09:16:47,887 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 10:54:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7529, loss: 0.7529 2023-12-25 09:17:10,398 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 10:54:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.7218, loss: 0.7218 2023-12-25 09:17:32,845 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 10:53:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.7360, loss: 0.7360 2023-12-25 09:17:55,227 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 10:53:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8133, loss: 0.8133 2023-12-25 09:18:17,652 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 10:52:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6691, loss: 0.6691 2023-12-25 09:18:40,160 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 10:52:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 0.7475, loss: 0.7475 2023-12-25 09:19:02,782 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 10:52:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.7234, loss: 0.7234 2023-12-25 09:19:25,518 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 10:51:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.7007, loss: 0.7007 2023-12-25 09:19:48,117 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 10:51:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 0.7478, loss: 0.7478 2023-12-25 09:20:10,568 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 10:51:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7014, loss: 0.7014 2023-12-25 09:20:33,014 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 10:50:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6688, loss: 0.6688 2023-12-25 09:20:55,533 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 10:50:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 0.7482, loss: 0.7482 2023-12-25 09:21:17,967 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 10:49:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7500, loss: 0.7500 2023-12-25 09:21:40,399 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 10:49:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 0.8114, loss: 0.8114 2023-12-25 09:22:02,857 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 10:49:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.7920, loss: 0.7920 2023-12-25 09:22:25,393 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 10:48:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7614, loss: 0.7614 2023-12-25 09:22:47,913 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 10:48:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7642, loss: 0.7642 2023-12-25 09:23:00,486 - pyskl - INFO - Saving checkpoint at 78 epochs 2023-12-25 09:24:28,413 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:24:28,492 - pyskl - INFO - top1_acc 0.8598 top5_acc 0.9861 2023-12-25 09:24:28,496 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8598, top5_acc: 0.9861 2023-12-25 09:25:08,873 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 10:47:49, time: 0.404, data_time: 0.178, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.6451, loss: 0.6451 2023-12-25 09:25:31,426 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 10:47:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.6176, loss: 0.6176 2023-12-25 09:25:53,898 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 10:47:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.6526, loss: 0.6526 2023-12-25 09:26:16,519 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 10:46:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7172, loss: 0.7172 2023-12-25 09:26:39,053 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 10:46:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 0.6800, loss: 0.6800 2023-12-25 09:27:01,517 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 10:45:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.7115, loss: 0.7115 2023-12-25 09:27:24,093 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 10:45:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 0.7074, loss: 0.7074 2023-12-25 09:27:46,634 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 10:45:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7374, loss: 0.7374 2023-12-25 09:28:09,073 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 10:44:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7634, loss: 0.7634 2023-12-25 09:28:31,510 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 10:44:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6810, loss: 0.6810 2023-12-25 09:28:53,915 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 10:43:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6714, loss: 0.6714 2023-12-25 09:29:16,400 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 10:43:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6916, loss: 0.6916 2023-12-25 09:29:39,043 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 10:43:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7419, loss: 0.7419 2023-12-25 09:30:01,466 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 10:42:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7412, loss: 0.7412 2023-12-25 09:30:23,885 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 10:42:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7807, loss: 0.7807 2023-12-25 09:30:46,414 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 10:41:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7680, loss: 0.7680 2023-12-25 09:31:09,064 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 10:41:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7348, loss: 0.7348 2023-12-25 09:31:31,744 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 10:41:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.7204, loss: 0.7204 2023-12-25 09:31:54,236 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 10:40:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.7450, loss: 0.7450 2023-12-25 09:32:16,723 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 10:40:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.7547, loss: 0.7547 2023-12-25 09:32:39,171 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:40:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7323, loss: 0.7323 2023-12-25 09:33:01,579 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:39:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8249, loss: 0.8249 2023-12-25 09:33:24,008 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:39:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9694, loss_cls: 0.8115, loss: 0.8115 2023-12-25 09:33:36,422 - pyskl - INFO - Saving checkpoint at 79 epochs 2023-12-25 09:35:04,238 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:35:04,319 - pyskl - INFO - top1_acc 0.8691 top5_acc 0.9854 2023-12-25 09:35:04,323 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8691, top5_acc: 0.9854 2023-12-25 09:35:44,015 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:38:44, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6904, loss: 0.6904 2023-12-25 09:36:06,452 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:38:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.7028, loss: 0.7028 2023-12-25 09:36:28,912 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:37:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.7029, loss: 0.7029 2023-12-25 09:36:51,413 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:37:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.6284, loss: 0.6284 2023-12-25 09:37:13,935 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:37:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.6555, loss: 0.6555 2023-12-25 09:37:36,463 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:36:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 0.6902, loss: 0.6902 2023-12-25 09:37:59,028 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:36:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7711, loss: 0.7711 2023-12-25 09:38:21,542 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:36:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9894, loss_cls: 0.6973, loss: 0.6973 2023-12-25 09:38:44,055 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:35:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7552, loss: 0.7552 2023-12-25 09:39:06,616 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:35:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7170, loss: 0.7170 2023-12-25 09:39:29,196 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:34:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.7125, loss: 0.7125 2023-12-25 09:39:51,767 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:34:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.6187, loss: 0.6187 2023-12-25 09:40:14,422 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:34:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.7060, loss: 0.7060 2023-12-25 09:40:37,013 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:33:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7092, loss: 0.7092 2023-12-25 09:40:59,493 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:33:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7514, loss: 0.7514 2023-12-25 09:41:21,958 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:32:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.7685, loss: 0.7685 2023-12-25 09:41:44,441 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:32:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7235, loss: 0.7235 2023-12-25 09:42:06,897 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:32:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.7970, loss: 0.7970 2023-12-25 09:42:29,302 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:31:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.8069, loss: 0.8069 2023-12-25 09:42:51,709 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:31:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.7248, loss: 0.7248 2023-12-25 09:43:14,192 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:30:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7078, loss: 0.7078 2023-12-25 09:43:36,598 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:30:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.7390, loss: 0.7390 2023-12-25 09:43:59,129 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:30:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.6963, loss: 0.6963 2023-12-25 09:44:11,606 - pyskl - INFO - Saving checkpoint at 80 epochs 2023-12-25 09:45:39,581 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:45:39,663 - pyskl - INFO - top1_acc 0.8612 top5_acc 0.9872 2023-12-25 09:45:39,668 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8612, top5_acc: 0.9872 2023-12-25 09:46:19,431 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:29:39, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6476, loss: 0.6476 2023-12-25 09:46:41,806 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:29:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 0.6772, loss: 0.6772 2023-12-25 09:47:04,221 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:28:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.6225, loss: 0.6225 2023-12-25 09:47:26,676 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:28:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 0.6877, loss: 0.6877 2023-12-25 09:47:49,111 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:28:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.7235, loss: 0.7235 2023-12-25 09:48:11,616 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:27:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6481, loss: 0.6481 2023-12-25 09:48:34,147 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:27:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.6273, loss: 0.6273 2023-12-25 09:48:56,649 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:26:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6955, loss: 0.6955 2023-12-25 09:49:19,084 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:26:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6833, loss: 0.6833 2023-12-25 09:49:41,525 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:26:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.7070, loss: 0.7070 2023-12-25 09:50:03,996 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:25:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7586, loss: 0.7586 2023-12-25 09:50:26,393 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:25:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.7099, loss: 0.7099 2023-12-25 09:50:48,767 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:24:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6628, loss: 0.6628 2023-12-25 09:51:11,171 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:24:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6885, loss: 0.6885 2023-12-25 09:51:33,746 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:24:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7220, loss: 0.7220 2023-12-25 09:51:56,202 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:23:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7597, loss: 0.7597 2023-12-25 09:52:18,814 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:23:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6948, loss: 0.6948 2023-12-25 09:52:41,438 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:23:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.8124, loss: 0.8124 2023-12-25 09:53:04,013 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:22:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.7490, loss: 0.7490 2023-12-25 09:53:26,590 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:22:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6956, loss: 0.6956 2023-12-25 09:53:49,102 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:21:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7899, loss: 0.7899 2023-12-25 09:54:11,615 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:21:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.7039, loss: 0.7039 2023-12-25 09:54:34,115 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:21:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7954, loss: 0.7954 2023-12-25 09:54:46,547 - pyskl - INFO - Saving checkpoint at 81 epochs 2023-12-25 09:56:14,190 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 09:56:14,280 - pyskl - INFO - top1_acc 0.8571 top5_acc 0.9866 2023-12-25 09:56:14,285 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8571, top5_acc: 0.9866 2023-12-25 09:56:54,323 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:20:34, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6302, loss: 0.6302 2023-12-25 09:57:16,731 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:20:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.6233, loss: 0.6233 2023-12-25 09:57:39,140 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:19:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 0.6864, loss: 0.6864 2023-12-25 09:58:01,620 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:19:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6855, loss: 0.6855 2023-12-25 09:58:24,171 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:19:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6833, loss: 0.6833 2023-12-25 09:58:46,710 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:18:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6504, loss: 0.6504 2023-12-25 09:59:09,246 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:18:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 0.7420, loss: 0.7420 2023-12-25 09:59:31,718 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:17:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6888, loss: 0.6888 2023-12-25 09:59:54,330 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:17:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 0.7117, loss: 0.7117 2023-12-25 10:00:16,934 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:17:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.7193, loss: 0.7193 2023-12-25 10:00:39,511 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:16:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6833, loss: 0.6833 2023-12-25 10:01:02,069 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:16:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7409, loss: 0.7409 2023-12-25 10:01:24,665 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:15:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.7227, loss: 0.7227 2023-12-25 10:01:47,157 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:15:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6909, loss: 0.6909 2023-12-25 10:02:09,767 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:15:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6985, loss: 0.6985 2023-12-25 10:02:32,294 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:14:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6676, loss: 0.6676 2023-12-25 10:02:54,759 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:14:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.7604, loss: 0.7604 2023-12-25 10:03:17,226 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:13:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.7112, loss: 0.7112 2023-12-25 10:03:39,679 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:13:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6919, loss: 0.6919 2023-12-25 10:04:02,092 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:13:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9756, loss_cls: 0.7479, loss: 0.7479 2023-12-25 10:04:24,548 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:12:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.6446, loss: 0.6446 2023-12-25 10:04:47,065 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:12:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.7779, loss: 0.7779 2023-12-25 10:05:09,651 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:12:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6876, loss: 0.6876 2023-12-25 10:05:22,148 - pyskl - INFO - Saving checkpoint at 82 epochs 2023-12-25 10:06:49,661 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:06:49,743 - pyskl - INFO - top1_acc 0.8595 top5_acc 0.9866 2023-12-25 10:06:49,747 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8595, top5_acc: 0.9866 2023-12-25 10:07:30,053 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:11:31, time: 0.403, data_time: 0.178, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6569, loss: 0.6569 2023-12-25 10:07:52,536 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:11:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.5790, loss: 0.5790 2023-12-25 10:08:14,961 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:10:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 0.5355, loss: 0.5355 2023-12-25 10:08:37,389 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:10:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6013, loss: 0.6013 2023-12-25 10:08:59,904 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:09:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6612, loss: 0.6612 2023-12-25 10:09:22,465 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:09:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6848, loss: 0.6848 2023-12-25 10:09:45,044 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:09:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6696, loss: 0.6696 2023-12-25 10:10:07,652 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:08:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6373, loss: 0.6373 2023-12-25 10:10:30,197 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:08:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 0.6722, loss: 0.6722 2023-12-25 10:10:52,739 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:08:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 0.6505, loss: 0.6505 2023-12-25 10:11:15,272 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 10:07:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6818, loss: 0.6818 2023-12-25 10:11:37,796 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 10:07:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 0.7747, loss: 0.7747 2023-12-25 10:12:00,312 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 10:06:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.7244, loss: 0.7244 2023-12-25 10:12:22,781 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 10:06:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.6757, loss: 0.6757 2023-12-25 10:12:45,277 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 10:06:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.7055, loss: 0.7055 2023-12-25 10:13:07,745 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 10:05:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5994, loss: 0.5994 2023-12-25 10:13:30,192 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 10:05:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.6765, loss: 0.6765 2023-12-25 10:13:52,626 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 10:04:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6834, loss: 0.6834 2023-12-25 10:14:15,077 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 10:04:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.6742, loss: 0.6742 2023-12-25 10:14:37,571 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 10:04:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7520, loss: 0.7520 2023-12-25 10:15:00,017 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 10:03:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.7279, loss: 0.7279 2023-12-25 10:15:22,537 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 10:03:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 0.7624, loss: 0.7624 2023-12-25 10:15:45,049 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 10:02:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.7030, loss: 0.7030 2023-12-25 10:15:57,450 - pyskl - INFO - Saving checkpoint at 83 epochs 2023-12-25 10:17:25,116 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:17:25,196 - pyskl - INFO - top1_acc 0.8377 top5_acc 0.9797 2023-12-25 10:17:25,201 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8377, top5_acc: 0.9797 2023-12-25 10:18:04,835 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 10:02:27, time: 0.396, data_time: 0.173, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.6252, loss: 0.6252 2023-12-25 10:18:27,246 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 10:02:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5710, loss: 0.5710 2023-12-25 10:18:49,804 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 10:01:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6428, loss: 0.6428 2023-12-25 10:19:12,264 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 10:01:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 0.5876, loss: 0.5876 2023-12-25 10:19:34,840 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 10:00:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6416, loss: 0.6416 2023-12-25 10:19:57,321 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 10:00:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 0.6814, loss: 0.6814 2023-12-25 10:20:19,850 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 10:00:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6556, loss: 0.6556 2023-12-25 10:20:42,380 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 9:59:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.6625, loss: 0.6625 2023-12-25 10:21:04,874 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 9:59:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7376, loss: 0.7376 2023-12-25 10:21:27,429 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 9:58:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6909, loss: 0.6909 2023-12-25 10:21:49,976 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 9:58:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7492, loss: 0.7492 2023-12-25 10:22:12,534 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 9:58:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6884, loss: 0.6884 2023-12-25 10:22:35,112 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 9:57:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.7196, loss: 0.7196 2023-12-25 10:22:57,652 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 9:57:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7242, loss: 0.7242 2023-12-25 10:23:20,144 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 9:57:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.6421, loss: 0.6421 2023-12-25 10:23:42,588 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 9:56:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.7304, loss: 0.7304 2023-12-25 10:24:05,187 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 9:56:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9919, loss_cls: 0.6850, loss: 0.6850 2023-12-25 10:24:27,761 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 9:55:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7160, loss: 0.7160 2023-12-25 10:24:50,242 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 9:55:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9906, loss_cls: 0.6629, loss: 0.6629 2023-12-25 10:25:12,707 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 9:55:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.7711, loss: 0.7711 2023-12-25 10:25:35,354 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 9:54:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7526, loss: 0.7526 2023-12-25 10:25:57,849 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 9:54:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.7622, loss: 0.7622 2023-12-25 10:26:20,493 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 9:53:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.7063, loss: 0.7063 2023-12-25 10:26:32,947 - pyskl - INFO - Saving checkpoint at 84 epochs 2023-12-25 10:28:00,536 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:28:00,616 - pyskl - INFO - top1_acc 0.8723 top5_acc 0.9876 2023-12-25 10:28:00,620 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8723, top5_acc: 0.9876 2023-12-25 10:28:40,346 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 9:53:23, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9931, loss_cls: 0.6055, loss: 0.6055 2023-12-25 10:29:02,905 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 9:53:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6407, loss: 0.6407 2023-12-25 10:29:25,395 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 9:52:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6216, loss: 0.6216 2023-12-25 10:29:47,813 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 9:52:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5799, loss: 0.5799 2023-12-25 10:30:10,262 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 9:51:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6740, loss: 0.6740 2023-12-25 10:30:32,744 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 9:51:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.6239, loss: 0.6239 2023-12-25 10:30:55,174 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 9:51:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6693, loss: 0.6693 2023-12-25 10:31:17,637 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 9:50:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6913, loss: 0.6913 2023-12-25 10:31:40,106 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 9:50:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6789, loss: 0.6789 2023-12-25 10:32:02,724 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 9:49:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.6114, loss: 0.6114 2023-12-25 10:32:25,223 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 9:49:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7257, loss: 0.7257 2023-12-25 10:32:47,863 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 9:49:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6681, loss: 0.6681 2023-12-25 10:33:10,372 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 9:48:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.6492, loss: 0.6492 2023-12-25 10:33:32,804 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 9:48:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6329, loss: 0.6329 2023-12-25 10:33:55,412 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 9:47:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.6874, loss: 0.6874 2023-12-25 10:34:17,995 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 9:47:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.6251, loss: 0.6251 2023-12-25 10:34:40,489 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 9:47:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7244, loss: 0.7244 2023-12-25 10:35:02,881 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 9:46:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.6761, loss: 0.6761 2023-12-25 10:35:25,296 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 9:46:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6909, loss: 0.6909 2023-12-25 10:35:47,807 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 9:46:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7291, loss: 0.7291 2023-12-25 10:36:10,328 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 9:45:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.7007, loss: 0.7007 2023-12-25 10:36:32,912 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 9:45:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 0.7041, loss: 0.7041 2023-12-25 10:36:55,418 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 9:44:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6790, loss: 0.6790 2023-12-25 10:37:07,882 - pyskl - INFO - Saving checkpoint at 85 epochs 2023-12-25 10:38:35,594 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:38:35,674 - pyskl - INFO - top1_acc 0.8741 top5_acc 0.9890 2023-12-25 10:38:35,679 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8741, top5_acc: 0.9890 2023-12-25 10:39:15,478 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 9:44:20, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.6417, loss: 0.6417 2023-12-25 10:39:37,929 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 9:43:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6678, loss: 0.6678 2023-12-25 10:40:00,355 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 9:43:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9925, loss_cls: 0.5662, loss: 0.5662 2023-12-25 10:40:23,007 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 9:43:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6319, loss: 0.6319 2023-12-25 10:40:45,562 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 9:42:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 0.5227, loss: 0.5227 2023-12-25 10:41:08,104 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 9:42:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6004, loss: 0.6004 2023-12-25 10:41:30,627 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 9:42:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6182, loss: 0.6182 2023-12-25 10:41:53,152 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:41:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5956, loss: 0.5956 2023-12-25 10:42:15,755 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:41:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6786, loss: 0.6786 2023-12-25 10:42:38,267 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:40:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6517, loss: 0.6517 2023-12-25 10:43:00,719 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:40:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6549, loss: 0.6549 2023-12-25 10:43:23,176 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:40:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.6951, loss: 0.6951 2023-12-25 10:43:45,636 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:39:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6558, loss: 0.6558 2023-12-25 10:44:08,104 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:39:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6781, loss: 0.6781 2023-12-25 10:44:30,577 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:38:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6847, loss: 0.6847 2023-12-25 10:44:53,039 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:38:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6831, loss: 0.6831 2023-12-25 10:45:15,497 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:38:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6516, loss: 0.6516 2023-12-25 10:45:38,094 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:37:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.6845, loss: 0.6845 2023-12-25 10:46:00,750 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:37:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.6910, loss: 0.6910 2023-12-25 10:46:23,243 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:36:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.6241, loss: 0.6241 2023-12-25 10:46:45,762 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:36:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6449, loss: 0.6449 2023-12-25 10:47:08,233 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:36:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7246, loss: 0.7246 2023-12-25 10:47:30,709 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:35:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9750, loss_cls: 0.7028, loss: 0.7028 2023-12-25 10:47:43,126 - pyskl - INFO - Saving checkpoint at 86 epochs 2023-12-25 10:49:10,792 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:49:10,872 - pyskl - INFO - top1_acc 0.8659 top5_acc 0.9885 2023-12-25 10:49:10,876 