diff --git "a/ntu60_xsub/j_1/20231220_213426.log" "b/ntu60_xsub/j_1/20231220_213426.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/j_1/20231220_213426.log" @@ -0,0 +1,4975 @@ +2023-12-20 21:34:27,029 - 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+ +------------------------------------------------------------ + +2023-12-20 21:34:27,321 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xsub/j_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_2', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-20 21:34:27,322 - pyskl - INFO - Set random seed to 181936913, deterministic: False +2023-12-20 21:34:32,303 - pyskl - INFO - 40091 videos remain after valid thresholding +2023-12-20 21:34:40,657 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-20 21:34:40,664 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1 +2023-12-20 21:34:40,665 - 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 + -------------------- +2023-12-20 21:34:40,665 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-20 21:34:40,666 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1 by HardDiskBackend. +2023-12-20 21:35:23,387 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 20:35:29, time: 0.427, data_time: 0.193, memory: 6525, top1_acc: 0.0413, top5_acc: 0.1856, loss_cls: 5.6572, loss: 5.6572 +2023-12-20 21:35:45,892 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 10:01:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.0800, top5_acc: 0.2869, loss_cls: 5.2496, loss: 5.2496 +2023-12-20 21:36:08,609 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:34:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.1075, top5_acc: 0.3706, loss_cls: 5.6005, loss: 5.6005 +2023-12-20 21:36:31,105 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:47:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1206, top5_acc: 0.4113, loss_cls: 5.9443, loss: 5.9443 +2023-12-20 21:36:53,711 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:44:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1644, top5_acc: 0.4738, loss_cls: 5.4502, loss: 5.4502 +2023-12-20 21:37:16,320 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:02:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1956, top5_acc: 0.5337, loss_cls: 5.0184, loss: 5.0184 +2023-12-20 21:37:38,933 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:32:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1888, top5_acc: 0.5494, loss_cls: 4.8252, loss: 4.8252 +2023-12-20 21:38:01,450 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:08:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.2231, top5_acc: 0.6212, loss_cls: 4.5445, loss: 4.5445 +2023-12-20 21:38:23,974 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:50:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.2369, top5_acc: 0.6106, loss_cls: 4.4231, loss: 4.4231 +2023-12-20 21:38:46,528 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:36:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.2606, top5_acc: 0.6469, loss_cls: 4.2804, loss: 4.2804 +2023-12-20 21:39:09,135 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:24:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.2838, top5_acc: 0.6475, loss_cls: 4.2289, loss: 4.2289 +2023-12-20 21:39:31,933 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:15:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.2994, top5_acc: 0.6856, loss_cls: 4.1028, loss: 4.1028 +2023-12-20 21:39:54,653 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:07:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3206, top5_acc: 0.7250, loss_cls: 3.9443, loss: 3.9443 +2023-12-20 21:40:17,365 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:01:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3544, top5_acc: 0.7631, loss_cls: 3.7949, loss: 3.7949 +2023-12-20 21:40:39,978 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 0:54:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3425, top5_acc: 0.7419, loss_cls: 3.8119, loss: 3.8119 +2023-12-20 21:41:02,562 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:48:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.3450, top5_acc: 0.7381, loss_cls: 3.8306, loss: 3.8306 +2023-12-20 21:41:25,352 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:44:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.3625, top5_acc: 0.7669, loss_cls: 3.7647, loss: 3.7647 +2023-12-20 21:41:48,109 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:40:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.3694, top5_acc: 0.7844, loss_cls: 3.7290, loss: 3.7290 +2023-12-20 21:42:10,833 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:36:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3862, top5_acc: 0.7719, loss_cls: 3.7029, loss: 3.7029 +2023-12-20 21:42:33,468 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:33:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4225, top5_acc: 0.8150, loss_cls: 3.5413, loss: 3.5413 +2023-12-20 21:42:56,122 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:29:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4369, top5_acc: 0.8194, loss_cls: 3.5048, loss: 3.5048 +2023-12-20 21:43:18,807 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:26:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4294, top5_acc: 0.8044, loss_cls: 3.5284, loss: 3.5284 +2023-12-20 21:43:41,599 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:24:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.4344, top5_acc: 0.8206, loss_cls: 3.5238, loss: 3.5238 +2023-12-20 21:44:04,258 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:21:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4425, top5_acc: 0.8337, loss_cls: 3.4320, loss: 3.4320 +2023-12-20 21:44:26,939 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:19:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4531, top5_acc: 0.8394, loss_cls: 3.4040, loss: 3.4040 +2023-12-20 21:44:28,796 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-20 21:45:48,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 21:45:48,099 - pyskl - INFO - +top1_acc 0.4899 +top5_acc 0.8510 +2023-12-20 21:45:48,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-20 21:45:48,267 - pyskl - INFO - Best top1_acc is 0.4899 