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8659, top5_acc: 0.9885 2023-12-25 10:49:50,698 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:35:16, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 0.5424, loss: 0.5424 2023-12-25 10:50:13,041 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:34:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6118, loss: 0.6118 2023-12-25 10:50:35,572 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:34:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.5384, loss: 0.5384 2023-12-25 10:50:58,002 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:34:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5582, loss: 0.5582 2023-12-25 10:51:20,410 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:33:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5541, loss: 0.5541 2023-12-25 10:51:42,850 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:33:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6680, loss: 0.6680 2023-12-25 10:52:05,256 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:32:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6678, loss: 0.6678 2023-12-25 10:52:27,717 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:32:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6294, loss: 0.6294 2023-12-25 10:52:50,210 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:32:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.7325, loss: 0.7325 2023-12-25 10:53:12,628 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:31:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.5997, loss: 0.5997 2023-12-25 10:53:35,029 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:31:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7205, loss: 0.7205 2023-12-25 10:53:57,472 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:31:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6789, loss: 0.6789 2023-12-25 10:54:20,079 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:30:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6733, loss: 0.6733 2023-12-25 10:54:42,611 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:30:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.7054, loss: 0.7054 2023-12-25 10:55:05,083 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:29:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.7233, loss: 0.7233 2023-12-25 10:55:27,537 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:29:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7332, loss: 0.7332 2023-12-25 10:55:50,023 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:29:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6200, loss: 0.6200 2023-12-25 10:56:12,499 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:28:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7139, loss: 0.7139 2023-12-25 10:56:35,098 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:28:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6285, loss: 0.6285 2023-12-25 10:56:57,647 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:27:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9906, loss_cls: 0.6595, loss: 0.6595 2023-12-25 10:57:20,217 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:27:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6543, loss: 0.6543 2023-12-25 10:57:42,717 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:27:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 0.6437, loss: 0.6437 2023-12-25 10:58:05,227 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:26:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.7041, loss: 0.7041 2023-12-25 10:58:17,617 - pyskl - INFO - Saving checkpoint at 87 epochs 2023-12-25 10:59:45,335 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 10:59:45,413 - pyskl - INFO - top1_acc 0.8749 top5_acc 0.9859 2023-12-25 10:59:45,418 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8749, top5_acc: 0.9859 2023-12-25 11:00:25,273 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:26:13, time: 0.398, data_time: 0.172, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5909, loss: 0.5909 2023-12-25 11:00:47,732 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:25:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.6218, loss: 0.6218 2023-12-25 11:01:10,198 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:25:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.5531, loss: 0.5531 2023-12-25 11:01:32,635 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:25:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.6116, loss: 0.6116 2023-12-25 11:01:55,104 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:24:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.6460, loss: 0.6460 2023-12-25 11:02:17,532 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:24:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.5567, loss: 0.5567 2023-12-25 11:02:39,951 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:23:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5596, loss: 0.5596 2023-12-25 11:03:02,416 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:23:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.5839, loss: 0.5839 2023-12-25 11:03:24,899 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:23:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.6430, loss: 0.6430 2023-12-25 11:03:47,350 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:22:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6145, loss: 0.6145 2023-12-25 11:04:09,877 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:22:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5986, loss: 0.5986 2023-12-25 11:04:32,278 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:21:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6172, loss: 0.6172 2023-12-25 11:04:54,703 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:21:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6614, loss: 0.6614 2023-12-25 11:05:17,193 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:21:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7034, loss: 0.7034 2023-12-25 11:05:39,782 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:20:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6779, loss: 0.6779 2023-12-25 11:06:02,275 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.6669, loss: 0.6669 2023-12-25 11:06:24,742 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:20:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.6507, loss: 0.6507 2023-12-25 11:06:47,191 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:19:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6447, loss: 0.6447 2023-12-25 11:07:09,662 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:19:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6619, loss: 0.6619 2023-12-25 11:07:32,127 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:18:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6645, loss: 0.6645 2023-12-25 11:07:54,684 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:18:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 0.7093, loss: 0.7093 2023-12-25 11:08:17,140 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:18:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6820, loss: 0.6820 2023-12-25 11:08:39,538 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:17:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.6728, loss: 0.6728 2023-12-25 11:08:51,999 - pyskl - INFO - Saving checkpoint at 88 epochs 2023-12-25 11:10:19,863 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:10:19,940 - pyskl - INFO - top1_acc 0.8729 top5_acc 0.9858 2023-12-25 11:10:19,944 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8729, top5_acc: 0.9858 2023-12-25 11:10:59,787 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:17:09, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.5193, loss: 0.5193 2023-12-25 11:11:22,239 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:16:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5530, loss: 0.5530 2023-12-25 11:11:44,672 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:16:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5830, loss: 0.5830 2023-12-25 11:12:07,124 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:16:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5745, loss: 0.5745 2023-12-25 11:12:29,677 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:15:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5699, loss: 0.5699 2023-12-25 11:12:52,136 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:15:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.5053, loss: 0.5053 2023-12-25 11:13:14,597 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:14:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.5961, loss: 0.5961 2023-12-25 11:13:37,051 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:14:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6541, loss: 0.6541 2023-12-25 11:13:59,534 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:14:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.6569, loss: 0.6569 2023-12-25 11:14:22,075 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:13:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 0.6110, loss: 0.6110 2023-12-25 11:14:44,610 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:13:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6377, loss: 0.6377 2023-12-25 11:15:07,042 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:12:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6239, loss: 0.6239 2023-12-25 11:15:29,469 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:12:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6671, loss: 0.6671 2023-12-25 11:15:52,047 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:12:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.6221, loss: 0.6221 2023-12-25 11:16:14,563 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:11:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5706, loss: 0.5706 2023-12-25 11:16:37,108 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:11:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.7085, loss: 0.7085 2023-12-25 11:16:59,619 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:10:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9925, loss_cls: 0.6330, loss: 0.6330 2023-12-25 11:17:22,137 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:10:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6247, loss: 0.6247 2023-12-25 11:17:44,892 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:10:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.6338, loss: 0.6338 2023-12-25 11:18:07,477 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:09:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.5850, loss: 0.5850 2023-12-25 11:18:29,875 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:09:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6761, loss: 0.6761 2023-12-25 11:18:52,312 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:09:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6787, loss: 0.6787 2023-12-25 11:19:14,809 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:08:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6714, loss: 0.6714 2023-12-25 11:19:27,166 - pyskl - INFO - Saving checkpoint at 89 epochs 2023-12-25 11:20:55,063 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:20:55,140 - pyskl - INFO - top1_acc 0.8705 top5_acc 0.9878 2023-12-25 11:20:55,146 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8705, top5_acc: 0.9878 2023-12-25 11:21:34,902 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:08:07, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5482, loss: 0.5482 2023-12-25 11:21:57,325 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:07:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5816, loss: 0.5816 2023-12-25 11:22:19,691 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:07:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5353, loss: 0.5353 2023-12-25 11:22:42,105 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:06:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.5099, loss: 0.5099 2023-12-25 11:23:04,553 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:06:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.6008, loss: 0.6008 2023-12-25 11:23:26,957 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 9:06:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5952, loss: 0.5952 2023-12-25 11:23:49,405 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 9:05:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5328, loss: 0.5328 2023-12-25 11:24:11,882 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 9:05:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5660, loss: 0.5660 2023-12-25 11:24:34,324 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 9:05:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6623, loss: 0.6623 2023-12-25 11:24:56,695 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 9:04:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5314, loss: 0.5314 2023-12-25 11:25:19,133 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 9:04:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.6483, loss: 0.6483 2023-12-25 11:25:41,639 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 9:03:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.6069, loss: 0.6069 2023-12-25 11:26:04,045 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 9:03:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5844, loss: 0.5844 2023-12-25 11:26:26,498 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 9:03:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5446, loss: 0.5446 2023-12-25 11:26:48,957 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 9:02:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 0.5939, loss: 0.5939 2023-12-25 11:27:11,367 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 9:02:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.6171, loss: 0.6171 2023-12-25 11:27:33,711 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 9:01:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.6045, loss: 0.6045 2023-12-25 11:27:56,037 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 9:01:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 0.6802, loss: 0.6802 2023-12-25 11:28:18,632 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 9:01:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6794, loss: 0.6794 2023-12-25 11:28:41,252 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 9:00:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.5949, loss: 0.5949 2023-12-25 11:29:03,771 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 9:00:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6757, loss: 0.6757 2023-12-25 11:29:26,240 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 8:59:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.6502, loss: 0.6502 2023-12-25 11:29:48,728 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 8:59:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6464, loss: 0.6464 2023-12-25 11:30:01,217 - pyskl - INFO - Saving checkpoint at 90 epochs 2023-12-25 11:31:28,856 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:31:28,935 - pyskl - INFO - top1_acc 0.8655 top5_acc 0.9798 2023-12-25 11:31:28,939 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.8655, top5_acc: 0.9798 2023-12-25 11:32:08,462 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 8:59:03, time: 0.395, data_time: 0.172, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5128, loss: 0.5128 2023-12-25 11:32:30,892 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 8:58:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5541, loss: 0.5541 2023-12-25 11:32:53,515 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 8:58:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9831, loss_cls: 0.5339, loss: 0.5339 2023-12-25 11:33:16,014 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 8:57:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 0.5850, loss: 0.5850 2023-12-25 11:33:38,521 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 8:57:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5678, loss: 0.5678 2023-12-25 11:34:00,998 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 8:57:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.6199, loss: 0.6199 2023-12-25 11:34:23,451 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 8:56:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6314, loss: 0.6314 2023-12-25 11:34:46,024 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 8:56:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.5656, loss: 0.5656 2023-12-25 11:35:08,595 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 8:55:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6135, loss: 0.6135 2023-12-25 11:35:31,184 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 8:55:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5416, loss: 0.5416 2023-12-25 11:35:53,848 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 8:55:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5630, loss: 0.5630 2023-12-25 11:36:16,503 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 8:54:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5588, loss: 0.5588 2023-12-25 11:36:39,039 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 8:54:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.6203, loss: 0.6203 2023-12-25 11:37:01,549 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 8:54:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5934, loss: 0.5934 2023-12-25 11:37:24,004 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 8:53:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.5931, loss: 0.5931 2023-12-25 11:37:46,501 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 8:53:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.5882, loss: 0.5882 2023-12-25 11:38:09,004 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 8:52:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6301, loss: 0.6301 2023-12-25 11:38:31,613 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 8:52:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 0.5924, loss: 0.5924 2023-12-25 11:38:54,225 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 8:52:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6316, loss: 0.6316 2023-12-25 11:39:16,763 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 8:51:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.6315, loss: 0.6315 2023-12-25 11:39:39,277 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 8:51:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5901, loss: 0.5901 2023-12-25 11:40:01,799 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 8:50:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.6509, loss: 0.6509 2023-12-25 11:40:24,270 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 8:50:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.6029, loss: 0.6029 2023-12-25 11:40:36,722 - pyskl - INFO - Saving checkpoint at 91 epochs 2023-12-25 11:42:04,666 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:42:04,748 - pyskl - INFO - top1_acc 0.8733 top5_acc 0.9866 2023-12-25 11:42:04,752 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8733, top5_acc: 0.9866 2023-12-25 11:42:44,672 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 8:50:01, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 0.4995, loss: 0.4995 2023-12-25 11:43:07,106 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 8:49:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5752, loss: 0.5752 2023-12-25 11:43:29,548 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 8:49:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 0.5430, loss: 0.5430 2023-12-25 11:43:52,109 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 8:48:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5554, loss: 0.5554 2023-12-25 11:44:14,588 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 8:48:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 0.5813, loss: 0.5813 2023-12-25 11:44:37,021 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 8:48:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5803, loss: 0.5803 2023-12-25 11:44:59,396 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 8:47:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6409, loss: 0.6409 2023-12-25 11:45:21,805 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 8:47:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.6079, loss: 0.6079 2023-12-25 11:45:44,237 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 8:46:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.5532, loss: 0.5532 2023-12-25 11:46:06,626 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 8:46:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6093, loss: 0.6093 2023-12-25 11:46:29,043 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 8:46:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.6216, loss: 0.6216 2023-12-25 11:46:51,467 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 8:45:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.6223, loss: 0.6223 2023-12-25 11:47:13,974 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 8:45:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.6248, loss: 0.6248 2023-12-25 11:47:36,432 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 8:44:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5676, loss: 0.5676 2023-12-25 11:47:58,938 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 8:44:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6005, loss: 0.6005 2023-12-25 11:48:21,388 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 8:44:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5459, loss: 0.5459 2023-12-25 11:48:43,884 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 8:43:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 0.5595, loss: 0.5595 2023-12-25 11:49:06,363 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:43:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5798, loss: 0.5798 2023-12-25 11:49:28,836 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:43:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.6346, loss: 0.6346 2023-12-25 11:49:51,297 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:42:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5280, loss: 0.5280 2023-12-25 11:50:13,798 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:42:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5964, loss: 0.5964 2023-12-25 11:50:36,336 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:41:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5971, loss: 0.5971 2023-12-25 11:50:58,826 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:41:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5690, loss: 0.5690 2023-12-25 11:51:11,334 - pyskl - INFO - Saving checkpoint at 92 epochs 2023-12-25 11:52:39,039 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 11:52:39,117 - pyskl - INFO - top1_acc 0.8905 top5_acc 0.9891 2023-12-25 11:52:39,121 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_76.pth was removed 2023-12-25 11:52:39,245 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. 2023-12-25 11:52:39,245 - pyskl - INFO - Best top1_acc is 0.8905 at 92 epoch. 2023-12-25 11:52:39,250 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.8905, top5_acc: 0.9891 2023-12-25 11:53:18,710 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:40:58, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5248, loss: 0.5248 2023-12-25 11:53:41,106 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:40:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5517, loss: 0.5517 2023-12-25 11:54:03,512 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:40:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5712, loss: 0.5712 2023-12-25 11:54:25,919 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:39:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5415, loss: 0.5415 2023-12-25 11:54:48,339 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:39:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.5022, loss: 0.5022 2023-12-25 11:55:10,807 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:39:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5329, loss: 0.5329 2023-12-25 11:55:33,316 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:38:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5536, loss: 0.5536 2023-12-25 11:55:55,851 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:38:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5780, loss: 0.5780 2023-12-25 11:56:18,326 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:37:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5903, loss: 0.5903 2023-12-25 11:56:40,848 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:37:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 0.5781, loss: 0.5781 2023-12-25 11:57:03,588 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:37:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5312, loss: 0.5312 2023-12-25 11:57:26,101 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:36:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.5580, loss: 0.5580 2023-12-25 11:57:48,625 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:36:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.5821, loss: 0.5821 2023-12-25 11:58:11,148 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:35:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5595, loss: 0.5595 2023-12-25 11:58:33,639 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:35:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5937, loss: 0.5937 2023-12-25 11:58:56,166 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:35:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5603, loss: 0.5603 2023-12-25 11:59:18,624 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:34:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.6041, loss: 0.6041 2023-12-25 11:59:41,220 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:34:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5273, loss: 0.5273 2023-12-25 12:00:03,802 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:34:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5570, loss: 0.5570 2023-12-25 12:00:26,343 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:33:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.6497, loss: 0.6497 2023-12-25 12:00:48,859 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:33:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5663, loss: 0.5663 2023-12-25 12:01:11,436 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:32:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.6660, loss: 0.6660 2023-12-25 12:01:33,989 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:32:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5857, loss: 0.5857 2023-12-25 12:01:46,399 - pyskl - INFO - Saving checkpoint at 93 epochs 2023-12-25 12:03:14,188 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:03:14,269 - pyskl - INFO - top1_acc 0.8929 top5_acc 0.9895 2023-12-25 12:03:14,273 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_92.pth was removed 2023-12-25 12:03:14,411 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. 2023-12-25 12:03:14,412 - pyskl - INFO - Best top1_acc is 0.8929 at 93 epoch. 2023-12-25 12:03:14,417 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.8929, top5_acc: 0.9895 2023-12-25 12:03:53,669 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:31:56, time: 0.392, data_time: 0.169, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 0.5123, loss: 0.5123 2023-12-25 12:04:16,025 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:31:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4673, loss: 0.4673 2023-12-25 12:04:38,512 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:31:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5486, loss: 0.5486 2023-12-25 12:05:01,028 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:30:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5218, loss: 0.5218 2023-12-25 12:05:23,560 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:30:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5699, loss: 0.5699 2023-12-25 12:05:46,091 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:30:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5202, loss: 0.5202 2023-12-25 12:06:08,635 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:29:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5927, loss: 0.5927 2023-12-25 12:06:31,289 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:29:14, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5647, loss: 0.5647 2023-12-25 12:06:53,848 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:28:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5657, loss: 0.5657 2023-12-25 12:07:16,378 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:28:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 0.5882, loss: 0.5882 2023-12-25 12:07:38,901 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:28:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5588, loss: 0.5588 2023-12-25 12:08:01,451 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:27:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5954, loss: 0.5954 2023-12-25 12:08:24,120 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:27:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6483, loss: 0.6483 2023-12-25 12:08:46,597 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:26:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.6230, loss: 0.6230 2023-12-25 12:09:09,048 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:26:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.5121, loss: 0.5121 2023-12-25 12:09:31,482 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:26:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4981, loss: 0.4981 2023-12-25 12:09:53,906 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:25:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 0.5605, loss: 0.5605 2023-12-25 12:10:16,367 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:25:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5576, loss: 0.5576 2023-12-25 12:10:38,802 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:24:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5542, loss: 0.5542 2023-12-25 12:11:01,282 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:24:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6447, loss: 0.6447 2023-12-25 12:11:23,731 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:24:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 0.5921, loss: 0.5921 2023-12-25 12:11:46,174 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:23:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 0.5724, loss: 0.5724 2023-12-25 12:12:08,843 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:23:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.5339, loss: 0.5339 2023-12-25 12:12:21,356 - pyskl - INFO - Saving checkpoint at 94 epochs 2023-12-25 12:13:49,364 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:13:49,445 - pyskl - INFO - top1_acc 0.8815 top5_acc 0.9883 2023-12-25 12:13:49,449 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.8815, top5_acc: 0.9883 2023-12-25 12:14:29,260 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:22:54, time: 0.398, data_time: 0.172, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.5049, loss: 0.5049 2023-12-25 12:14:51,831 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:22:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.4582, loss: 0.4582 2023-12-25 12:15:14,337 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:22:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4624, loss: 0.4624 2023-12-25 12:15:36,827 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:21:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 0.4794, loss: 0.4794 2023-12-25 12:15:59,297 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:21:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5292, loss: 0.5292 2023-12-25 12:16:21,739 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:20:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5477, loss: 0.5477 2023-12-25 12:16:44,218 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:20:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.5381, loss: 0.5381 2023-12-25 12:17:06,664 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:20:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5530, loss: 0.5530 2023-12-25 12:17:29,141 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:19:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 0.5403, loss: 0.5403 2023-12-25 12:17:51,609 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:19:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 0.5675, loss: 0.5675 2023-12-25 12:18:14,082 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:19:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4683, loss: 0.4683 2023-12-25 12:18:36,614 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:18:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 0.5503, loss: 0.5503 2023-12-25 12:18:59,144 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:18:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5303, loss: 0.5303 2023-12-25 12:19:21,652 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:17:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5764, loss: 0.5764 2023-12-25 12:19:44,203 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:17:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5424, loss: 0.5424 2023-12-25 12:20:06,705 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:17:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5440, loss: 0.5440 2023-12-25 12:20:29,150 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:16:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 0.5112, loss: 0.5112 2023-12-25 12:20:51,567 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:16:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 0.5386, loss: 0.5386 2023-12-25 12:21:14,023 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:15:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 0.5604, loss: 0.5604 2023-12-25 12:21:36,555 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:15:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.5476, loss: 0.5476 2023-12-25 12:21:59,038 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:15:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.5709, loss: 0.5709 2023-12-25 12:22:21,692 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:14:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6608, loss: 0.6608 2023-12-25 12:22:44,131 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:14:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5267, loss: 0.5267 2023-12-25 12:22:56,582 - pyskl - INFO - Saving checkpoint at 95 epochs 2023-12-25 12:24:24,416 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:24:24,494 - pyskl - INFO - top1_acc 0.8882 top5_acc 0.9892 2023-12-25 12:24:24,499 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.8882, top5_acc: 0.9892 2023-12-25 12:25:04,182 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:13:52, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4398, loss: 0.4398 2023-12-25 12:25:26,626 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:13:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4439, loss: 0.4439 2023-12-25 12:25:49,160 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:13:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.4960, loss: 0.4960 2023-12-25 12:26:11,634 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:12:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4453, loss: 0.4453 2023-12-25 12:26:34,116 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:12:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 0.4639, loss: 0.4639 2023-12-25 12:26:56,823 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:11:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5590, loss: 0.5590 2023-12-25 12:27:19,450 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:11:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 0.5643, loss: 0.5643 2023-12-25 12:27:41,998 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:11:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.5539, loss: 0.5539 2023-12-25 12:28:04,437 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:10:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.4727, loss: 0.4727 2023-12-25 12:28:26,833 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:10:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5218, loss: 0.5218 2023-12-25 12:28:49,259 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:10:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 0.5634, loss: 0.5634 2023-12-25 12:29:11,706 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:09:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.5252, loss: 0.5252 2023-12-25 12:29:34,133 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:09:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5248, loss: 0.5248 2023-12-25 12:29:56,818 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:08:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5034, loss: 0.5034 2023-12-25 12:30:19,410 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:08:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5808, loss: 0.5808 2023-12-25 12:30:41,863 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:08:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.5085, loss: 0.5085 2023-12-25 12:31:04,369 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:07:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6018, loss: 0.6018 2023-12-25 12:31:27,081 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:07:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.5821, loss: 0.5821 2023-12-25 12:31:49,613 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:06:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.5224, loss: 0.5224 2023-12-25 12:32:12,014 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:06:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.6061, loss: 0.6061 2023-12-25 12:32:34,434 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:06:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5552, loss: 0.5552 2023-12-25 12:32:56,848 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:05:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5536, loss: 0.5536 2023-12-25 12:33:19,246 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 8:05:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 0.5728, loss: 0.5728 2023-12-25 12:33:31,634 - pyskl - INFO - Saving checkpoint at 96 epochs 2023-12-25 12:34:59,358 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:34:59,437 - pyskl - INFO - top1_acc 0.8847 top5_acc 0.9884 2023-12-25 12:34:59,442 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.8847, top5_acc: 0.9884 2023-12-25 12:35:39,400 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 8:04:50, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4901, loss: 0.4901 2023-12-25 12:36:01,793 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 8:04:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.5052, loss: 0.5052 2023-12-25 12:36:24,256 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 8:04:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5157, loss: 0.5157 2023-12-25 12:36:46,680 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 8:03:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4894, loss: 0.4894 2023-12-25 12:37:09,089 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 8:03:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4458, loss: 0.4458 2023-12-25 12:37:31,544 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 8:02:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5007, loss: 0.5007 2023-12-25 12:37:53,965 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 8:02:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5562, loss: 0.5562 2023-12-25 12:38:16,416 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 8:02:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4818, loss: 0.4818 2023-12-25 12:38:38,842 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 8:01:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.4853, loss: 0.4853 2023-12-25 12:39:01,272 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 8:01:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.4886, loss: 0.4886 2023-12-25 12:39:23,744 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 8:00:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5277, loss: 0.5277 2023-12-25 12:39:46,251 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 8:00:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.4685, loss: 0.4685 2023-12-25 12:40:08,750 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 8:00:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5441, loss: 0.5441 2023-12-25 12:40:31,158 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 7:59:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5389, loss: 0.5389 2023-12-25 12:40:53,660 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 7:59:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 0.5156, loss: 0.5156 2023-12-25 12:41:16,154 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 7:59:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5628, loss: 0.5628 2023-12-25 12:41:38,607 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 7:58:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.4985, loss: 0.4985 2023-12-25 12:42:01,055 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 7:58:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5386, loss: 0.5386 2023-12-25 12:42:23,516 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 7:57:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5370, loss: 0.5370 2023-12-25 12:42:46,003 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 7:57:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5293, loss: 0.5293 2023-12-25 12:43:08,405 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 7:57:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5771, loss: 0.5771 2023-12-25 12:43:30,900 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 7:56:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5922, loss: 0.5922 2023-12-25 12:43:53,404 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 7:56:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6141, loss: 0.6141 2023-12-25 12:44:05,802 - pyskl - INFO - Saving checkpoint at 97 epochs 2023-12-25 12:45:33,468 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:45:33,546 - pyskl - INFO - top1_acc 0.8675 top5_acc 0.9876 2023-12-25 12:45:33,550 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.8675, top5_acc: 0.9876 2023-12-25 12:46:13,214 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 7:55:48, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4994, loss: 0.4994 2023-12-25 12:46:35,689 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 7:55:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.4702, loss: 0.4702 2023-12-25 12:46:58,090 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 7:55:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4042, loss: 0.4042 2023-12-25 12:47:20,446 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 7:54:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.4940, loss: 0.4940 2023-12-25 12:47:42,803 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 7:54:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.5000, loss: 0.5000 2023-12-25 12:48:05,222 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 7:53:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4355, loss: 0.4355 2023-12-25 12:48:27,735 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 7:53:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.5122, loss: 0.5122 2023-12-25 12:48:50,151 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 7:53:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5169, loss: 0.5169 2023-12-25 12:49:12,549 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 7:52:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.5962, loss: 0.5962 2023-12-25 12:49:35,133 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 7:52:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9950, loss_cls: 0.5523, loss: 0.5523 2023-12-25 12:49:57,629 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 7:51:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4824, loss: 0.4824 2023-12-25 12:50:20,026 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 7:51:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4728, loss: 0.4728 2023-12-25 12:50:42,461 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 7:51:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5324, loss: 0.5324 2023-12-25 12:51:04,876 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 7:50:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.4883, loss: 0.4883 2023-12-25 12:51:27,303 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 7:50:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4811, loss: 0.4811 2023-12-25 12:51:49,768 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 7:50:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5361, loss: 0.5361 2023-12-25 12:52:12,234 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 7:49:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9938, loss_cls: 0.5859, loss: 0.5859 2023-12-25 12:52:34,703 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 7:49:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5281, loss: 0.5281 2023-12-25 12:52:57,185 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 7:48:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5476, loss: 0.5476 2023-12-25 12:53:19,781 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 7:48:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 0.5393, loss: 0.5393 2023-12-25 12:53:42,283 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 7:48:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5407, loss: 0.5407 2023-12-25 12:54:04,677 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 7:47:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5819, loss: 0.5819 2023-12-25 12:54:27,074 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 7:47:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5835, loss: 0.5835 2023-12-25 12:54:39,481 - pyskl - INFO - Saving checkpoint at 98 epochs 2023-12-25 12:56:07,544 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 12:56:07,621 - pyskl - INFO - top1_acc 0.8743 top5_acc 0.9875 2023-12-25 12:56:07,625 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.8743, top5_acc: 0.9875 2023-12-25 12:56:47,332 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 7:46:46, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4474, loss: 0.4474 2023-12-25 12:57:09,849 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 7:46:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4920, loss: 0.4920 2023-12-25 12:57:32,266 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 7:46:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4275, loss: 0.4275 2023-12-25 12:57:54,819 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 7:45:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 0.4661, loss: 0.4661 2023-12-25 12:58:17,333 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:45:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4605, loss: 0.4605 2023-12-25 12:58:39,849 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:44:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 0.4730, loss: 0.4730 2023-12-25 12:59:02,310 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:44:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.5043, loss: 0.5043 2023-12-25 12:59:24,825 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:44:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4815, loss: 0.4815 2023-12-25 12:59:47,249 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:43:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4946, loss: 0.4946 2023-12-25 13:00:09,737 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:43:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5444, loss: 0.5444 2023-12-25 13:00:32,245 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:42:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 0.5173, loss: 0.5173 2023-12-25 13:00:54,707 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:42:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5097, loss: 0.5097 2023-12-25 13:01:17,168 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:42:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.4547, loss: 0.4547 2023-12-25 13:01:39,679 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:41:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.5022, loss: 0.5022 2023-12-25 13:02:02,186 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:41:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4897, loss: 0.4897 2023-12-25 13:02:24,812 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:40:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.5375, loss: 0.5375 2023-12-25 13:02:47,301 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:40:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 0.5352, loss: 0.5352 2023-12-25 13:03:09,761 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:40:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 0.4942, loss: 0.4942 2023-12-25 13:03:32,209 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:39:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.4995, loss: 0.4995 2023-12-25 13:03:54,657 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:39:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.4824, loss: 0.4824 2023-12-25 13:04:17,111 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:39:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 0.5338, loss: 0.5338 2023-12-25 13:04:39,580 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:38:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.5188, loss: 0.5188 2023-12-25 13:05:02,074 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:38:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6460, loss: 0.6460 2023-12-25 13:05:14,533 - pyskl - INFO - Saving checkpoint at 99 epochs 2023-12-25 13:06:42,323 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:06:42,404 - pyskl - INFO - top1_acc 0.8919 top5_acc 0.9892 2023-12-25 13:06:42,408 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.8919, top5_acc: 0.9892 2023-12-25 13:07:22,094 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:37:45, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4188, loss: 0.4188 2023-12-25 13:07:44,663 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:37:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4357, loss: 0.4357 2023-12-25 13:08:07,170 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:36:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9862, loss_cls: 0.4616, loss: 0.4616 2023-12-25 13:08:29,681 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:36:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.4646, loss: 0.4646 2023-12-25 13:08:52,205 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:36:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4363, loss: 0.4363 2023-12-25 13:09:14,703 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:35:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4782, loss: 0.4782 2023-12-25 13:09:37,202 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:35:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.4935, loss: 0.4935 2023-12-25 13:09:59,654 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:35:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5314, loss: 0.5314 2023-12-25 13:10:22,141 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:34:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4842, loss: 0.4842 2023-12-25 13:10:44,626 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:34:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.4565, loss: 0.4565 2023-12-25 13:11:07,100 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:33:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4552, loss: 0.4552 2023-12-25 13:11:29,608 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:33:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.4845, loss: 0.4845 2023-12-25 13:11:52,064 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:33:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.4791, loss: 0.4791 2023-12-25 13:12:14,488 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:32:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5539, loss: 0.5539 2023-12-25 13:12:36,864 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:32:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.5393, loss: 0.5393 2023-12-25 13:12:59,278 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:31:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.4969, loss: 0.4969 2023-12-25 13:13:21,646 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:31:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 0.4813, loss: 0.4813 2023-12-25 13:13:44,039 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:31:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5619, loss: 0.5619 2023-12-25 13:14:06,484 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:30:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5175, loss: 0.5175 2023-12-25 13:14:28,891 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:30:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5592, loss: 0.5592 2023-12-25 13:14:51,429 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:30:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4749, loss: 0.4749 2023-12-25 13:15:14,010 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:29:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5561, loss: 0.5561 2023-12-25 13:15:36,671 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:29:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4793, loss: 0.4793 2023-12-25 13:15:49,195 - pyskl - INFO - Saving checkpoint at 100 epochs 2023-12-25 13:17:16,877 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:17:16,956 - pyskl - INFO - top1_acc 0.9069 top5_acc 0.9908 2023-12-25 13:17:16,960 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_93.pth was removed 2023-12-25 13:17:17,085 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. 2023-12-25 13:17:17,086 - pyskl - INFO - Best top1_acc is 0.9069 at 100 epoch. 2023-12-25 13:17:17,089 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9069, top5_acc: 0.9908 2023-12-25 13:17:56,673 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:28:43, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.4172, loss: 0.4172 2023-12-25 13:18:19,231 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:28:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.4808, loss: 0.4808 2023-12-25 13:18:41,771 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:27:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.4272, loss: 0.4272 2023-12-25 13:19:04,290 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:27:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4133, loss: 0.4133 2023-12-25 13:19:26,747 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:27:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4368, loss: 0.4368 2023-12-25 13:19:49,254 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:26:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.4994, loss: 0.4994 2023-12-25 13:20:11,692 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:26:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.4388, loss: 0.4388 2023-12-25 13:20:34,158 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:26:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4856, loss: 0.4856 2023-12-25 13:20:56,610 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:25:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4354, loss: 0.4354 2023-12-25 13:21:19,016 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:25:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4662, loss: 0.4662 2023-12-25 13:21:41,422 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:24:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5192, loss: 0.5192 2023-12-25 13:22:03,946 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:24:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 0.5166, loss: 0.5166 2023-12-25 13:22:26,462 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:24:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.5259, loss: 0.5259 2023-12-25 13:22:49,048 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:23:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4462, loss: 0.4462 2023-12-25 13:23:11,543 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:23:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 0.4315, loss: 0.4315 2023-12-25 13:23:34,053 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:22:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4936, loss: 0.4936 2023-12-25 13:23:56,607 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:22:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5210, loss: 0.5210 2023-12-25 13:24:19,245 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:22:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5472, loss: 0.5472 2023-12-25 13:24:41,732 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:21:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5555, loss: 0.5555 2023-12-25 13:25:04,214 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:21:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5317, loss: 0.5317 2023-12-25 13:25:26,710 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:21:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.5167, loss: 0.5167 2023-12-25 13:25:49,213 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:20:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 0.4813, loss: 0.4813 2023-12-25 13:26:11,744 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:20:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.4729, loss: 0.4729 2023-12-25 13:26:24,145 - pyskl - INFO - Saving checkpoint at 101 epochs 2023-12-25 13:27:51,955 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:27:52,036 - pyskl - INFO - top1_acc 0.8930 top5_acc 0.9899 2023-12-25 13:27:52,041 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.8930, top5_acc: 0.9899 2023-12-25 13:28:31,925 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:19:43, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.4340, loss: 0.4340 2023-12-25 13:28:54,346 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:19:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4449, loss: 0.4449 2023-12-25 13:29:16,835 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:18:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 0.3990, loss: 0.3990 2023-12-25 13:29:39,390 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:18:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4261, loss: 0.4261 2023-12-25 13:30:02,011 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:18:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4709, loss: 0.4709 2023-12-25 13:30:24,644 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:17:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4125, loss: 0.4125 2023-12-25 13:30:47,236 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:17:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 0.4536, loss: 0.4536 2023-12-25 13:31:09,758 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:17:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4610, loss: 0.4610 2023-12-25 13:31:32,167 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:16:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9981, loss_cls: 0.4315, loss: 0.4315 2023-12-25 13:31:54,580 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:16:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.4370, loss: 0.4370 2023-12-25 13:32:17,061 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:15:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.5022, loss: 0.5022 2023-12-25 13:32:39,747 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:15:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9838, loss_cls: 0.5337, loss: 0.5337 2023-12-25 13:33:02,328 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:15:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4155, loss: 0.4155 2023-12-25 13:33:24,912 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:14:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4545, loss: 0.4545 2023-12-25 13:33:47,454 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:14:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4796, loss: 0.4796 2023-12-25 13:34:09,955 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:13:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4618, loss: 0.4618 2023-12-25 13:34:32,483 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:13:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5293, loss: 0.5293 2023-12-25 13:34:55,118 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:13:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4690, loss: 0.4690 2023-12-25 13:35:17,772 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:12:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.4313, loss: 0.4313 2023-12-25 13:35:40,399 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:12:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 0.5397, loss: 0.5397 2023-12-25 13:36:02,937 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:12:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.5174, loss: 0.5174 2023-12-25 13:36:25,354 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:11:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.5004, loss: 0.5004 2023-12-25 13:36:47,782 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:11:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 0.5059, loss: 0.5059 2023-12-25 13:37:00,173 - pyskl - INFO - Saving checkpoint at 102 epochs 2023-12-25 13:38:28,060 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:38:28,140 - pyskl - INFO - top1_acc 0.8777 top5_acc 0.9855 2023-12-25 13:38:28,144 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.8777, top5_acc: 0.9855 2023-12-25 13:39:08,078 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:10:42, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3699, loss: 0.3699 2023-12-25 13:39:30,638 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:10:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 0.3810, loss: 0.3810 2023-12-25 13:39:53,092 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:09:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3945, loss: 0.3945 2023-12-25 13:40:15,486 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:09:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.4600, loss: 0.4600 2023-12-25 13:40:37,904 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:09:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4596, loss: 0.4596 2023-12-25 13:41:00,302 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:08:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.4387, loss: 0.4387 2023-12-25 13:41:22,711 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:08:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4734, loss: 0.4734 2023-12-25 13:41:45,156 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:08:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3985, loss: 0.3985 2023-12-25 13:42:07,683 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:07:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4711, loss: 0.4711 2023-12-25 13:42:30,224 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:07:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.4621, loss: 0.4621 2023-12-25 13:42:52,638 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:06:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4430, loss: 0.4430 2023-12-25 13:43:15,211 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:06:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4080, loss: 0.4080 2023-12-25 13:43:37,674 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:06:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5171, loss: 0.5171 2023-12-25 13:44:00,085 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:05:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4200, loss: 0.4200 2023-12-25 13:44:22,465 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:05:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.4071, loss: 0.4071 2023-12-25 13:44:44,916 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:04:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 0.4498, loss: 0.4498 2023-12-25 13:45:07,358 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 7:04:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.5011, loss: 0.5011 2023-12-25 13:45:29,817 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 7:04:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4524, loss: 0.4524 2023-12-25 13:45:52,300 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 7:03:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 0.4443, loss: 0.4443 2023-12-25 13:46:14,763 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 7:03:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4853, loss: 0.4853 2023-12-25 13:46:37,229 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 7:03:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5489, loss: 0.5489 2023-12-25 13:46:59,718 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 7:02:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.5181, loss: 0.5181 2023-12-25 13:47:22,155 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 7:02:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 0.4927, loss: 0.4927 2023-12-25 13:47:34,607 - pyskl - INFO - Saving checkpoint at 103 epochs 2023-12-25 13:49:02,435 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:49:02,519 - pyskl - INFO - top1_acc 0.8913 top5_acc 0.9900 2023-12-25 13:49:02,524 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.8913, top5_acc: 0.9900 2023-12-25 13:49:42,165 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 7:01:41, time: 0.396, data_time: 0.173, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.4267, loss: 0.4267 2023-12-25 13:50:04,577 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 7:01:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.4215, loss: 0.4215 2023-12-25 13:50:27,108 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 7:00:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3734, loss: 0.3734 2023-12-25 13:50:49,603 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 7:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.4361, loss: 0.4361 2023-12-25 13:51:12,131 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 7:00:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4037, loss: 0.4037 2023-12-25 13:51:34,679 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 6:59:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4320, loss: 0.4320 2023-12-25 13:51:57,101 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 6:59:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4598, loss: 0.4598 2023-12-25 13:52:19,577 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 6:58:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.4352, loss: 0.4352 2023-12-25 13:52:42,005 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 6:58:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4077, loss: 0.4077 2023-12-25 13:53:04,411 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 6:58:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 0.4483, loss: 0.4483 2023-12-25 13:53:26,845 