at 1 epoch. +2023-12-20 21:45:48,271 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4899, top5_acc: 0.8510 +2023-12-20 21:46:29,653 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 0:58:24, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.4931, top5_acc: 0.8475, loss_cls: 3.3389, loss: 3.3389 +2023-12-20 21:46:52,423 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 0:54:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.4656, top5_acc: 0.8394, loss_cls: 3.3708, loss: 3.3708 +2023-12-20 21:47:15,192 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 0:51:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.4975, top5_acc: 0.8506, loss_cls: 3.3071, loss: 3.3071 +2023-12-20 21:47:37,888 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:48:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4875, top5_acc: 0.8525, loss_cls: 3.2780, loss: 3.2780 +2023-12-20 21:48:00,655 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:45:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5144, top5_acc: 0.8656, loss_cls: 3.2040, loss: 3.2040 +2023-12-20 21:48:23,305 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:42:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5131, top5_acc: 0.8662, loss_cls: 3.2079, loss: 3.2079 +2023-12-20 21:48:46,073 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:40:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5219, top5_acc: 0.8838, loss_cls: 3.1338, loss: 3.1338 +2023-12-20 21:49:08,784 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:37:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5244, top5_acc: 0.8819, loss_cls: 3.1445, loss: 3.1445 +2023-12-20 21:49:31,364 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:35:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5331, top5_acc: 0.8794, loss_cls: 3.1355, loss: 3.1355 +2023-12-20 21:49:54,033 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:32:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5350, top5_acc: 0.8800, loss_cls: 3.1062, loss: 3.1062 +2023-12-20 21:50:16,734 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:30:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5387, top5_acc: 0.8869, loss_cls: 3.1065, loss: 3.1065 +2023-12-20 21:50:39,385 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:28:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5475, top5_acc: 0.8788, loss_cls: 3.1401, loss: 3.1401 +2023-12-20 21:51:02,059 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:26:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5394, top5_acc: 0.8800, loss_cls: 3.1170, loss: 3.1170 +2023-12-20 21:51:24,692 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:24:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5563, top5_acc: 0.8856, loss_cls: 3.0879, loss: 3.0879 +2023-12-20 21:51:47,373 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:22:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5594, top5_acc: 0.8844, loss_cls: 3.0499, loss: 3.0499 +2023-12-20 21:52:10,048 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:20:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5931, top5_acc: 0.8969, loss_cls: 2.9993, loss: 2.9993 +2023-12-20 21:52:32,833 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:19:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5687, top5_acc: 0.8956, loss_cls: 3.0267, loss: 3.0267 +2023-12-20 21:52:55,672 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:17:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5981, top5_acc: 0.9044, loss_cls: 2.9356, loss: 2.9356 +2023-12-20 21:53:18,475 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:16:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.5600, top5_acc: 0.8950, loss_cls: 3.0402, loss: 3.0402 +2023-12-20 21:53:41,248 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:15:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6144, top5_acc: 0.9069, loss_cls: 2.9214, loss: 2.9214 +2023-12-20 21:54:03,913 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:13:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5625, top5_acc: 0.9038, loss_cls: 2.9978, loss: 2.9978 +2023-12-20 21:54:26,648 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:12:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5863, top5_acc: 0.9081, loss_cls: 2.9514, loss: 2.9514 +2023-12-20 21:54:49,303 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:10:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5869, top5_acc: 0.9069, loss_cls: 2.9747, loss: 2.9747 +2023-12-20 21:55:12,039 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:09:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5813, top5_acc: 0.9038, loss_cls: 2.9615, loss: 2.9615 +2023-12-20 21:55:34,674 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:08:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5669, top5_acc: 0.9038, loss_cls: 2.9896, loss: 2.9896 +2023-12-20 21:55:36,493 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-20 21:56:55,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 21:56:55,806 - pyskl - INFO - +top1_acc 0.5849 +top5_acc 0.8925 +2023-12-20 21:56:55,812 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_1.pth was removed +2023-12-20 21:56:55,964 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-20 21:56:55,964 - pyskl - INFO - Best top1_acc is 0.5849 at 2 epoch. +2023-12-20 21:56:55,968 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5849, top5_acc: 0.8925 +2023-12-20 21:57:37,605 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:27:54, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.6144, top5_acc: 0.9006, loss_cls: 2.9509, loss: 2.9509 +2023-12-20 21:58:00,092 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:26:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6006, top5_acc: 0.9156, loss_cls: 2.9204, loss: 2.9204 +2023-12-20 21:58:22,660 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:24:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6075, top5_acc: 0.9087, loss_cls: 2.8775, loss: 2.8775 +2023-12-20 21:58:45,295 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:22:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6075, top5_acc: 0.9150, loss_cls: 2.8642, loss: 2.8642 +2023-12-20 21:59:07,920 