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 6:57:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.4567, loss: 0.4567 2023-12-25 13:53:49,222 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 6:57:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5099, loss: 0.5099 2023-12-25 13:54:11,597 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 6:57:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4769, loss: 0.4769 2023-12-25 13:54:33,962 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 6:56:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3671, loss: 0.3671 2023-12-25 13:54:56,380 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 6:56:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3962, loss: 0.3962 2023-12-25 13:55:18,778 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 6:55:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4547, loss: 0.4547 2023-12-25 13:55:41,141 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 6:55:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4664, loss: 0.4664 2023-12-25 13:56:03,648 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 6:55:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 0.5619, loss: 0.5619 2023-12-25 13:56:26,135 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 6:54:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.5023, loss: 0.5023 2023-12-25 13:56:48,585 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 6:54:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.4545, loss: 0.4545 2023-12-25 13:57:10,960 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 6:53:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.4400, loss: 0.4400 2023-12-25 13:57:33,338 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 6:53:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4261, loss: 0.4261 2023-12-25 13:57:55,776 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 6:53:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4810, loss: 0.4810 2023-12-25 13:58:08,159 - pyskl - INFO - Saving checkpoint at 104 epochs 2023-12-25 13:59:36,134 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 13:59:36,215 - pyskl - INFO - top1_acc 0.8806 top5_acc 0.9891 2023-12-25 13:59:36,219 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.8806, top5_acc: 0.9891 2023-12-25 14:00:16,103 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 6:52:40, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.3983, loss: 0.3983 2023-12-25 14:00:38,659 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 6:52:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3548, loss: 0.3548 2023-12-25 14:01:01,281 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 6:51:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 0.3776, loss: 0.3776 2023-12-25 14:01:23,856 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 6:51:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4236, loss: 0.4236 2023-12-25 14:01:46,468 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 6:51:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3566, loss: 0.3566 2023-12-25 14:02:08,969 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 6:50:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3965, loss: 0.3965 2023-12-25 14:02:31,500 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 6:50:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4310, loss: 0.4310 2023-12-25 14:02:54,106 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 6:49:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3845, loss: 0.3845 2023-12-25 14:03:16,669 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 6:49:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3856, loss: 0.3856 2023-12-25 14:03:39,210 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 6:49:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4195, loss: 0.4195 2023-12-25 14:04:01,717 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 6:48:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3926, loss: 0.3926 2023-12-25 14:04:24,305 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 6:48:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.4380, loss: 0.4380 2023-12-25 14:04:46,795 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 6:48:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3691, loss: 0.3691 2023-12-25 14:05:09,277 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 6:47:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4751, loss: 0.4751 2023-12-25 14:05:31,753 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 6:47:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4592, loss: 0.4592 2023-12-25 14:05:54,217 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:46:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.4057, loss: 0.4057 2023-12-25 14:06:16,690 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:46:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 0.4565, loss: 0.4565 2023-12-25 14:06:39,128 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:46:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9969, loss_cls: 0.4060, loss: 0.4060 2023-12-25 14:07:01,561 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:45:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4318, loss: 0.4318 2023-12-25 14:07:24,003 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:45:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3882, loss: 0.3882 2023-12-25 14:07:46,394 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:44:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 0.4532, loss: 0.4532 2023-12-25 14:08:08,786 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:44:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4588, loss: 0.4588 2023-12-25 14:08:31,160 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:44:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 0.4367, loss: 0.4367 2023-12-25 14:08:43,553 - pyskl - INFO - Saving checkpoint at 105 epochs 2023-12-25 14:10:11,691 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:10:11,772 - pyskl - INFO - top1_acc 0.8987 top5_acc 0.9891 2023-12-25 14:10:11,776 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.8987, top5_acc: 0.9891 2023-12-25 14:10:51,345 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:43:39, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.3378, loss: 0.3378 2023-12-25 14:11:13,743 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:43:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2981, loss: 0.2981 2023-12-25 14:11:36,155 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:42:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.4023, loss: 0.4023 2023-12-25 14:11:58,587 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:42:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4347, loss: 0.4347 2023-12-25 14:12:21,047 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:42:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9994, loss_cls: 0.3161, loss: 0.3161 2023-12-25 14:12:43,524 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:41:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3488, loss: 0.3488 2023-12-25 14:13:05,995 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:41:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4360, loss: 0.4360 2023-12-25 14:13:28,467 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:40:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3889, loss: 0.3889 2023-12-25 14:13:50,956 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:40:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3971, loss: 0.3971 2023-12-25 14:14:13,486 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:40:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4270, loss: 0.4270 2023-12-25 14:14:36,015 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:39:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4370, loss: 0.4370 2023-12-25 14:14:58,732 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:39:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3616, loss: 0.3616 2023-12-25 14:15:21,297 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:39:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4213, loss: 0.4213 2023-12-25 14:15:43,799 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:38:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4200, loss: 0.4200 2023-12-25 14:16:06,278 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:38:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.3943, loss: 0.3943 2023-12-25 14:16:28,698 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:37:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4618, loss: 0.4618 2023-12-25 14:16:51,143 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:37:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.4206, loss: 0.4206 2023-12-25 14:17:13,644 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:37:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4181, loss: 0.4181 2023-12-25 14:17:36,103 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:36:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4020, loss: 0.4020 2023-12-25 14:17:58,584 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:36:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4842, loss: 0.4842 2023-12-25 14:18:21,112 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:35:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 0.4519, loss: 0.4519 2023-12-25 14:18:43,586 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:35:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4540, loss: 0.4540 2023-12-25 14:19:06,156 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:35:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4146, loss: 0.4146 2023-12-25 14:19:18,514 - pyskl - INFO - Saving checkpoint at 106 epochs 2023-12-25 14:20:46,278 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:20:46,355 - pyskl - INFO - top1_acc 0.8906 top5_acc 0.9882 2023-12-25 14:20:46,359 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.8906, top5_acc: 0.9882 2023-12-25 14:21:25,968 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:34:39, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 0.3698, loss: 0.3698 2023-12-25 14:21:48,414 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:34:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3743, loss: 0.3743 2023-12-25 14:22:10,843 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:33:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3441, loss: 0.3441 2023-12-25 14:22:33,306 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:33:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3602, loss: 0.3602 2023-12-25 14:22:55,874 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:33:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3480, loss: 0.3480 2023-12-25 14:23:18,385 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:32:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4260, loss: 0.4260 2023-12-25 14:23:40,877 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:32:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4102, loss: 0.4102 2023-12-25 14:24:03,356 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:31:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3473, loss: 0.3473 2023-12-25 14:24:25,823 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:31:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3560, loss: 0.3560 2023-12-25 14:24:48,261 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:31:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3515, loss: 0.3515 2023-12-25 14:25:10,708 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:30:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4187, loss: 0.4187 2023-12-25 14:25:33,138 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:30:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9981, loss_cls: 0.3895, loss: 0.3895 2023-12-25 14:25:55,580 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:30:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4276, loss: 0.4276 2023-12-25 14:26:18,065 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:29:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.3584, loss: 0.3584 2023-12-25 14:26:40,451 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:29:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 0.3916, loss: 0.3916 2023-12-25 14:27:02,802 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:28:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3919, loss: 0.3919 2023-12-25 14:27:25,163 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:28:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3474, loss: 0.3474 2023-12-25 14:27:47,555 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:28:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4785, loss: 0.4785 2023-12-25 14:28:09,950 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:27:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.3840, loss: 0.3840 2023-12-25 14:28:32,347 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:27:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.4239, loss: 0.4239 2023-12-25 14:28:54,739 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:26:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4014, loss: 0.4014 2023-12-25 14:29:17,214 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:26:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9894, loss_cls: 0.4095, loss: 0.4095 2023-12-25 14:29:39,748 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:26:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4726, loss: 0.4726 2023-12-25 14:29:52,298 - pyskl - INFO - Saving checkpoint at 107 epochs 2023-12-25 14:31:19,925 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:31:20,005 - pyskl - INFO - top1_acc 0.8957 top5_acc 0.9888 2023-12-25 14:31:20,010 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.8957, top5_acc: 0.9888 2023-12-25 14:31:59,694 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:25:38, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2977, loss: 0.2977 2023-12-25 14:32:22,290 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:25:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3582, loss: 0.3582 2023-12-25 14:32:44,771 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:24:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.3502, loss: 0.3502 2023-12-25 14:33:07,234 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:24:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3591, loss: 0.3591 2023-12-25 14:33:29,727 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:24:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3469, loss: 0.3469 2023-12-25 14:33:52,211 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:23:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3940, loss: 0.3940 2023-12-25 14:34:14,694 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:23:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3732, loss: 0.3732 2023-12-25 14:34:37,168 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:22:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3645, loss: 0.3645 2023-12-25 14:34:59,617 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:22:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3652, loss: 0.3652 2023-12-25 14:35:22,042 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:22:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3714, loss: 0.3714 2023-12-25 14:35:44,444 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:21:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4134, loss: 0.4134 2023-12-25 14:36:06,993 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:21:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3585, loss: 0.3585 2023-12-25 14:36:29,593 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:21:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.3506, loss: 0.3506 2023-12-25 14:36:52,249 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:20:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4058, loss: 0.4058 2023-12-25 14:37:14,783 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:20:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.3966, loss: 0.3966 2023-12-25 14:37:37,220 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:19:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3647, loss: 0.3647 2023-12-25 14:37:59,749 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:19:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.3868, loss: 0.3868 2023-12-25 14:38:22,280 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:19:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.3745, loss: 0.3745 2023-12-25 14:38:44,844 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:18:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3632, loss: 0.3632 2023-12-25 14:39:07,361 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:18:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3391, loss: 0.3391 2023-12-25 14:39:29,853 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:17:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.3992, loss: 0.3992 2023-12-25 14:39:52,528 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:17:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3841, loss: 0.3841 2023-12-25 14:40:15,189 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:17:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4050, loss: 0.4050 2023-12-25 14:40:27,678 - pyskl - INFO - Saving checkpoint at 108 epochs 2023-12-25 14:41:55,611 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:41:55,691 - pyskl - INFO - top1_acc 0.8906 top5_acc 0.9899 2023-12-25 14:41:55,695 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.8906, top5_acc: 0.9899 2023-12-25 14:42:35,511 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:16:38, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 0.3370, loss: 0.3370 2023-12-25 14:42:57,975 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:16:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3670, loss: 0.3670 2023-12-25 14:43:20,395 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:15:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3451, loss: 0.3451 2023-12-25 14:43:42,913 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:15:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3529, loss: 0.3529 2023-12-25 14:44:05,451 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:15:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3544, loss: 0.3544 2023-12-25 14:44:27,977 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:14:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3224, loss: 0.3224 2023-12-25 14:44:50,432 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:14:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3246, loss: 0.3246 2023-12-25 14:45:12,831 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:13:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3122, loss: 0.3122 2023-12-25 14:45:35,362 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:13:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3359, loss: 0.3359 2023-12-25 14:45:57,880 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:13:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3491, loss: 0.3491 2023-12-25 14:46:20,402 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:12:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9988, loss_cls: 0.3445, loss: 0.3445 2023-12-25 14:46:43,084 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:12:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3433, loss: 0.3433 2023-12-25 14:47:05,624 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:12:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4203, loss: 0.4203 2023-12-25 14:47:28,177 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:11:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.4533, loss: 0.4533 2023-12-25 14:47:50,785 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:11:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.3504, loss: 0.3504 2023-12-25 14:48:13,274 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:10:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3539, loss: 0.3539 2023-12-25 14:48:35,727 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:10:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3565, loss: 0.3565 2023-12-25 14:48:58,214 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:10:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3515, loss: 0.3515 2023-12-25 14:49:20,751 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:09:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3622, loss: 0.3622 2023-12-25 14:49:43,281 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:09:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 0.4422, loss: 0.4422 2023-12-25 14:50:05,776 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:08:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3472, loss: 0.3472 2023-12-25 14:50:28,293 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:08:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3718, loss: 0.3718 2023-12-25 14:50:50,910 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:08:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3705, loss: 0.3705 2023-12-25 14:51:03,436 - pyskl - INFO - Saving checkpoint at 109 epochs 2023-12-25 14:52:31,482 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 14:52:31,560 - pyskl - INFO - top1_acc 0.8971 top5_acc 0.9899 2023-12-25 14:52:31,564 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.8971, top5_acc: 0.9899 2023-12-25 14:53:11,084 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:07:38, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3170, loss: 0.3170 2023-12-25 14:53:33,688 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:07:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3382, loss: 0.3382 2023-12-25 14:53:56,169 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:06:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3949, loss: 0.3949 2023-12-25 14:54:18,629 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:06:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3787, loss: 0.3787 2023-12-25 14:54:41,114 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:06:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3511, loss: 0.3511 2023-12-25 14:55:03,728 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:05:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3407, loss: 0.3407 2023-12-25 14:55:26,327 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:05:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 0.3207, loss: 0.3207 2023-12-25 14:55:48,782 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:04:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.2919, loss: 0.2919 2023-12-25 14:56:11,264 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:04:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3188, loss: 0.3188 2023-12-25 14:56:33,725 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:04:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3202, loss: 0.3202 2023-12-25 14:56:56,192 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:03:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.3466, loss: 0.3466 2023-12-25 14:57:18,668 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 6:03:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3785, loss: 0.3785 2023-12-25 14:57:41,221 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 6:03:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.3256, loss: 0.3256 2023-12-25 14:58:03,770 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 6:02:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3279, loss: 0.3279 2023-12-25 14:58:26,245 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 6:02:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4121, loss: 0.4121 2023-12-25 14:58:48,932 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 6:01:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.3370, loss: 0.3370 2023-12-25 14:59:11,501 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 6:01:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3655, loss: 0.3655 2023-12-25 14:59:34,031 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 6:01:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3737, loss: 0.3737 2023-12-25 14:59:56,524 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 6:00:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3955, loss: 0.3955 2023-12-25 15:00:18,994 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 6:00:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3539, loss: 0.3539 2023-12-25 15:00:41,431 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 5:59:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3459, loss: 0.3459 2023-12-25 15:01:03,799 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 5:59:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3716, loss: 0.3716 2023-12-25 15:01:26,220 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 5:59:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3785, loss: 0.3785 2023-12-25 15:01:38,647 - pyskl - INFO - Saving checkpoint at 110 epochs 2023-12-25 15:03:06,460 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:03:06,538 - pyskl - INFO - top1_acc 0.9036 top5_acc 0.9903 2023-12-25 15:03:06,542 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9036, top5_acc: 0.9903 2023-12-25 15:03:46,091 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 5:58:38, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3033, loss: 0.3033 2023-12-25 15:04:08,540 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 5:58:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2434, loss: 0.2434 2023-12-25 15:04:30,959 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 5:57:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2988, loss: 0.2988 2023-12-25 15:04:53,447 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 5:57:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3059, loss: 0.3059 2023-12-25 15:05:15,899 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 5:57:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2991, loss: 0.2991 2023-12-25 15:05:38,362 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 5:56:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.3173, loss: 0.3173 2023-12-25 15:06:00,799 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 5:56:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9981, loss_cls: 0.3234, loss: 0.3234 2023-12-25 15:06:23,286 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 5:55:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3314, loss: 0.3314 2023-12-25 15:06:45,823 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 5:55:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3280, loss: 0.3280 2023-12-25 15:07:08,449 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 5:55:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3203, loss: 0.3203 2023-12-25 15:07:31,000 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 5:54:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3205, loss: 0.3205 2023-12-25 15:07:53,470 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 5:54:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3291, loss: 0.3291 2023-12-25 15:08:15,885 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 5:54:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3510, loss: 0.3510 2023-12-25 15:08:38,322 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 5:53:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3766, loss: 0.3766 2023-12-25 15:09:00,771 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 5:53:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3742, loss: 0.3742 2023-12-25 15:09:23,204 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 5:52:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.3669, loss: 0.3669 2023-12-25 15:09:45,623 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 5:52:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3488, loss: 0.3488 2023-12-25 15:10:08,154 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 5:52:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3269, loss: 0.3269 2023-12-25 15:10:30,741 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 5:51:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.3357, loss: 0.3357 2023-12-25 15:10:53,334 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 5:51:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3343, loss: 0.3343 2023-12-25 15:11:15,912 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 5:50:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3748, loss: 0.3748 2023-12-25 15:11:38,469 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 5:50:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 0.3583, loss: 0.3583 2023-12-25 15:12:01,023 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 5:50:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3528, loss: 0.3528 2023-12-25 15:12:13,494 - pyskl - INFO - Saving checkpoint at 111 epochs 2023-12-25 15:13:41,238 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:13:41,320 - pyskl - INFO - top1_acc 0.9008 top5_acc 0.9902 2023-12-25 15:13:41,326 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9008, top5_acc: 0.9902 2023-12-25 15:14:21,018 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 5:49:38, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2877, loss: 0.2877 2023-12-25 15:14:43,451 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 5:49:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 1.0000, loss_cls: 0.2553, loss: 0.2553 2023-12-25 15:15:05,908 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:48:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2933, loss: 0.2933 2023-12-25 15:15:28,538 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:48:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 0.2798, loss: 0.2798 2023-12-25 15:15:51,147 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:48:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.3177, loss: 0.3177 2023-12-25 15:16:13,733 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:47:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.2838, loss: 0.2838 2023-12-25 15:16:36,194 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:47:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.2851, loss: 0.2851 2023-12-25 15:16:58,638 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:46:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3657, loss: 0.3657 2023-12-25 15:17:21,164 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:46:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2704, loss: 0.2704 2023-12-25 15:17:43,754 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:46:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.3088, loss: 0.3088 2023-12-25 15:18:06,246 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:45:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 0.2934, loss: 0.2934 2023-12-25 15:18:28,802 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:45:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3170, loss: 0.3170 2023-12-25 15:18:51,260 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:45:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3243, loss: 0.3243 2023-12-25 15:19:13,747 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:44:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3265, loss: 0.3265 2023-12-25 15:19:36,237 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:44:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3388, loss: 0.3388 2023-12-25 15:19:58,863 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:43:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3698, loss: 0.3698 2023-12-25 15:20:21,402 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:43:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2943, loss: 0.2943 2023-12-25 15:20:44,046 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:43:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3537, loss: 0.3537 2023-12-25 15:21:06,623 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:42:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3590, loss: 0.3590 2023-12-25 15:21:29,176 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:42:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3534, loss: 0.3534 2023-12-25 15:21:51,700 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:41:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3542, loss: 0.3542 2023-12-25 15:22:14,205 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:41:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3559, loss: 0.3559 2023-12-25 15:22:36,722 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:41:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3705, loss: 0.3705 2023-12-25 15:22:49,219 - pyskl - INFO - Saving checkpoint at 112 epochs 2023-12-25 15:24:17,311 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:24:17,391 - pyskl - INFO - top1_acc 0.9025 top5_acc 0.9889 2023-12-25 15:24:17,396 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9025, top5_acc: 0.9889 2023-12-25 15:24:57,657 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:40:39, time: 0.403, data_time: 0.178, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2789, loss: 0.2789 2023-12-25 15:25:20,004 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:40:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2496, loss: 0.2496 2023-12-25 15:25:42,397 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:39:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3008, loss: 0.3008 2023-12-25 15:26:04,756 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:39:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2995, loss: 0.2995 2023-12-25 15:26:27,128 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:39:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2682, loss: 0.2682 2023-12-25 15:26:49,503 