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:21:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5769, top5_acc: 0.9025, loss_cls: 2.9847, loss: 2.9847 +2023-12-20 21:59:30,490 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:19:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6206, top5_acc: 0.9187, loss_cls: 2.8461, loss: 2.8461 +2023-12-20 21:59:53,122 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:17:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6112, top5_acc: 0.9087, loss_cls: 2.9025, loss: 2.9025 +2023-12-20 22:00:15,797 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:16:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6319, top5_acc: 0.9237, loss_cls: 2.8371, loss: 2.8371 +2023-12-20 22:00:38,443 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:15:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6094, top5_acc: 0.9187, loss_cls: 2.9044, loss: 2.9044 +2023-12-20 22:01:01,014 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:13:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6288, top5_acc: 0.9175, loss_cls: 2.8450, loss: 2.8450 +2023-12-20 22:01:23,716 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:12:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6144, top5_acc: 0.9106, loss_cls: 2.8709, loss: 2.8709 +2023-12-20 22:01:46,391 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:11:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6362, top5_acc: 0.9281, loss_cls: 2.8188, loss: 2.8188 +2023-12-20 22:02:09,061 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:09:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6162, top5_acc: 0.9237, loss_cls: 2.8177, loss: 2.8177 +2023-12-20 22:02:31,681 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:08:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6262, top5_acc: 0.9237, loss_cls: 2.8347, loss: 2.8347 +2023-12-20 22:02:54,301 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:07:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6488, top5_acc: 0.9331, loss_cls: 2.7667, loss: 2.7667 +2023-12-20 22:03:17,062 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:06:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6450, top5_acc: 0.9206, loss_cls: 2.7941, loss: 2.7941 +2023-12-20 22:03:39,695 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:05:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6481, top5_acc: 0.9300, loss_cls: 2.7523, loss: 2.7523 +2023-12-20 22:04:02,384 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:03:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6625, top5_acc: 0.9419, loss_cls: 2.6880, loss: 2.6880 +2023-12-20 22:04:25,124 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:02:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6737, top5_acc: 0.9306, loss_cls: 2.6904, loss: 2.6904 +2023-12-20 22:04:47,789 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:01:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6619, top5_acc: 0.9319, loss_cls: 2.7195, loss: 2.7195 +2023-12-20 22:05:10,506 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:00:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6581, top5_acc: 0.9331, loss_cls: 2.7321, loss: 2.7321 +2023-12-20 22:05:33,274 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 23:59:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6594, top5_acc: 0.9313, loss_cls: 2.7465, loss: 2.7465 +2023-12-20 22:05:55,925 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 23:58:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6488, top5_acc: 0.9319, loss_cls: 2.7520, loss: 2.7520 +2023-12-20 22:06:18,597 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 23:57:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6787, top5_acc: 0.9306, loss_cls: 2.6884, loss: 2.6884 +2023-12-20 22:06:41,220 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 23:56:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6406, top5_acc: 0.9256, loss_cls: 2.7507, loss: 2.7507 +2023-12-20 22:06:43,039 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-20 22:08:02,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 22:08:02,348 - pyskl - INFO - +top1_acc 0.6378 +top5_acc 0.9265 +2023-12-20 22:08:02,352 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_2.pth was removed +2023-12-20 22:08:02,499 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-20 22:08:02,500 - pyskl - INFO - Best top1_acc is 0.6378 at 3 epoch. +2023-12-20 22:08:02,503 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6378, top5_acc: 0.9265 +2023-12-20 22:08:43,849 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:09:40, time: 0.413, data_time: 0.186, memory: 6525, top1_acc: 0.6731, top5_acc: 0.9487, loss_cls: 2.6478, loss: 2.6478 +2023-12-20 22:09:06,568 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:08:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6775, top5_acc: 0.9406, loss_cls: 2.6748, loss: 2.6748 +2023-12-20 22:09:29,202 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:07:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6663, top5_acc: 0.9306, loss_cls: 2.7222, loss: 2.7222 +2023-12-20 22:09:51,778 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:06:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6613, top5_acc: 0.9269, loss_cls: 2.7120, loss: 2.7120 +2023-12-20 22:10:14,347 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:05:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6819, top5_acc: 0.9425, loss_cls: 2.6622, loss: 2.6622 +2023-12-20 22:10:36,971 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:03:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9325, loss_cls: 2.6810, loss: 2.6810 +2023-12-20 22:10:59,702 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:02:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6969, top5_acc: 0.9463, loss_cls: 2.6256, loss: 2.6256 +2023-12-20 22:11:22,340 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:01:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6775, top5_acc: 0.9419, loss_cls: 2.6284, loss: 2.6284 +2023-12-20 22:11:45,040 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:00:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6975, top5_acc: 0.9394, loss_cls: 2.6260, loss: 2.6260 +2023-12-20 22:12:07,635 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 23:59:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9431, loss_cls: 2.6382, loss: 2.6382 +2023-12-20 22:12:30,344 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 23:58:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9406, loss_cls: 2.6500, loss: 2.6500 +2023-12-20 22:12:53,094 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 23:57:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6875, top5_acc: 0.9394, loss_cls: 2.6373, loss: 2.6373 +2023-12-20 22:13:15,893 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 23:57:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6831, top5_acc: 0.9463, loss_cls: 2.6445, loss: 2.6445 +2023-12-20 22:13:38,612 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 23:56:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6894, top5_acc: 0.9537, loss_cls: 2.6050, loss: 2.6050 +2023-12-20 22:14:01,252 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 23:55:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6906, top5_acc: 0.9450, loss_cls: 2.6091, loss: 2.6091 +2023-12-20 22:14:23,910 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 23:54:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7025, top5_acc: 0.9469, loss_cls: 2.5874, loss: 2.5874 +2023-12-20 22:14:46,641 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 23:53:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6981, top5_acc: 0.9419, loss_cls: 2.6121, loss: 2.6121 +2023-12-20 22:15:09,314 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 23:52:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6894, top5_acc: 0.9425, loss_cls: 2.6288, loss: 2.6288 +2023-12-20 22:15:31,882 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 23:51:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6913, top5_acc: 0.9475, loss_cls: 2.6148, loss: 2.6148 +2023-12-20 22:15:54,469 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 23:50:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7200, top5_acc: 0.9494, loss_cls: 2.5290, loss: 2.5290 +2023-12-20 22:16:17,096 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 23:49:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9513, loss_cls: 2.5108, loss: 2.5108 +2023-12-20 22:16:39,738 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 23:48:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6887, top5_acc: 0.9525, loss_cls: 2.5915, loss: 2.5915 +2023-12-20 22:17:02,463 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 23:47:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6931, top5_acc: 0.9500, loss_cls: 2.5631, loss: 2.5631 +2023-12-20 22:17:25,163 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:47:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7069, top5_acc: 0.9487, loss_cls: 2.5838, loss: 2.5838 +2023-12-20 22:17:47,832 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:46:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6944, top5_acc: 0.9481, loss_cls: 2.6176, loss: 2.6176 +2023-12-20 22:17:49,684 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-20 22:19:09,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 22:19:09,209 - pyskl - INFO - +top1_acc 0.6982 +top5_acc 0.9424 +2023-12-20 22:19:09,213 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_3.pth was removed +2023-12-20 22:19:09,369 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-20 22:19:09,369 - pyskl - INFO - Best top1_acc is 0.6982 at 4 epoch. +2023-12-20 22:19:09,374 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6982, top5_acc: 0.9424 +2023-12-20 22:19:51,148 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 23:56:07, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9494, loss_cls: 2.5299, loss: 2.5299 +2023-12-20 22:20:13,762 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 23:55:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7013, top5_acc: 0.9487, loss_cls: 2.6046, loss: 2.6046 +2023-12-20 22:20:36,317 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 23:54:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9475, loss_cls: 2.5595, loss: 2.5595 +2023-12-20 22:20:58,812 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 23:53:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9500, loss_cls: 2.5422, loss: 2.5422 +2023-12-20 22:21:21,438 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 23:52:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7188, top5_acc: 0.9525, loss_cls: 2.5264, loss: 2.5264 +2023-12-20 22:21:44,147 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 23:51:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9487, loss_cls: 2.5438, loss: 2.5438 +2023-12-20 22:22:06,916 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 23:50:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 2.5751, loss: 2.5751 +2023-12-20 22:22:29,606 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 23:49:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9513, loss_cls: 2.5761, loss: 2.5761 +2023-12-20 22:22:52,242 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 23:48:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9513, loss_cls: 2.4802, loss: 2.4802 +2023-12-20 22:23:14,927 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 23:48:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9450, loss_cls: 2.5567, loss: 2.5567 +2023-12-20 22:23:37,818 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:47:19, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9575, loss_cls: 2.4910, loss: 2.4910 +2023-12-20 22:24:00,625 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:46:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9631, loss_cls: 2.4957, loss: 2.4957 +2023-12-20 22:24:23,356 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:45:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9563, loss_cls: 2.5034, loss: 2.5034 +2023-12-20 22:24:46,148 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:45:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7144, top5_acc: 0.9500, loss_cls: 2.5444, loss: 2.5444 +2023-12-20 22:25:08,866 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:44:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7031, top5_acc: 0.9437, loss_cls: 2.5872, loss: 2.5872 +2023-12-20 