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:38:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2777, loss: 0.2777 2023-12-25 15:27:11,915 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:38:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2901, loss: 0.2901 2023-12-25 15:27:34,444 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:37:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2594, loss: 0.2594 2023-12-25 15:27:56,981 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:37:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3155, loss: 0.3155 2023-12-25 15:28:19,583 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:37:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3185, loss: 0.3185 2023-12-25 15:28:42,123 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:36:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 0.3192, loss: 0.3192 2023-12-25 15:29:04,699 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:36:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.3103, loss: 0.3103 2023-12-25 15:29:27,154 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:36:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 0.2930, loss: 0.2930 2023-12-25 15:29:49,694 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:35:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2923, loss: 0.2923 2023-12-25 15:30:12,266 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:35:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.3233, loss: 0.3233 2023-12-25 15:30:34,751 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:34:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.2959, loss: 0.2959 2023-12-25 15:30:57,207 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:34:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.2905, loss: 0.2905 2023-12-25 15:31:19,641 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:34:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3008, loss: 0.3008 2023-12-25 15:31:42,113 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:33:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3214, loss: 0.3214 2023-12-25 15:32:04,564 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:33:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3330, loss: 0.3330 2023-12-25 15:32:26,974 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:32:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2605, loss: 0.2605 2023-12-25 15:32:49,454 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:32:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3088, loss: 0.3088 2023-12-25 15:33:11,925 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:32:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3419, loss: 0.3419 2023-12-25 15:33:24,305 - pyskl - INFO - Saving checkpoint at 113 epochs 2023-12-25 15:34:51,883 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:34:51,961 - pyskl - INFO - top1_acc 0.8965 top5_acc 0.9911 2023-12-25 15:34:51,965 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.8965, top5_acc: 0.9911 2023-12-25 15:35:31,847 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:31:39, time: 0.399, data_time: 0.172, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2600, loss: 0.2600 2023-12-25 15:35:54,423 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:31:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2649, loss: 0.2649 2023-12-25 15:36:16,992 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:30:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2553, loss: 0.2553 2023-12-25 15:36:39,758 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:30:30, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2932, loss: 0.2932 2023-12-25 15:37:02,234 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:30:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 0.2763, loss: 0.2763 2023-12-25 15:37:24,756 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:29:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2744, loss: 0.2744 2023-12-25 15:37:47,254 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:29:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2717, loss: 0.2717 2023-12-25 15:38:09,723 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:28:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.2832, loss: 0.2832 2023-12-25 15:38:32,181 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:28:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2958, loss: 0.2958 2023-12-25 15:38:54,676 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:28:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2616, loss: 0.2616 2023-12-25 15:39:17,160 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:27:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2761, loss: 0.2761 2023-12-25 15:39:39,637 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:27:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2484, loss: 0.2484 2023-12-25 15:40:02,129 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:27:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2720, loss: 0.2720 2023-12-25 15:40:24,620 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:26:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3070, loss: 0.3070 2023-12-25 15:40:47,128 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:26:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2691, loss: 0.2691 2023-12-25 15:41:09,628 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:25:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.3025, loss: 0.3025 2023-12-25 15:41:32,129 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:25:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 0.3234, loss: 0.3234 2023-12-25 15:41:54,602 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:25:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3350, loss: 0.3350 2023-12-25 15:42:17,011 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:24:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2764, loss: 0.2764 2023-12-25 15:42:39,385 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:24:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3425, loss: 0.3425 2023-12-25 15:43:01,764 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:23:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3433, loss: 0.3433 2023-12-25 15:43:24,246 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:23:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3026, loss: 0.3026 2023-12-25 15:43:46,692 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:23:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3189, loss: 0.3189 2023-12-25 15:43:59,143 - pyskl - INFO - Saving checkpoint at 114 epochs 2023-12-25 15:45:27,060 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:45:27,139 - pyskl - INFO - top1_acc 0.8883 top5_acc 0.9871 2023-12-25 15:45:27,143 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.8883, top5_acc: 0.9871 2023-12-25 15:46:07,008 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:22:39, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2327, loss: 0.2327 2023-12-25 15:46:29,588 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:22:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2526, loss: 0.2526 2023-12-25 15:46:52,123 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:21:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 0.2640, loss: 0.2640 2023-12-25 15:47:14,663 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:21:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2310, loss: 0.2310 2023-12-25 15:47:37,222 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:21:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2261, loss: 0.2261 2023-12-25 15:47:59,682 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:20:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2760, loss: 0.2760 2023-12-25 15:48:22,147 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:20:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.2845, loss: 0.2845 2023-12-25 15:48:44,703 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:19:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2545, loss: 0.2545 2023-12-25 15:49:07,169 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:19:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2550, loss: 0.2550 2023-12-25 15:49:29,601 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:19:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2824, loss: 0.2824 2023-12-25 15:49:52,034 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:18:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2497, loss: 0.2497 2023-12-25 15:50:14,498 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:18:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2674, loss: 0.2674 2023-12-25 15:50:37,084 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:18:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2549, loss: 0.2549 2023-12-25 15:50:59,614 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:17:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 1.0000, loss_cls: 0.2380, loss: 0.2380 2023-12-25 15:51:22,171 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:17:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2680, loss: 0.2680 2023-12-25 15:51:44,670 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:16:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2888, loss: 0.2888 2023-12-25 15:52:07,135 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:16:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2974, loss: 0.2974 2023-12-25 15:52:29,569 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:16:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2725, loss: 0.2725 2023-12-25 15:52:51,973 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:15:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2895, loss: 0.2895 2023-12-25 15:53:14,424 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:15:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 0.3095, loss: 0.3095 2023-12-25 15:53:36,891 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:14:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3008, loss: 0.3008 2023-12-25 15:53:59,467 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:14:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9950, loss_cls: 0.2825, loss: 0.2825 2023-12-25 15:54:22,118 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:14:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2766, loss: 0.2766 2023-12-25 15:54:34,627 - pyskl - INFO - Saving checkpoint at 115 epochs 2023-12-25 15:56:02,640 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 15:56:02,722 - pyskl - INFO - top1_acc 0.9029 top5_acc 0.9908 2023-12-25 15:56:02,727 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9029, top5_acc: 0.9908 2023-12-25 15:56:42,656 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:13:40, time: 0.399, data_time: 0.171, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2483, loss: 0.2483 2023-12-25 15:57:05,167 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:13:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2280, loss: 0.2280 2023-12-25 15:57:27,628 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:12:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2139, loss: 0.2139 2023-12-25 15:57:50,094 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:12:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2486, loss: 0.2486 2023-12-25 15:58:12,542 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:12:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 0.2307, loss: 0.2307 2023-12-25 15:58:34,986 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:11:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2296, loss: 0.2296 2023-12-25 15:58:57,369 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:11:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2206, loss: 0.2206 2023-12-25 15:59:19,757 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:10:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 0.2663, loss: 0.2663 2023-12-25 15:59:42,129 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:10:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2866, loss: 0.2866 2023-12-25 16:00:04,512 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:10:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2659, loss: 0.2659 2023-12-25 16:00:26,886 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:09:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.3020, loss: 0.3020 2023-12-25 16:00:49,359 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:09:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2898, loss: 0.2898 2023-12-25 16:01:11,920 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:09:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2310, loss: 0.2310 2023-12-25 16:01:34,474 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:08:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2475, loss: 0.2475 2023-12-25 16:01:56,980 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:08:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2570, loss: 0.2570 2023-12-25 16:02:19,659 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:07:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2599, loss: 0.2599 2023-12-25 16:02:42,271 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:07:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2374, loss: 0.2374 2023-12-25 16:03:04,799 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:07:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2504, loss: 0.2504 2023-12-25 16:03:27,337 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:06:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2220, loss: 0.2220 2023-12-25 16:03:50,121 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:06:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 0.3109, loss: 0.3109 2023-12-25 16:04:12,673 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:06:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3280, loss: 0.3280 2023-12-25 16:04:35,150 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:05:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2640, loss: 0.2640 2023-12-25 16:04:57,683 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:05:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2898, loss: 0.2898 2023-12-25 16:05:10,175 - pyskl - INFO - Saving checkpoint at 116 epochs 2023-12-25 16:06:37,987 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:06:38,067 - pyskl - INFO - top1_acc 0.9053 top5_acc 0.9903 2023-12-25 16:06:38,072 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9053, top5_acc: 0.9903 2023-12-25 16:07:17,820 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:04:40, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2148, loss: 0.2148 2023-12-25 16:07:40,401 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:04:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2153, loss: 0.2153 2023-12-25 16:08:02,999 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:03:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2212, loss: 0.2212 2023-12-25 16:08:25,502 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:03:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2568, loss: 0.2568 2023-12-25 16:08:47,892 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:03:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1931, loss: 0.1931 2023-12-25 16:09:10,439 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 5:02:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2318, loss: 0.2318 2023-12-25 16:09:32,962 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 5:02:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2266, loss: 0.2266 2023-12-25 16:09:55,508 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 5:02:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2772, loss: 0.2772 2023-12-25 16:10:18,129 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 5:01:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2406, loss: 0.2406 2023-12-25 16:10:40,570 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 5:01:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2678, loss: 0.2678 2023-12-25 16:11:03,065 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 5:00:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2501, loss: 0.2501 2023-12-25 16:11:25,516 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 5:00:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2381, loss: 0.2381 2023-12-25 16:11:48,022 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 5:00:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2269, loss: 0.2269 2023-12-25 16:12:10,514 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 4:59:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2660, loss: 0.2660 2023-12-25 16:12:33,064 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 4:59:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2857, loss: 0.2857 2023-12-25 16:12:55,594 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 4:58:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2485, loss: 0.2485 2023-12-25 16:13:18,105 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 4:58:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2446, loss: 0.2446 2023-12-25 16:13:40,635 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 4:58:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2626, loss: 0.2626 2023-12-25 16:14:03,065 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 4:57:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.2166, loss: 0.2166 2023-12-25 16:14:25,491 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 4:57:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.2736, loss: 0.2736 2023-12-25 16:14:47,919 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 4:57:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2985, loss: 0.2985 2023-12-25 16:15:10,385 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 4:56:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2689, loss: 0.2689 2023-12-25 16:15:32,853 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 4:56:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2705, loss: 0.2705 2023-12-25 16:15:45,357 - pyskl - INFO - Saving checkpoint at 117 epochs 2023-12-25 16:17:13,453 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:17:13,535 - pyskl - INFO - top1_acc 0.8972 top5_acc 0.9904 2023-12-25 16:17:13,539 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.8972, top5_acc: 0.9904 2023-12-25 16:17:53,577 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 4:55:41, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2382, loss: 0.2382 2023-12-25 16:18:16,053 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 4:55:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1705, loss: 0.1705 2023-12-25 16:18:38,505 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 4:54:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1958, loss: 0.1958 2023-12-25 16:19:01,014 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 4:54:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.2035, loss: 0.2035 2023-12-25 16:19:23,536 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 4:54:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2127, loss: 0.2127 2023-12-25 16:19:45,947 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 4:53:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2581, loss: 0.2581 2023-12-25 16:20:08,364 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 4:53:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2269, loss: 0.2269 2023-12-25 16:20:30,779 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 4:53:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2481, loss: 0.2481 2023-12-25 16:20:53,187 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 4:52:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2670, loss: 0.2670 2023-12-25 16:21:15,617 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 4:52:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2356, loss: 0.2356 2023-12-25 16:21:38,185 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 4:51:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2563, loss: 0.2563 2023-12-25 16:22:00,802 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 4:51:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2451, loss: 0.2451 2023-12-25 16:22:23,353 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 4:51:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2935, loss: 0.2935 2023-12-25 16:22:45,897 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:50:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 0.2469, loss: 0.2469 2023-12-25 16:23:08,398 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:50:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2622, loss: 0.2622 2023-12-25 16:23:30,884 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:49:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2470, loss: 0.2470 2023-12-25 16:23:53,352 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:49:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2549, loss: 0.2549 2023-12-25 16:24:15,779 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:49:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2459, loss: 0.2459 2023-12-25 16:24:38,203 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:48:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2464, loss: 0.2464 2023-12-25 16:25:00,639 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:48:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2528, loss: 0.2528 2023-12-25 16:25:23,054 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:48:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2016, loss: 0.2016 2023-12-25 16:25:45,552 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:47:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2333, loss: 0.2333 2023-12-25 16:26:08,117 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:47:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 0.2678, loss: 0.2678 2023-12-25 16:26:20,623 - pyskl - INFO - Saving checkpoint at 118 epochs 2023-12-25 16:27:48,427 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:27:48,508 - pyskl - INFO - top1_acc 0.9059 top5_acc 0.9907 2023-12-25 16:27:48,512 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9059, top5_acc: 0.9907 2023-12-25 16:28:28,571 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:46:42, time: 0.401, data_time: 0.176, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2226, loss: 0.2226 2023-12-25 16:28:51,136 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:46:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2007, loss: 0.2007 2023-12-25 16:29:13,653 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:45:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2044, loss: 0.2044 2023-12-25 16:29:36,278 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:45:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2094, loss: 0.2094 2023-12-25 16:29:58,948 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:45:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.2073, loss: 0.2073 2023-12-25 16:30:21,425 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:44:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2172, loss: 0.2172 2023-12-25 16:30:43,881 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:44:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2071, loss: 0.2071 2023-12-25 16:31:06,356 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:44:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.2045, loss: 0.2045 2023-12-25 16:31:28,854 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:43:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2361, loss: 0.2361 2023-12-25 16:31:51,291 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:43:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1991, loss: 0.1991 2023-12-25 16:32:13,730 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:42:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.2293, loss: 0.2293 2023-12-25 16:32:36,149 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:42:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2099, loss: 0.2099 2023-12-25 16:32:58,596 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:42:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1937, loss: 0.1937 2023-12-25 16:33:21,202 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:41:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2099, loss: 0.2099 2023-12-25 16:33:43,690 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:41:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2022, loss: 0.2022 2023-12-25 16:34:06,245 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:40:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2236, loss: 0.2236 2023-12-25 16:34:28,832 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:40:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2566, loss: 0.2566 2023-12-25 16:34:51,446 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:40:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2262, loss: 0.2262 2023-12-25 16:35:13,987 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:39:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2434, loss: 0.2434 2023-12-25 16:35:36,437 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:39:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2585, loss: 0.2585 2023-12-25 16:35:59,118 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:39:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2250, loss: 0.2250 2023-12-25 16:36:21,638 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:38:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2462, loss: 0.2462 2023-12-25 16:36:44,090 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:38:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1931, loss: 0.1931 2023-12-25 16:36:56,458 - pyskl - INFO - Saving checkpoint at 119 epochs 2023-12-25 16:38:24,366 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:38:24,450 - pyskl - INFO - top1_acc 0.9119 top5_acc 0.9906 2023-12-25 16:38:24,454 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_100.pth was removed 2023-12-25 16:38:24,586 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. 2023-12-25 16:38:24,587 - pyskl - INFO - Best top1_acc is 0.9119 at 119 epoch. 2023-12-25 16:38:24,591 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9119, top5_acc: 0.9906 2023-12-25 16:39:04,650 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:37:43, time: 0.401, data_time: 0.175, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1835, loss: 0.1835 2023-12-25 16:39:27,070 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:37:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1711, loss: 0.1711 2023-12-25 16:39:49,578 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:36:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1547, loss: 0.1547 2023-12-25 16:40:12,006 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:36:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1692, loss: 0.1692 2023-12-25 16:40:34,613 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:36:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1714, loss: 0.1714 2023-12-25 16:40:57,131 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:35:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1720, loss: 0.1720 2023-12-25 16:41:19,595 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:35:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2044, loss: 0.2044 2023-12-25 16:41:42,159 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:35:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1672, loss: 0.1672 2023-12-25 16:42:04,814 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:34:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1795, loss: 0.1795 2023-12-25 16:42:27,464 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:34:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1814, loss: 0.1814 2023-12-25 16:42:49,998 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:33:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1820, loss: 0.1820 2023-12-25 16:43:12,614 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:33:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1766, loss: 0.1766 2023-12-25 16:43:35,136 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:33:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.2121, loss: 0.2121 2023-12-25 16:43:57,736 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:32:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2089, loss: 0.2089 2023-12-25 16:44:20,231 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:32:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2231, loss: 0.2231 2023-12-25 16:44:42,681 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:31:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2156, loss: 0.2156 2023-12-25 16:45:05,111 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:31:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2289, loss: 0.2289 2023-12-25 16:45:27,651 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:31:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.2487, loss: 0.2487 2023-12-25 16:45:50,133 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:30:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2193, loss: 0.2193 2023-12-25 16:46:12,648 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:30:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2364, loss: 0.2364 2023-12-25 16:46:35,268 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:30:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2296, loss: 0.2296 2023-12-25 16:46:57,844 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:29:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2059, loss: 0.2059 2023-12-25 16:47:20,309 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:29:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2791, loss: 0.2791 2023-12-25 16:47:32,772 - pyskl - INFO - Saving checkpoint at 120 epochs 2023-12-25 16:49:00,676 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:49:00,757 - pyskl - INFO - top1_acc 0.9108 top5_acc 0.9925 2023-12-25 16:49:00,762 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9108, top5_acc: 0.9925 2023-12-25 16:49:40,279 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:28:44, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2088, loss: 0.2088 2023-12-25 16:50:02,736 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:28:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1910, loss: 0.1910 2023-12-25 16:50:25,217 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:27:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1812, loss: 0.1812 2023-12-25 16:50:47,746 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:27:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2060, loss: 0.2060 2023-12-25 16:51:10,294 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:27:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2035, loss: 0.2035 2023-12-25 16:51:32,825 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:26:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1786, loss: 0.1786 2023-12-25 16:51:55,392 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:26:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1524, loss: 0.1524 2023-12-25 16:52:17,893 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:26:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1880, loss: 0.1880 2023-12-25 16:52:40,311 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:25:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1731, loss: 0.1731 2023-12-25 16:53:02,722 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:25:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1796, loss: 0.1796 2023-12-25 16:53:25,144 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:24:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1815, loss: 0.1815 2023-12-25 16:53:47,541 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:24:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1862, loss: 0.1862 2023-12-25 16:54:09,962 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:24:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 0.2185, loss: 0.2185 2023-12-25 16:54:32,608 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:23:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1634, loss: 0.1634 2023-12-25 16:54:55,224 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:23:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1855, loss: 0.1855 2023-12-25 16:55:17,740 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:22:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1725, loss: 0.1725 2023-12-25 16:55:40,257 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:22:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1917, loss: 0.1917 2023-12-25 16:56:02,697 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:22:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1867, loss: 0.1867 2023-12-25 16:56:25,193 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:21:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1940, loss: 0.1940 2023-12-25 16:56:47,797 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:21:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1983, loss: 0.1983 2023-12-25 16:57:10,310 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:21:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2056, loss: 0.2056 2023-12-25 16:57:32,826 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:20:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2215, loss: 0.2215 2023-12-25 16:57:55,295 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:20:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2268, loss: 0.2268 2023-12-25 16:58:07,752 - pyskl - INFO - Saving checkpoint at 121 epochs 2023-12-25 16:59:35,642 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 16:59:35,724 - pyskl - INFO - top1_acc 0.9061 top5_acc 0.9902 2023-12-25 16:59:35,728 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9061, top5_acc: 0.9902 2023-12-25 17:00:15,554 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:19:45, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1554, loss: 0.1554 2023-12-25 17:00:38,016 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:19:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1956, loss: 0.1956 2023-12-25 17:01:00,465 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:18:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1930, loss: 0.1930 2023-12-25 17:01:22,883 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:18:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1745, loss: 0.1745 2023-12-25 17:01:45,258 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:18:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1558, loss: 0.1558 2023-12-25 17:02:07,662 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:17:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1831, loss: 0.1831 2023-12-25 17:02:30,033 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:17:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1312, loss: 0.1312 2023-12-25 17:02:52,451 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:17:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1526, loss: 0.1526 2023-12-25 17:03:14,834 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:16:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1867, loss: 0.1867 2023-12-25 17:03:37,331 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:16:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1838, loss: 0.1838 2023-12-25 17:03:59,836 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:15:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1912, loss: 0.1912 2023-12-25 17:04:22,303 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:15:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1633, loss: 0.1633 2023-12-25 17:04:44,758 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:15:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1684, loss: 0.1684 2023-12-25 17:05:07,166 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:14:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1723, loss: 0.1723 2023-12-25 17:05:29,560 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:14:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1877, loss: 0.1877 2023-12-25 17:05:52,121 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:14:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1803, loss: 0.1803 2023-12-25 17:06:14,653 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:13:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1723, loss: 0.1723 2023-12-25 17:06:37,121 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:13:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1641, loss: 0.1641 2023-12-25 17:06:59,593 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:12:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1649, loss: 0.1649 2023-12-25 17:07:22,291 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:12:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1431, loss: 0.1431 2023-12-25 17:07:44,882 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:12:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2037, loss: 0.2037 2023-12-25 17:08:07,422 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:11:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2117, loss: 0.2117 2023-12-25 17:08:29,905 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:11:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1735, loss: 0.1735 2023-12-25 17:08:42,383 - pyskl - INFO - Saving checkpoint at 122 epochs 2023-12-25 17:10:10,279 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:10:10,359 - pyskl - INFO - top1_acc 0.9190 top5_acc 0.9917 2023-12-25 17:10:10,363 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_119.pth was removed 2023-12-25 17:10:10,487 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. 