22:25:31,698 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:43:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7069, top5_acc: 0.9463, loss_cls: 2.5981, loss: 2.5981 +2023-12-20 22:25:54,439 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:42:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9569, loss_cls: 2.5161, loss: 2.5161 +2023-12-20 22:26:17,237 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:42:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 2.5147, loss: 2.5147 +2023-12-20 22:26:40,027 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:41:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9537, loss_cls: 2.4817, loss: 2.4817 +2023-12-20 22:27:02,838 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:40:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7244, top5_acc: 0.9544, loss_cls: 2.5129, loss: 2.5129 +2023-12-20 22:27:25,649 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:39:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 2.4874, loss: 2.4874 +2023-12-20 22:27:48,245 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:39:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9631, loss_cls: 2.4495, loss: 2.4495 +2023-12-20 22:28:10,821 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:38:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9506, loss_cls: 2.5023, loss: 2.5023 +2023-12-20 22:28:33,481 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:37:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 2.5204, loss: 2.5204 +2023-12-20 22:28:56,157 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:36:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 2.5092, loss: 2.5092 +2023-12-20 22:28:58,019 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-20 22:30:17,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 22:30:17,445 - pyskl - INFO - +top1_acc 0.7327 +top5_acc 0.9507 +2023-12-20 22:30:17,449 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_4.pth was removed +2023-12-20 22:30:17,606 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-20 22:30:17,606 - pyskl - INFO - Best top1_acc is 0.7327 at 5 epoch. +2023-12-20 22:30:17,610 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7327, top5_acc: 0.9507 +2023-12-20 22:30:59,331 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:44:32, time: 0.417, data_time: 0.189, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 2.4348, loss: 2.4348 +2023-12-20 22:31:21,962 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:43:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9563, loss_cls: 2.5349, loss: 2.5349 +2023-12-20 22:31:44,651 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:42:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9587, loss_cls: 2.5006, loss: 2.5006 +2023-12-20 22:32:07,262 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:42:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9544, loss_cls: 2.4737, loss: 2.4737 +2023-12-20 22:32:29,791 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:41:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 2.5464, loss: 2.5464 +2023-12-20 22:32:52,485 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:40:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9569, loss_cls: 2.4995, loss: 2.4995 +2023-12-20 22:33:15,249 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:39:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 2.4283, loss: 2.4283 +2023-12-20 22:33:37,877 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:39:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 2.4287, loss: 2.4287 +2023-12-20 22:34:00,424 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:38:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9587, loss_cls: 2.4840, loss: 2.4840 +2023-12-20 22:34:23,030 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:37:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9550, loss_cls: 2.4783, loss: 2.4783 +2023-12-20 22:34:45,648 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:36:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7194, top5_acc: 0.9569, loss_cls: 2.5161, loss: 2.5161 +2023-12-20 22:35:08,342 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:35:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9563, loss_cls: 2.4524, loss: 2.4524 +2023-12-20 22:35:31,038 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:35:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9563, loss_cls: 2.4734, loss: 2.4734 +2023-12-20 22:35:53,815 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:34:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 2.4327, loss: 2.4327 +2023-12-20 22:36:16,584 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:33:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9581, loss_cls: 2.5035, loss: 2.5035 +2023-12-20 22:36:39,292 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:33:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9631, loss_cls: 2.3833, loss: 2.3833 +2023-12-20 22:37:01,929 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:32:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7231, top5_acc: 0.9537, loss_cls: 2.5093, loss: 2.5093 +2023-12-20 22:37:24,594 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:31:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9487, loss_cls: 2.5466, loss: 2.5466 +2023-12-20 22:37:47,261 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:30:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 2.4786, loss: 2.4786 +2023-12-20 22:38:10,028 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:30:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9581, loss_cls: 2.4598, loss: 2.4598 +2023-12-20 22:38:32,831 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:29:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9712, loss_cls: 2.3958, loss: 2.3958 +2023-12-20 22:38:55,516 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:28:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 2.4687, loss: 2.4687 +2023-12-20 22:39:18,118 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:28:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 2.5027, loss: 2.5027 +2023-12-20 22:39:40,787 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:27:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7094, top5_acc: 