2023-12-25 17:10:10,487 - pyskl - INFO - Best top1_acc is 0.9190 at 122 epoch. 2023-12-25 17:10:10,491 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9190, top5_acc: 0.9917 2023-12-25 17:10:50,273 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:10:46, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1538, loss: 0.1538 2023-12-25 17:11:12,677 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:10:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1351, loss: 0.1351 2023-12-25 17:11:35,124 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:10:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1613, loss: 0.1613 2023-12-25 17:11:57,745 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:09:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1529, loss: 0.1529 2023-12-25 17:12:20,208 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:09:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1410, loss: 0.1410 2023-12-25 17:12:42,671 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:08:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1636, loss: 0.1636 2023-12-25 17:13:05,160 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:08:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1627, loss: 0.1627 2023-12-25 17:13:27,659 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:08:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1477, loss: 0.1477 2023-12-25 17:13:50,119 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:07:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1549, loss: 0.1549 2023-12-25 17:14:12,566 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:07:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1334, loss: 0.1334 2023-12-25 17:14:35,012 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:06:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1526, loss: 0.1526 2023-12-25 17:14:57,483 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:06:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1679, loss: 0.1679 2023-12-25 17:15:20,060 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:06:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1731, loss: 0.1731 2023-12-25 17:15:42,550 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:05:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1383, loss: 0.1383 2023-12-25 17:16:05,047 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:05:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1450, loss: 0.1450 2023-12-25 17:16:27,605 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:05:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1737, loss: 0.1737 2023-12-25 17:16:50,136 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:04:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1770, loss: 0.1770 2023-12-25 17:17:12,572 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:04:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1727, loss: 0.1727 2023-12-25 17:17:34,985 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:03:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1536, loss: 0.1536 2023-12-25 17:17:57,393 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1506, loss: 0.1506 2023-12-25 17:18:19,814 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:03:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1775, loss: 0.1775 2023-12-25 17:18:42,244 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:02:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1445, loss: 0.1445 2023-12-25 17:19:04,638 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:02:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1767, loss: 0.1767 2023-12-25 17:19:16,978 - pyskl - INFO - Saving checkpoint at 123 epochs 2023-12-25 17:20:44,755 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:20:44,836 - pyskl - INFO - top1_acc 0.9188 top5_acc 0.9911 2023-12-25 17:20:44,840 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9188, top5_acc: 0.9911 2023-12-25 17:21:24,555 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 4:01:46, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1287, loss: 0.1287 2023-12-25 17:21:47,100 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 4:01:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1560, loss: 0.1560 2023-12-25 17:22:09,620 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 4:01:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1613, loss: 0.1613 2023-12-25 17:22:32,125 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 4:00:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1610, loss: 0.1610 2023-12-25 17:22:54,617 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 4:00:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1516, loss: 0.1516 2023-12-25 17:23:17,126 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 3:59:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1378, loss: 0.1378 2023-12-25 17:23:39,668 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 3:59:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1493, loss: 0.1493 2023-12-25 17:24:02,345 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 3:59:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1530, loss: 0.1530 2023-12-25 17:24:24,915 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 3:58:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1614, loss: 0.1614 2023-12-25 17:24:47,425 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 3:58:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1726, loss: 0.1726 2023-12-25 17:25:09,945 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 3:57:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1295, loss: 0.1295 2023-12-25 17:25:32,460 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 3:57:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1711, loss: 0.1711 2023-12-25 17:25:55,007 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 3:57:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1758, loss: 0.1758 2023-12-25 17:26:17,551 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 3:56:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1656, loss: 0.1656 2023-12-25 17:26:40,076 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 3:56:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1565, loss: 0.1565 2023-12-25 17:27:02,584 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 3:56:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1518, loss: 0.1518 2023-12-25 17:27:25,082 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 3:55:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1522, loss: 0.1522 2023-12-25 17:27:47,649 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 3:55:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1686, loss: 0.1686 2023-12-25 17:28:10,269 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 3:54:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1550, loss: 0.1550 2023-12-25 17:28:32,814 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 3:54:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1230, loss: 0.1230 2023-12-25 17:28:55,301 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 3:54:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1376, loss: 0.1376 2023-12-25 17:29:17,843 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 3:53:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1809, loss: 0.1809 2023-12-25 17:29:40,381 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 3:53:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1468, loss: 0.1468 2023-12-25 17:29:52,854 - pyskl - INFO - Saving checkpoint at 124 epochs 2023-12-25 17:31:21,002 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:31:21,082 - pyskl - INFO - top1_acc 0.9172 top5_acc 0.9914 2023-12-25 17:31:21,086 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9172, top5_acc: 0.9914 2023-12-25 17:32:00,573 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 3:52:48, time: 0.395, data_time: 0.169, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1412, loss: 0.1412 2023-12-25 17:32:23,184 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:52:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1306, loss: 0.1306 2023-12-25 17:32:45,728 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:52:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1268, loss: 0.1268 2023-12-25 17:33:08,272 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:51:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0999, loss: 0.0999 2023-12-25 17:33:30,810 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:51:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1258, loss: 0.1258 2023-12-25 17:33:53,328 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:50:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1154, loss: 0.1154 2023-12-25 17:34:15,868 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:50:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1554, loss: 0.1554 2023-12-25 17:34:38,387 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:50:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1090, loss: 0.1090 2023-12-25 17:35:00,906 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:49:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1131, loss: 0.1131 2023-12-25 17:35:23,596 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:49:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1163, loss: 0.1163 2023-12-25 17:35:46,077 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:48:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1230, loss: 0.1230 2023-12-25 17:36:08,550 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:48:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1490, loss: 0.1490 2023-12-25 17:36:31,026 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:48:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1111, loss: 0.1111 2023-12-25 17:36:53,506 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:47:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1280, loss: 0.1280 2023-12-25 17:37:15,927 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:47:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1187, loss: 0.1187 2023-12-25 17:37:38,329 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:47:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1240, loss: 0.1240 2023-12-25 17:38:00,832 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:46:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1351, loss: 0.1351 2023-12-25 17:38:23,506 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:46:18, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1298, loss: 0.1298 2023-12-25 17:38:46,115 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:45:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1192, loss: 0.1192 2023-12-25 17:39:08,707 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:45:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1329, loss: 0.1329 2023-12-25 17:39:31,336 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:45:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1321, loss: 0.1321 2023-12-25 17:39:53,958 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:44:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1596, loss: 0.1596 2023-12-25 17:40:16,532 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:44:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1240, loss: 0.1240 2023-12-25 17:40:28,960 - pyskl - INFO - Saving checkpoint at 125 epochs 2023-12-25 17:41:56,984 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:41:57,064 - pyskl - INFO - top1_acc 0.9142 top5_acc 0.9917 2023-12-25 17:41:57,068 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9142, top5_acc: 0.9917 2023-12-25 17:42:37,040 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:43:49, time: 0.400, data_time: 0.174, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1286, loss: 0.1286 2023-12-25 17:42:59,605 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:43:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1093, loss: 0.1093 2023-12-25 17:43:22,147 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:43:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0899, loss: 0.0899 2023-12-25 17:43:44,594 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:42:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1176, loss: 0.1176 2023-12-25 17:44:07,164 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:42:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1093, loss: 0.1093 2023-12-25 17:44:29,817 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:41:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1253, loss: 0.1253 2023-12-25 17:44:52,444 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:41:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 2023-12-25 17:45:15,048 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:41:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1131, loss: 0.1131 2023-12-25 17:45:37,515 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:40:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1116, loss: 0.1116 2023-12-25 17:46:00,106 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:40:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1286, loss: 0.1286 2023-12-25 17:46:22,682 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:40:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1025, loss: 0.1025 2023-12-25 17:46:45,158 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:39:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1391, loss: 0.1391 2023-12-25 17:47:07,643 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:39:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1143, loss: 0.1143 2023-12-25 17:47:30,100 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:38:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1110, loss: 0.1110 2023-12-25 17:47:52,547 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:38:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1486, loss: 0.1486 2023-12-25 17:48:14,961 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:38:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1385, loss: 0.1385 2023-12-25 17:48:37,675 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:37:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1273, loss: 0.1273 2023-12-25 17:49:00,304 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:37:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1266, loss: 0.1266 2023-12-25 17:49:22,813 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:36:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1396, loss: 0.1396 2023-12-25 17:49:45,328 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:36:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1383, loss: 0.1383 2023-12-25 17:50:07,918 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:36:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1660, loss: 0.1660 2023-12-25 17:50:30,446 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:35:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1277, loss: 0.1277 2023-12-25 17:50:52,948 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:35:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1525, loss: 0.1525 2023-12-25 17:51:05,331 - pyskl - INFO - Saving checkpoint at 126 epochs 2023-12-25 17:52:33,361 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 17:52:33,441 - pyskl - INFO - top1_acc 0.9059 top5_acc 0.9889 2023-12-25 17:52:33,446 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9059, top5_acc: 0.9889 2023-12-25 17:53:13,329 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:34:51, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1070, loss: 0.1070 2023-12-25 17:53:35,804 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:34:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 2023-12-25 17:53:58,403 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:34:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1079, loss: 0.1079 2023-12-25 17:54:20,833 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:33:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1006, loss: 0.1006 2023-12-25 17:54:43,234 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:33:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1121, loss: 0.1121 2023-12-25 17:55:05,829 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:32:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0849, loss: 0.0849 2023-12-25 17:55:28,324 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:32:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1098, loss: 0.1098 2023-12-25 17:55:50,786 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:32:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0999, loss: 0.0999 2023-12-25 17:56:13,273 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:31:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0960, loss: 0.0960 2023-12-25 17:56:35,723 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:31:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0934, loss: 0.0934 2023-12-25 17:56:58,167 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:31:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1107, loss: 0.1107 2023-12-25 17:57:20,670 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:30:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1215, loss: 0.1215 2023-12-25 17:57:43,195 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:30:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1030, loss: 0.1030 2023-12-25 17:58:05,707 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:29:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1209, loss: 0.1209 2023-12-25 17:58:28,225 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:29:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0919, loss: 0.0919 2023-12-25 17:58:50,722 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:29:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 2023-12-25 17:59:13,204 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:28:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1141, loss: 0.1141 2023-12-25 17:59:35,708 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:28:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1192, loss: 0.1192 2023-12-25 17:59:58,187 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:27:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1260, loss: 0.1260 2023-12-25 18:00:20,678 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:27:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1018, loss: 0.1018 2023-12-25 18:00:43,154 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:27:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1173, loss: 0.1173 2023-12-25 18:01:05,736 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:26:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1389, loss: 0.1389 2023-12-25 18:01:28,391 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:26:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1180, loss: 0.1180 2023-12-25 18:01:40,823 - pyskl - INFO - Saving checkpoint at 127 epochs 2023-12-25 18:03:08,834 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:03:08,913 - pyskl - INFO - top1_acc 0.9181 top5_acc 0.9922 2023-12-25 18:03:08,918 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9181, top5_acc: 0.9922 2023-12-25 18:03:48,842 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:25:52, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1017, loss: 0.1017 2023-12-25 18:04:11,480 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:25:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 2023-12-25 18:04:33,991 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:25:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0857, loss: 0.0857 2023-12-25 18:04:56,417 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:24:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 2023-12-25 18:05:18,826 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:24:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 2023-12-25 18:05:41,305 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:23:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 2023-12-25 18:06:03,756 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:23:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1104, loss: 0.1104 2023-12-25 18:06:26,297 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:23:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1070, loss: 0.1070 2023-12-25 18:06:48,788 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:22:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 2023-12-25 18:07:11,248 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:22:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0827, loss: 0.0827 2023-12-25 18:07:33,754 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:22:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 2023-12-25 18:07:56,270 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:21:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 2023-12-25 18:08:18,780 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:21:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0974, loss: 0.0974 2023-12-25 18:08:41,240 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:20:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0942, loss: 0.0942 2023-12-25 18:09:03,670 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:20:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 2023-12-25 18:09:26,065 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:20:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 2023-12-25 18:09:48,471 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:19:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1300, loss: 0.1300 2023-12-25 18:10:10,878 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:19:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1279, loss: 0.1279 2023-12-25 18:10:33,299 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:18:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1274, loss: 0.1274 2023-12-25 18:10:55,708 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:18:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1168, loss: 0.1168 2023-12-25 18:11:18,127 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:18:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1036, loss: 0.1036 2023-12-25 18:11:40,518 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:17:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1227, loss: 0.1227 2023-12-25 18:12:02,893 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:17:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 2023-12-25 18:12:15,316 - pyskl - INFO - Saving checkpoint at 128 epochs 2023-12-25 18:13:43,285 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:13:43,366 - pyskl - INFO - top1_acc 0.9230 top5_acc 0.9920 2023-12-25 18:13:43,370 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_122.pth was removed 2023-12-25 18:13:43,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. 2023-12-25 18:13:43,497 - pyskl - INFO - Best top1_acc is 0.9230 at 128 epoch. 2023-12-25 18:13:43,501 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9230, top5_acc: 0.9920 2023-12-25 18:14:23,362 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:16:53, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 2023-12-25 18:14:45,867 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:16:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 2023-12-25 18:15:08,502 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:16:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0915, loss: 0.0915 2023-12-25 18:15:31,158 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:15:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 2023-12-25 18:15:53,694 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:15:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 2023-12-25 18:16:16,273 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:14:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0995, loss: 0.0995 2023-12-25 18:16:38,852 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:14:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 2023-12-25 18:17:01,464 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:14:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 2023-12-25 18:17:23,999 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:13:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 2023-12-25 18:17:46,593 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:13:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-25 18:18:09,277 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:13:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 2023-12-25 18:18:31,893 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:12:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0844, loss: 0.0844 2023-12-25 18:18:54,395 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:12:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0969, loss: 0.0969 2023-12-25 18:19:16,912 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:11:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0929, loss: 0.0929 2023-12-25 18:19:39,445 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:11:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 2023-12-25 18:20:01,962 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:11:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0934, loss: 0.0934 2023-12-25 18:20:24,488 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:10:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0834, loss: 0.0834 2023-12-25 18:20:46,988 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:10:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 2023-12-25 18:21:09,466 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:10:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 2023-12-25 18:21:31,938 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:09:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 2023-12-25 18:21:54,437 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:09:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0983, loss: 0.0983 2023-12-25 18:22:16,919 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:08:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 2023-12-25 18:22:39,444 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:08:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 2023-12-25 18:22:51,877 - pyskl - INFO - Saving checkpoint at 129 epochs 2023-12-25 18:24:19,592 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:24:19,673 - pyskl - INFO - top1_acc 0.9202 top5_acc 0.9909 2023-12-25 18:24:19,677 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9202, top5_acc: 0.9909 2023-12-25 18:24:59,352 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:07:55, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0831, loss: 0.0831 2023-12-25 18:25:21,912 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:07:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1010, loss: 0.1010 2023-12-25 18:25:44,366 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:07:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 2023-12-25 18:26:06,828 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:06:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 2023-12-25 18:26:29,278 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:06:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0917, loss: 0.0917 2023-12-25 18:26:51,728 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:06:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 2023-12-25 18:27:14,193 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:05:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0962, loss: 0.0962 2023-12-25 18:27:36,611 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:05:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0760, loss: 0.0760 2023-12-25 18:27:59,008 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:04:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 2023-12-25 18:28:21,496 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:04:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-25 18:28:44,005 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:04:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-25 18:29:06,450 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:03:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 2023-12-25 18:29:28,894 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:03:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 2023-12-25 18:29:51,293 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:02:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1075, loss: 0.1075 2023-12-25 18:30:13,713 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:02:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0888, loss: 0.0888 2023-12-25 18:30:36,134 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:02:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1027, loss: 0.1027 2023-12-25 18:30:58,553 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:01:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783 2023-12-25 18:31:20,969 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 3:01:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 2023-12-25 18:31:43,372 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 3:01:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 2023-12-25 18:32:05,787 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 3:00:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 2023-12-25 18:32:28,345 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 3:00:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717 2023-12-25 18:32:50,875 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 2:59:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0857, loss: 0.0857 2023-12-25 18:33:13,437 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 2:59:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 2023-12-25 18:33:25,935 - pyskl - INFO - Saving checkpoint at 130 epochs 