0.9550, loss_cls: 2.5233, loss: 2.5233 +2023-12-20 22:40:03,404 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:26:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 2.4527, loss: 2.4527 +2023-12-20 22:40:05,177 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-20 22:41:24,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 22:41:24,331 - pyskl - INFO - +top1_acc 0.7043 +top5_acc 0.9466 +2023-12-20 22:41:24,336 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7043, top5_acc: 0.9466 +2023-12-20 22:42:05,938 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:33:07, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9594, loss_cls: 2.4065, loss: 2.4065 +2023-12-20 22:42:28,538 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:32:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 2.3995, loss: 2.3995 +2023-12-20 22:42:51,186 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:31:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 2.3819, loss: 2.3819 +2023-12-20 22:43:13,997 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:31:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9456, loss_cls: 2.5626, loss: 2.5626 +2023-12-20 22:43:36,617 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:30:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 2.4953, loss: 2.4953 +2023-12-20 22:43:59,351 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:29:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9631, loss_cls: 2.4050, loss: 2.4050 +2023-12-20 22:44:22,169 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:28:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 2.4475, loss: 2.4475 +2023-12-20 22:44:44,774 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:28:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7144, top5_acc: 0.9563, loss_cls: 2.5287, loss: 2.5287 +2023-12-20 22:45:07,363 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:27:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 2.4397, loss: 2.4397 +2023-12-20 22:45:30,040 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:26:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 2.4466, loss: 2.4466 +2023-12-20 22:45:52,808 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:26:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9606, loss_cls: 2.4627, loss: 2.4627 +2023-12-20 22:46:15,439 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:25:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 2.4814, loss: 2.4814 +2023-12-20 22:46:38,123 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:24:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9600, loss_cls: 2.4777, loss: 2.4777 +2023-12-20 22:47:00,871 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:24:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7350, top5_acc: 0.9494, loss_cls: 2.4721, loss: 2.4721 +2023-12-20 22:47:23,514 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:23:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9663, loss_cls: 2.4205, loss: 2.4205 +2023-12-20 22:47:46,179 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:22:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 2.4203, loss: 2.4203 +2023-12-20 22:48:08,811 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:22:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9637, loss_cls: 2.4282, loss: 2.4282 +2023-12-20 22:48:31,531 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:21:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9663, loss_cls: 2.4154, loss: 2.4154 +2023-12-20 22:48:54,338 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:20:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 2.4403, loss: 2.4403 +2023-12-20 22:49:16,965 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:20:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 2.4473, loss: 2.4473 +2023-12-20 22:49:39,562 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:19:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 2.4320, loss: 2.4320 +2023-12-20 22:50:02,269 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:18:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9581, loss_cls: 2.4241, loss: 2.4241 +2023-12-20 22:50:24,980 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:18:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 2.4005, loss: 2.4005 +2023-12-20 22:50:47,597 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:17:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9619, loss_cls: 2.4237, loss: 2.4237 +2023-12-20 22:51:10,311 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:17:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9650, loss_cls: 2.4112, loss: 2.4112 +2023-12-20 22:51:12,120 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-20 22:52:31,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 22:52:31,786 - pyskl - INFO - +top1_acc 0.7093 +top5_acc 0.9387 +2023-12-20 22:52:31,790 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7093, top5_acc: 0.9387 +2023-12-20 22:53:12,881 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:22:07, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 2.4554, loss: 2.4554 +2023-12-20 22:53:35,421 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:21:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 2.3969, loss: 2.3969 +2023-12-20 22:53:58,081 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:20:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 2.3970, loss: 2.3970 +2023-12-20 22:54:20,661 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:20:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 2.3913, loss: 2.3913 +2023-12-20 22:54:43,382 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:19:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 2.3964, loss: 2.3964 +2023-12-20 22:55:06,172 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:18:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 2.4053, loss: 2.4053 +2023-12-20 22:55:28,923 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:18:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 2.4284, loss: 2.4284 +2023-12-20 22:55:51,567 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:17:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9663, loss_cls: 