2023-12-25 18:34:54,153 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:34:54,233 - pyskl - INFO - top1_acc 0.9218 top5_acc 0.9918 2023-12-25 18:34:54,238 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9218, top5_acc: 0.9918 2023-12-25 18:35:33,702 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 2:58:56, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-25 18:35:56,242 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 2:58:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0840, loss: 0.0840 2023-12-25 18:36:18,744 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 2:58:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 2023-12-25 18:36:41,211 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 2:57:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 2023-12-25 18:37:03,729 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 2:57:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0819, loss: 0.0819 2023-12-25 18:37:26,180 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 2:57:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 2023-12-25 18:37:48,642 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 2:56:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0891, loss: 0.0891 2023-12-25 18:38:11,156 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 2:56:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0747, loss: 0.0747 2023-12-25 18:38:33,648 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 2:55:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 2023-12-25 18:38:56,197 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 2:55:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 2023-12-25 18:39:18,695 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 2:55:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 2023-12-25 18:39:41,163 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 2:54:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 2023-12-25 18:40:03,724 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:54:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 2023-12-25 18:40:26,305 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:53:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 2023-12-25 18:40:48,911 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:53:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 2023-12-25 18:41:11,468 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:53:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 2023-12-25 18:41:33,997 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:52:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 2023-12-25 18:41:56,680 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:52:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 2023-12-25 18:42:19,368 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:52:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 2023-12-25 18:42:42,015 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:51:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 2023-12-25 18:43:04,656 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:51:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 2023-12-25 18:43:27,241 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:50:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0792, loss: 0.0792 2023-12-25 18:43:49,707 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:50:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 2023-12-25 18:44:02,075 - pyskl - INFO - Saving checkpoint at 131 epochs 2023-12-25 18:45:30,070 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:45:30,151 - pyskl - INFO - top1_acc 0.9156 top5_acc 0.9909 2023-12-25 18:45:30,156 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9156, top5_acc: 0.9909 2023-12-25 18:46:09,645 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:49:58, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 2023-12-25 18:46:32,123 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:49:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 2023-12-25 18:46:54,870 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:49:12, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 2023-12-25 18:47:17,361 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:48:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0635, loss: 0.0635 2023-12-25 18:47:39,880 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:48:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 2023-12-25 18:48:02,458 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:48:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 2023-12-25 18:48:24,961 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:47:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 2023-12-25 18:48:47,447 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:47:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 2023-12-25 18:49:09,924 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:46:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2023-12-25 18:49:32,449 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:46:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0598, loss: 0.0598 2023-12-25 18:49:55,051 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:46:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0718, loss: 0.0718 2023-12-25 18:50:17,610 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:45:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 2023-12-25 18:50:40,146 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:45:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 2023-12-25 18:51:02,657 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:45:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 2023-12-25 18:51:25,119 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:44:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 2023-12-25 18:51:47,607 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:44:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 2023-12-25 18:52:10,036 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:43:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 2023-12-25 18:52:32,479 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:43:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 2023-12-25 18:52:54,870 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:43:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0772, loss: 0.0772 2023-12-25 18:53:17,300 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:42:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 2023-12-25 18:53:39,809 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:42:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 2023-12-25 18:54:02,320 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:41:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 2023-12-25 18:54:24,821 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:41:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0745, loss: 0.0745 2023-12-25 18:54:37,261 - pyskl - INFO - Saving checkpoint at 132 epochs 2023-12-25 18:56:05,029 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 18:56:05,109 - pyskl - INFO - top1_acc 0.9249 top5_acc 0.9929 2023-12-25 18:56:05,112 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_128.pth was removed 2023-12-25 18:56:05,236 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. 2023-12-25 18:56:05,236 - pyskl - INFO - Best top1_acc is 0.9249 at 132 epoch. 2023-12-25 18:56:05,241 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9249, top5_acc: 0.9929 2023-12-25 18:56:45,115 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:40:59, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0528, loss: 0.0528 2023-12-25 18:57:07,612 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:40:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 2023-12-25 18:57:30,168 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:40:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 2023-12-25 18:57:52,675 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:39:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 2023-12-25 18:58:15,167 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:39:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 2023-12-25 18:58:37,642 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:39:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 2023-12-25 18:59:00,189 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:38:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 2023-12-25 18:59:22,746 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:38:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 2023-12-25 18:59:45,321 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:37:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 2023-12-25 19:00:07,777 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:37:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 2023-12-25 19:00:30,220 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:37:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 2023-12-25 19:00:52,648 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:36:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 2023-12-25 19:01:15,094 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:36:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 2023-12-25 19:01:37,618 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:36:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0673, loss: 0.0673 2023-12-25 19:02:00,263 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:35:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 2023-12-25 19:02:22,711 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:35:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 2023-12-25 19:02:45,217 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:34:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0500, loss: 0.0500 2023-12-25 19:03:07,683 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:34:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 2023-12-25 19:03:30,217 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:34:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 2023-12-25 19:03:52,754 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:33:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 2023-12-25 19:04:15,330 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:33:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 2023-12-25 19:04:37,894 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:32:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 2023-12-25 19:05:00,311 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:32:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 2023-12-25 19:05:12,772 - pyskl - INFO - Saving checkpoint at 133 epochs 2023-12-25 19:06:40,720 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:06:40,799 - pyskl - INFO - top1_acc 0.9321 top5_acc 0.9928 2023-12-25 19:06:40,803 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_132.pth was removed 2023-12-25 19:06:40,937 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. 2023-12-25 19:06:40,937 - pyskl - INFO - Best top1_acc is 0.9321 at 133 epoch. 2023-12-25 19:06:40,942 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9321, top5_acc: 0.9928 2023-12-25 19:07:20,976 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:32:01, time: 0.400, data_time: 0.175, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 2023-12-25 19:07:43,559 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:31:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0528, loss: 0.0528 2023-12-25 19:08:06,149 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:31:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 2023-12-25 19:08:28,788 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:30:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 2023-12-25 19:08:51,266 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:30:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 2023-12-25 19:09:13,732 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:30:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 2023-12-25 19:09:36,185 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:29:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 2023-12-25 19:09:58,648 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:29:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0502, loss: 0.0502 2023-12-25 19:10:21,125 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:28:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0494, loss: 0.0494 2023-12-25 19:10:43,591 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:28:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 2023-12-25 19:11:06,106 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:28:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 2023-12-25 19:11:28,788 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:27:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 2023-12-25 19:11:51,445 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:27:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 2023-12-25 19:12:14,032 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:27:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 2023-12-25 19:12:36,548 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:26:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 2023-12-25 19:12:59,153 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:26:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 2023-12-25 19:13:21,724 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:25:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 2023-12-25 19:13:44,278 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:25:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 2023-12-25 19:14:06,714 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:25:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0540, loss: 0.0540 2023-12-25 19:14:29,178 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:24:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0490, loss: 0.0490 2023-12-25 19:14:51,689 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:24:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 2023-12-25 19:15:14,139 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:24:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 2023-12-25 19:15:36,562 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:23:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 2023-12-25 19:15:48,916 - pyskl - INFO - Saving checkpoint at 134 epochs 2023-12-25 19:17:16,616 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:17:16,694 - pyskl - INFO - top1_acc 0.9308 top5_acc 0.9923 2023-12-25 19:17:16,698 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9308, top5_acc: 0.9923 2023-12-25 19:17:56,285 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:23:03, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 2023-12-25 19:18:18,909 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:22:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 2023-12-25 19:18:41,401 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:22:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 2023-12-25 19:19:03,912 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:21:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 2023-12-25 19:19:26,462 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:21:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 2023-12-25 19:19:49,011 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:21:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 2023-12-25 19:20:11,583 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:20:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 2023-12-25 19:20:34,156 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:20:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 2023-12-25 19:20:56,806 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:20:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-25 19:21:19,377 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:19:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 2023-12-25 19:21:41,905 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:19:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 2023-12-25 19:22:04,433 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:18:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 2023-12-25 19:22:26,923 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:18:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 2023-12-25 19:22:49,401 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:18:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 2023-12-25 19:23:11,914 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:17:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 2023-12-25 19:23:34,427 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:17:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 2023-12-25 19:23:57,021 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:16:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531 2023-12-25 19:24:19,607 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:16:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 2023-12-25 19:24:42,364 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:16:11, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-25 19:25:04,982 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:15:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0540, loss: 0.0540 2023-12-25 19:25:27,529 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:15:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 2023-12-25 19:25:50,024 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:15:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0675, loss: 0.0675 2023-12-25 19:26:12,502 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:14:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 2023-12-25 19:26:24,910 - pyskl - INFO - Saving checkpoint at 135 epochs 2023-12-25 19:27:52,813 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:27:52,892 - pyskl - INFO - top1_acc 0.9299 top5_acc 0.9922 2023-12-25 19:27:52,896 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9299, top5_acc: 0.9922 2023-12-25 19:28:32,666 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:14:05, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 2023-12-25 19:28:55,296 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:13:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0507, loss: 0.0507 2023-12-25 19:29:17,820 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:13:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0621, loss: 0.0621 2023-12-25 19:29:40,334 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:12:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 2023-12-25 19:30:02,834 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:12:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 2023-12-25 19:30:25,362 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:12:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 2023-12-25 19:30:47,845 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:11:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 2023-12-25 19:31:10,351 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:11:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 2023-12-25 19:31:32,841 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:11:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 2023-12-25 19:31:55,392 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:10:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 2023-12-25 19:32:17,894 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:10:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 2023-12-25 19:32:40,332 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:09:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 2023-12-25 19:33:02,778 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:09:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-25 19:33:25,244 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:09:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 2023-12-25 19:33:47,774 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:08:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493 2023-12-25 19:34:10,235 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:08:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 2023-12-25 19:34:32,676 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:07:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 2023-12-25 19:34:55,157 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:07:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 2023-12-25 19:35:17,689 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:07:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 2023-12-25 19:35:40,176 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:06:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421 2023-12-25 19:36:02,768 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:06:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 2023-12-25 19:36:25,232 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:06:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 2023-12-25 19:36:47,818 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:05:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 2023-12-25 19:37:00,277 - pyskl - INFO - Saving checkpoint at 136 epochs 2023-12-25 19:38:28,788 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:38:28,868 - pyskl - INFO - top1_acc 0.9332 top5_acc 0.9930 2023-12-25 19:38:28,872 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_133.pth was removed 2023-12-25 19:38:29,000 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. 2023-12-25 19:38:29,000 - pyskl - INFO - Best top1_acc is 0.9332 at 136 epoch. 2023-12-25 19:38:29,004 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9332, top5_acc: 0.9930 2023-12-25 19:39:08,548 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:05:07, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-25 19:39:31,051 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:04:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 2023-12-25 19:39:53,547 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:04:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 2023-12-25 19:40:16,042 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:03:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 2023-12-25 19:40:38,511 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:03:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2023-12-25 19:41:00,993 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:03:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 2023-12-25 19:41:23,496 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:02:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 2023-12-25 19:41:45,999 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:02:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0482, loss: 0.0482 2023-12-25 19:42:08,516 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:02:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 2023-12-25 19:42:30,973 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:01:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 2023-12-25 19:42:53,432 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:01:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-25 19:43:15,869 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 2:00:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 2023-12-25 19:43:38,336 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 2:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0482, loss: 0.0482 2023-12-25 19:44:00,833 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 2:00:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-25 19:44:23,333 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 1:59:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 2023-12-25 19:44:45,878 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 1:59:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 2023-12-25 19:45:08,523 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 1:59:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-25 19:45:31,184 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 1:58:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 2023-12-25 19:45:53,779 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 1:58:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 2023-12-25 19:46:16,346 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 1:57:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501 2023-12-25 19:46:39,022 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 1:57:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0453, loss: 0.0453 2023-12-25 19:47:01,558 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 1:57:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 2023-12-25 19:47:24,016 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 1:56:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 2023-12-25 19:47:36,538 - pyskl - INFO - Saving checkpoint at 137 epochs 2023-12-25 19:49:04,716 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:49:04,796 - pyskl - INFO - top1_acc 0.9320 top5_acc 0.9923 2023-12-25 19:49:04,801 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9320, top5_acc: 0.9923 2023-12-25 19:49:44,871 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:56:09, time: 0.401, data_time: 0.176, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-25 19:50:07,392 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:55:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 2023-12-25 19:50:29,862 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:55:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 2023-12-25 19:50:52,249 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:55:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 2023-12-25 19:51:14,793 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:54:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 2023-12-25 19:51:37,335 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:54:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 2023-12-25 19:51:59,742 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:53:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 2023-12-25 19:52:22,138 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:53:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 2023-12-25 19:52:44,660 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:53:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 2023-12-25 19:53:07,105 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:52:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 2023-12-25 19:53:29,630 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:52:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 2023-12-25 19:53:52,084 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:51:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 2023-12-25 19:54:14,655 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:51:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-25 19:54:37,168 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:51:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 2023-12-25 19:54:59,671 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:50:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 2023-12-25 19:55:22,179 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:50:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 2023-12-25 19:55:44,607 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:50:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 2023-12-25 19:56:07,050 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:49:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 2023-12-25 19:56:29,621 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:49:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 2023-12-25 19:56:52,181 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:48:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 2023-12-25 19:57:14,707 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:48:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 2023-12-25 19:57:37,181 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:48:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 2023-12-25 19:57:59,671 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:47:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 2023-12-25 19:58:12,049 - pyskl - INFO - Saving checkpoint at 138 epochs 2023-12-25 19:59:40,115 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 19:59:40,192 - pyskl - INFO - top1_acc 0.9316 top5_acc 0.9920 2023-12-25 19:59:40,197 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9316, top5_acc: 0.9920 2023-12-25 20:00:19,989 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:47:10, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 2023-12-25 20:00:42,460 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:46:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 2023-12-25 20:01:04,941 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:46:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 2023-12-25 20:01:27,438 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:46:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 2023-12-25 20:01:49,910 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:45:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 2023-12-25 20:02:12,531 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:45:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 2023-12-25 20:02:35,244 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:44:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2023-12-25 20:02:57,850 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:44:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-25 20:03:20,462 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:44:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2023-12-25 20:03:43,013 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:43:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 2023-12-25 20:04:05,580 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:43:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 2023-12-25 20:04:28,190 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:42:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 2023-12-25 20:04:50,732 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:42:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 2023-12-25 20:05:13,186 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:42:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 2023-12-25 20:05:35,664 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:41:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 2023-12-25 20:05:58,167 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:41:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 2023-12-25 20:06:20,718 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:41:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-25 20:06:43,278 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:40:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-25 20:07:05,847 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:40:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 2023-12-25 20:07:28,362 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:39:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 2023-12-25 20:07:50,870 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:39:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-25 20:08:13,406 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:39:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2023-12-25 20:08:35,901 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:38:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 2023-12-25 20:08:48,333 - pyskl - INFO - Saving checkpoint at 139 epochs 2023-12-25 20:10:16,593 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:10:16,675 - pyskl - INFO - top1_acc 0.9349 top5_acc 0.9922 2023-12-25 20:10:16,679 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_136.pth was removed 2023-12-25 20:10:16,810 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. 2023-12-25 20:10:16,810 - pyskl - INFO - Best top1_acc is 0.9349 at 139 epoch. 