2.4186, loss: 2.4186 +2023-12-20 22:56:14,229 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:16:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9663, loss_cls: 2.3948, loss: 2.3948 +2023-12-20 22:56:36,869 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:16:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 2.4007, loss: 2.4007 +2023-12-20 22:56:59,506 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:15:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7431, top5_acc: 0.9631, loss_cls: 2.4309, loss: 2.4309 +2023-12-20 22:57:22,214 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:14:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 2.3388, loss: 2.3388 +2023-12-20 22:57:44,845 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:14:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 2.4024, loss: 2.4024 +2023-12-20 22:58:07,528 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:13:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 2.4152, loss: 2.4152 +2023-12-20 22:58:30,291 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:13:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 2.4423, loss: 2.4423 +2023-12-20 22:58:53,043 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:12:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 2.4417, loss: 2.4417 +2023-12-20 22:59:15,684 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:11:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9650, loss_cls: 2.4111, loss: 2.4111 +2023-12-20 22:59:38,328 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:11:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 2.4111, loss: 2.4111 +2023-12-20 23:00:01,054 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:10:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 2.4393, loss: 2.4393 +2023-12-20 23:00:23,674 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:10:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9756, loss_cls: 2.3472, loss: 2.3472 +2023-12-20 23:00:46,247 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:09:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9656, loss_cls: 2.3897, loss: 2.3897 +2023-12-20 23:01:08,878 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:08:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 2.3641, loss: 2.3641 +2023-12-20 23:01:31,580 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:08:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 2.3954, loss: 2.3954 +2023-12-20 23:01:54,129 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:07:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9594, loss_cls: 2.4166, loss: 2.4166 +2023-12-20 23:02:16,798 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:06:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9575, loss_cls: 2.4426, loss: 2.4426 +2023-12-20 23:02:18,613 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-20 23:03:37,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 23:03:37,778 - pyskl - INFO - +top1_acc 0.7328 +top5_acc 0.9579 +2023-12-20 23:03:37,782 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_5.pth was removed +2023-12-20 23:03:37,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-20 23:03:37,950 - pyskl - INFO - Best top1_acc is 0.7328 at 8 epoch. +2023-12-20 23:03:37,955 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7328, top5_acc: 0.9579 +2023-12-20 23:04:19,567 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:11:26, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 2.3460, loss: 2.3460 +2023-12-20 23:04:42,067 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:10:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9681, loss_cls: 2.3410, loss: 2.3410 +2023-12-20 23:05:04,607 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:10:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9700, loss_cls: 2.3689, loss: 2.3689 +2023-12-20 23:05:27,224 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:09:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9656, loss_cls: 2.3862, loss: 2.3862 +2023-12-20 23:05:49,863 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:08:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 2.3931, loss: 2.3931 +2023-12-20 23:06:12,412 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:08:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 2.3818, loss: 2.3818 +2023-12-20 23:06:34,977 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:07:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 2.4017, loss: 2.4017 +2023-12-20 23:06:57,551 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:06:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9587, loss_cls: 2.4302, loss: 2.4302 +2023-12-20 23:07:20,273 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:06:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 2.3670, loss: 2.3670 +2023-12-20 23:07:43,142 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:05:46, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 2.3139, loss: 2.3139 +2023-12-20 23:08:05,687 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:05:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 2.3842, loss: 2.3842 +2023-12-20 23:08:28,353 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:04:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9600, loss_cls: 2.4175, loss: 2.4175 +2023-12-20 23:08:51,074 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:03:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 2.3863, loss: 2.3863 +2023-12-20 23:09:13,749 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:03:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 2.3143, loss: 2.3143 +2023-12-20 23:09:36,438 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:02:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 2.3464, loss: 2.3464 +2023-12-20 23:09:58,967 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:02:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9744, loss_cls: 2.3341, loss: 2.3341 +2023-12-20 23:10:21,648 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:01:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9625, loss_cls: 2.4094, loss: 2.4094 +2023-12-20 23:10:44,274 