2023-12-25 20:10:16,815 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9349, top5_acc: 0.9922 2023-12-25 20:10:56,897 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:38:12, time: 0.401, data_time: 0.176, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 2023-12-25 20:11:19,414 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:37:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 2023-12-25 20:11:41,853 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:37:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 2023-12-25 20:12:04,382 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:37:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 2023-12-25 20:12:27,091 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:36:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-25 20:12:49,571 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:36:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 2023-12-25 20:13:12,106 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:35:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 2023-12-25 20:13:34,715 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:35:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-25 20:13:57,293 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:35:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 2023-12-25 20:14:19,917 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:34:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 2023-12-25 20:14:42,497 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:34:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 2023-12-25 20:15:05,087 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:34:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 2023-12-25 20:15:27,598 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:33:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-25 20:15:50,104 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:33:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0420, loss: 0.0420 2023-12-25 20:16:12,637 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:32:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 2023-12-25 20:16:35,137 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:32:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 2023-12-25 20:16:57,665 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:32:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 2023-12-25 20:17:20,079 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:31:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 2023-12-25 20:17:42,546 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:31:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-25 20:18:05,008 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:30:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 2023-12-25 20:18:27,472 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:30:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 2023-12-25 20:18:50,044 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:30:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 2023-12-25 20:19:12,665 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:29:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 2023-12-25 20:19:25,130 - pyskl - INFO - Saving checkpoint at 140 epochs 2023-12-25 20:20:53,263 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:20:53,342 - pyskl - INFO - top1_acc 0.9285 top5_acc 0.9917 2023-12-25 20:20:53,347 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9285, top5_acc: 0.9917 2023-12-25 20:21:33,120 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:29:14, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 2023-12-25 20:21:55,598 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:28:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 2023-12-25 20:22:18,083 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:28:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 2023-12-25 20:22:40,581 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:28:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2023-12-25 20:23:03,012 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:27:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-25 20:23:25,443 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:27:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 2023-12-25 20:23:47,927 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:26:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-25 20:24:10,396 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:26:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 2023-12-25 20:24:32,923 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:26:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 2023-12-25 20:24:55,472 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:25:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2023-12-25 20:25:18,097 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:25:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2023-12-25 20:25:40,597 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:25:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-25 20:26:03,270 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:24:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 2023-12-25 20:26:25,802 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:24:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 2023-12-25 20:26:48,372 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:23:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 2023-12-25 20:27:10,895 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:23:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 2023-12-25 20:27:33,559 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:23:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-25 20:27:56,126 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:22:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-25 20:28:18,672 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:22:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-25 20:28:41,178 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:22:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 2023-12-25 20:29:03,736 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:21:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 2023-12-25 20:29:26,274 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:21:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 2023-12-25 20:29:48,788 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:20:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 2023-12-25 20:30:01,242 - pyskl - INFO - Saving checkpoint at 141 epochs 2023-12-25 20:31:29,296 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:31:29,377 - pyskl - INFO - top1_acc 0.9326 top5_acc 0.9925 2023-12-25 20:31:29,381 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9326, top5_acc: 0.9925 2023-12-25 20:32:09,477 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:20:17, time: 0.401, data_time: 0.175, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-25 20:32:32,005 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:19:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-25 20:32:54,531 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:19:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 2023-12-25 20:33:17,025 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:19:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 2023-12-25 20:33:39,564 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:18:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-25 20:34:02,036 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:18:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2023-12-25 20:34:24,421 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:17:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2023-12-25 20:34:46,891 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:17:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 2023-12-25 20:35:09,404 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:17:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-25 20:35:31,933 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:16:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-25 20:35:54,412 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:16:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-25 20:36:16,905 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:16:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 2023-12-25 20:36:39,431 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:15:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-25 20:37:01,975 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:15:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 2023-12-25 20:37:24,481 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:14:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 2023-12-25 20:37:46,975 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:14:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 2023-12-25 20:38:09,488 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:14:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 2023-12-25 20:38:32,018 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:13:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 2023-12-25 20:38:54,544 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:13:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 2023-12-25 20:39:17,091 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:13:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-25 20:39:39,580 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:12:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 2023-12-25 20:40:02,100 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:12:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-25 20:40:24,644 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:11:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 2023-12-25 20:40:37,151 - pyskl - INFO - Saving checkpoint at 142 epochs 2023-12-25 20:42:05,072 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:42:05,151 - pyskl - INFO - top1_acc 0.9324 top5_acc 0.9921 2023-12-25 20:42:05,157 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9324, top5_acc: 0.9921 2023-12-25 20:42:45,011 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:11:19, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-25 20:43:07,413 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:10:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-25 20:43:29,819 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:10:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-25 20:43:52,261 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:10:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-25 20:44:14,721 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:09:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-25 20:44:37,204 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:09:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2023-12-25 20:44:59,675 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:09:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-25 20:45:22,145 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:08:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2023-12-25 20:45:44,630 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:08:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-25 20:46:07,125 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:07:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 2023-12-25 20:46:29,669 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:07:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-25 20:46:52,374 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:07:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 2023-12-25 20:47:14,959 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:06:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 20:47:37,568 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:06:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0433, loss: 0.0433 2023-12-25 20:48:00,155 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:05:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 2023-12-25 20:48:22,815 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:05:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 2023-12-25 20:48:45,417 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:05:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2023-12-25 20:49:07,967 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:04:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 2023-12-25 20:49:30,486 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:04:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-25 20:49:52,985 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:04:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-25 20:50:15,478 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:03:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-25 20:50:37,964 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:03:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-25 20:51:00,472 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:02:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 2023-12-25 20:51:12,839 - pyskl - INFO - Saving checkpoint at 143 epochs 2023-12-25 20:52:40,540 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 20:52:40,620 - pyskl - INFO - top1_acc 0.9330 top5_acc 0.9921 2023-12-25 20:52:40,625 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9330, top5_acc: 0.9921 2023-12-25 20:53:20,453 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:02:21, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-25 20:53:42,957 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:01:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2023-12-25 20:54:05,572 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:01:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-25 20:54:28,121 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:01:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2023-12-25 20:54:50,680 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:00:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-25 20:55:13,209 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:00:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-25 20:55:35,673 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:00:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-25 20:55:58,135 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 0:59:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2023-12-25 20:56:20,722 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 0:59:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 2023-12-25 20:56:43,292 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 0:58:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0373, loss: 0.0373 2023-12-25 20:57:05,805 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 0:58:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 2023-12-25 20:57:28,304 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 0:58:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 2023-12-25 20:57:50,785 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:57:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-25 20:58:13,354 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:57:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 2023-12-25 20:58:35,948 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:57:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-25 20:58:58,461 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:56:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 2023-12-25 20:59:21,014 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:56:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-25 20:59:43,550 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:55:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-25 21:00:06,212 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:55:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-25 21:00:28,766 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:55:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-25 21:00:51,273 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:54:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 2023-12-25 21:01:13,870 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:54:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:01:36,435 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:53:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-25 21:01:49,021 - pyskl - INFO - Saving checkpoint at 144 epochs 2023-12-25 21:03:16,957 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:03:17,035 - pyskl - INFO - top1_acc 0.9327 top5_acc 0.9924 2023-12-25 21:03:17,040 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9327, top5_acc: 0.9924 2023-12-25 21:03:57,251 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:53:23, time: 0.402, data_time: 0.178, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 2023-12-25 21:04:19,721 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:53:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 2023-12-25 21:04:42,318 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:52:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-25 21:05:04,795 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:52:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-25 21:05:27,367 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:51:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 2023-12-25 21:05:50,076 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:51:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-25 21:06:12,739 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:51:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 2023-12-25 21:06:35,246 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:50:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-25 21:06:57,747 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:50:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-25 21:07:20,207 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:49:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-25 21:07:42,651 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:49:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-25 21:08:05,097 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:49:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 2023-12-25 21:08:27,549 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:48:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 2023-12-25 21:08:50,018 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:48:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-25 21:09:12,541 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:48:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-25 21:09:35,046 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:47:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 2023-12-25 21:09:57,486 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:47:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2023-12-25 21:10:19,954 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:46:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-25 21:10:42,519 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:46:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 2023-12-25 21:11:05,024 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:46:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 2023-12-25 21:11:27,474 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:45:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 2023-12-25 21:11:49,942 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:45:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 2023-12-25 21:12:12,439 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:45:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-25 21:12:24,895 - pyskl - INFO - Saving checkpoint at 145 epochs 2023-12-25 21:13:53,015 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:13:53,095 - pyskl - INFO - top1_acc 0.9331 top5_acc 0.9920 2023-12-25 21:13:53,099 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9331, top5_acc: 0.9920 2023-12-25 21:14:33,156 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:44:25, time: 0.401, data_time: 0.175, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-25 21:14:55,644 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:44:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 2023-12-25 21:15:18,105 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:43:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-25 21:15:40,591 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:43:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-25 21:16:03,029 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:42:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 2023-12-25 21:16:25,516 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:42:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 2023-12-25 21:16:47,998 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:42:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-25 21:17:10,561 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:41:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0348, loss: 0.0348 2023-12-25 21:17:33,234 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:41:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 2023-12-25 21:17:55,812 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:40:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 2023-12-25 21:18:18,287 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:40:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-25 21:18:40,769 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:40:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 2023-12-25 21:19:03,235 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:39:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 2023-12-25 21:19:25,693 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:39:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-25 21:19:48,180 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:39:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-25 21:20:10,705 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:38:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 2023-12-25 21:20:33,228 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:38:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 2023-12-25 21:20:55,772 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:37:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-25 21:21:18,306 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:37:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:21:40,936 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:37:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 2023-12-25 21:22:03,530 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:36:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 2023-12-25 21:22:26,007 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:36:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-25 21:22:48,723 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:36:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 2023-12-25 21:23:01,172 - pyskl - INFO - Saving checkpoint at 146 epochs 2023-12-25 21:24:29,239 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:24:29,319 - pyskl - INFO - top1_acc 0.9324 top5_acc 0.9917 2023-12-25 21:24:29,324 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9324, top5_acc: 0.9917 2023-12-25 21:25:09,337 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:35:27, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 2023-12-25 21:25:31,891 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:35:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-25 21:25:54,426 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:34:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 2023-12-25 21:26:16,926 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:34:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-25 21:26:39,400 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:33:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-25 21:27:01,889 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:33:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 2023-12-25 21:27:24,376 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:33:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-25 21:27:46,842 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:32:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-25 21:28:09,314 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-25 21:28:31,791 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:32:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 2023-12-25 21:28:54,329 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:31:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 2023-12-25 21:29:16,792 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:31:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 2023-12-25 21:29:39,297 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:30:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 2023-12-25 21:30:01,768 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:30:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 2023-12-25 21:30:24,261 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:30:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 2023-12-25 21:30:46,754 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:29:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-25 21:31:09,258 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:29:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-25 21:31:31,753 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:28:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-25 21:31:54,302 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:28:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-25 21:32:16,867 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:28:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-25 21:32:39,373 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:27:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 2023-12-25 21:33:01,879 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:27:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-25 21:33:24,380 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:27:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-25 21:33:36,809 - pyskl - INFO - Saving checkpoint at 147 epochs 2023-12-25 21:35:04,922 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:35:05,001 - pyskl - INFO - top1_acc 0.9330 top5_acc 0.9921 2023-12-25 21:35:05,005 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9330, top5_acc: 0.9921 2023-12-25 21:35:44,740 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:26:30, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-25 21:36:07,241 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:26:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 2023-12-25 21:36:29,695 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:25:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-25 21:36:52,121 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:25:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2023-12-25 21:37:14,727 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:24:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-25 21:37:37,252 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:24:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 2023-12-25 21:37:59,730 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-25 21:38:22,191 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:23:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 2023-12-25 21:38:44,686 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:23:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:39:07,183 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:23:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 2023-12-25 21:39:29,670 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:22:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 2023-12-25 21:39:52,253 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:22:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 2023-12-25 21:40:14,722 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:21:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:40:37,180 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:21:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-25 21:40:59,633 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:21:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:41:22,070 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:20:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 2023-12-25 21:41:44,553 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-25 21:42:07,150 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:20:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-25 21:42:29,710 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:19:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:42:52,253 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-25 21:43:14,832 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:18:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2023-12-25 21:43:37,407 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:18:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0355, loss: 0.0355 2023-12-25 21:43:59,962 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:18:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-25 21:44:12,436 - pyskl - INFO - Saving checkpoint at 148 epochs 2023-12-25 21:45:40,185 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:45:40,265 - pyskl - INFO - top1_acc 0.9340 top5_acc 0.9919 2023-12-25 21:45:40,269 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9340, top5_acc: 0.9919 2023-12-25 21:46:20,074 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:17:32, time: 0.398, data_time: 0.172, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 2023-12-25 21:46:42,510 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 2023-12-25 21:47:04,915 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:16:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 2023-12-25 21:47:27,335 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-25 21:47:49,773 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:16:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 2023-12-25 21:48:12,307 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:15:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 2023-12-25 21:48:34,740 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 2023-12-25 21:48:57,148 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:14:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0310, loss: 0.0310 2023-12-25 21:49:19,592 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 2023-12-25 21:49:42,006 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:14:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321 2023-12-25 21:50:04,384 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:13:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 2023-12-25 21:50:26,759 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 2023-12-25 21:50:49,110 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:12:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:51:11,649 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-25 21:51:34,151 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-25 21:51:56,607 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:11:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 2023-12-25 21:52:19,046 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 2023-12-25 21:52:41,539 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:11:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 2023-12-25 21:53:04,009 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:10:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 2023-12-25 21:53:26,454 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-25 21:53:48,901 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:09:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-25 21:54:11,524 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 2023-12-25 21:54:34,040 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 2023-12-25 21:54:46,476 - pyskl - INFO - Saving checkpoint at 149 epochs 2023-12-25 21:56:14,519 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 21:56:14,600 - pyskl - INFO - top1_acc 0.9340 top5_acc 0.9923 2023-12-25 21:56:14,605 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9340, top5_acc: 0.9923 2023-12-25 21:56:54,480 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:34, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 2023-12-25 21:57:17,015 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 2023-12-25 21:57:39,669 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:07:49, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 2023-12-25 21:58:02,319 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2023-12-25 21:58:24,918 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:07:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 2023-12-25 21:58:47,396 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 2023-12-25 21:59:09,865 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 2023-12-25 21:59:32,401 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:05:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 2023-12-25 21:59:55,057 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 2023-12-25 22:00:17,833 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:09, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 2023-12-25 22:00:40,558 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 2023-12-25 22:01:03,121 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-25 22:01:25,633 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:04:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 2023-12-25 22:01:48,150 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-25 22:02:10,629 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 2023-12-25 22:02:33,103 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 2023-12-25 22:02:55,599 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 2023-12-25 22:03:18,089 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 2023-12-25 22:03:40,599 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 2023-12-25 22:04:03,094 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 2023-12-25 22:04:25,640 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 2023-12-25 22:04:48,062 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 2023-12-25 22:05:10,537 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 2023-12-25 22:05:22,916 - pyskl - INFO - Saving checkpoint at 150 epochs 2023-12-25 22:06:51,075 - pyskl - INFO - Evaluating top_k_accuracy ... 2023-12-25 22:06:51,153 - pyskl - INFO - top1_acc 0.9344 top5_acc 0.9923 2023-12-25 22:06:51,158 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9344, top5_acc: 0.9923 2023-12-25 22:06:58,958 - pyskl - INFO - 18932 videos remain after valid thresholding 2023-12-25 22:18:42,120 - pyskl - INFO - Testing results of the last checkpoint 2023-12-25 22:18:42,120 - pyskl - INFO - top1_acc: 0.9392 2023-12-25 22:18:42,120 - pyskl - INFO - top5_acc: 0.9932 2023-12-25 22:18:42,121 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/bm/best_top1_acc_epoch_139.pth 2023-12-25 22:30:25,412 - pyskl - INFO - Testing results of the best checkpoint 2023-12-25 22:30:25,412 - pyskl - INFO - top1_acc: 0.9398 2023-12-25 22:30:25,412 - pyskl - INFO - top5_acc: 0.9935