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:00:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 2.3623, loss: 2.3623 +2023-12-20 23:11:06,948 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:00:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 2.3737, loss: 2.3737 +2023-12-20 23:11:29,717 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 22:59:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 2.3788, loss: 2.3788 +2023-12-20 23:11:52,442 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 22:59:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 2.3848, loss: 2.3848 +2023-12-20 23:12:15,048 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 22:58:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.3903, loss: 2.3903 +2023-12-20 23:12:37,820 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 22:58:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9694, loss_cls: 2.3305, loss: 2.3305 +2023-12-20 23:13:00,547 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 22:57:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 2.3307, loss: 2.3307 +2023-12-20 23:13:23,189 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 22:56:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 2.4207, loss: 2.4207 +2023-12-20 23:13:25,050 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-20 23:14:44,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 23:14:44,408 - pyskl - INFO - +top1_acc 0.7205 +top5_acc 0.9483 +2023-12-20 23:14:44,411 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7205, top5_acc: 0.9483 +2023-12-20 23:15:25,827 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:00:50, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9681, loss_cls: 2.3265, loss: 2.3265 +2023-12-20 23:15:48,603 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:00:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9681, loss_cls: 2.3602, loss: 2.3602 +2023-12-20 23:16:11,309 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 22:59:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 2.3520, loss: 2.3520 +2023-12-20 23:16:33,931 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 22:59:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 2.3231, loss: 2.3231 +2023-12-20 23:16:56,596 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 22:58:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 2.3600, loss: 2.3600 +2023-12-20 23:17:19,188 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 22:57:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 2.3454, loss: 2.3454 +2023-12-20 23:17:41,966 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 22:57:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9725, loss_cls: 2.3270, loss: 2.3270 +2023-12-20 23:18:04,816 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 22:56:47, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 2.3745, loss: 2.3745 +2023-12-20 23:18:27,515 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 22:56:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 2.3481, loss: 2.3481 +2023-12-20 23:18:50,253 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 22:55:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9700, loss_cls: 2.3519, loss: 2.3519 +2023-12-20 23:19:12,966 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 22:55:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 2.3600, loss: 2.3600 +2023-12-20 23:19:35,780 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 22:54:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 2.3412, loss: 2.3412 +2023-12-20 23:19:58,349 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 22:53:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 2.3208, loss: 2.3208 +2023-12-20 23:20:20,938 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 22:53:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9781, loss_cls: 2.3295, loss: 2.3295 +2023-12-20 23:20:43,592 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 22:52:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 2.3147, loss: 2.3147 +2023-12-20 23:21:06,220 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 22:52:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 2.4065, loss: 2.4065 +2023-12-20 23:21:28,851 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 22:51:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 2.3518, loss: 2.3518 +2023-12-20 23:21:51,523 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 22:51:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9681, loss_cls: 2.3383, loss: 2.3383 +2023-12-20 23:22:14,144 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 22:50:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 2.4048, loss: 2.4048 +2023-12-20 23:22:37,003 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 22:49:57, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9681, loss_cls: 2.3548, loss: 2.3548 +2023-12-20 23:22:59,739 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 22:49:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 2.2863, loss: 2.2863 +2023-12-20 23:23:22,454 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 22:48:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 2.3154, loss: 2.3154 +2023-12-20 23:23:45,137 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 22:48:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.3340, loss: 2.3340 +2023-12-20 23:24:07,867 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:47:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9606, loss_cls: 2.4072, loss: 2.4072 +2023-12-20 23:24:30,644 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:47:14, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 2.3608, loss: 2.3608 +2023-12-20 23:24:32,433 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-20 23:25:51,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 23:25:51,803 - pyskl - INFO - +top1_acc 0.7502 +top5_acc 0.9553 +2023-12-20 23:25:51,809 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_8.pth was removed +2023-12-20 23:25:51,966 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-20 23:25:51,967 - pyskl - INFO - Best top1_acc is 0.7502 at 10 epoch. +2023-12-20 23:25:51,971 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7502, top5_acc: 0.9553 +2023-12-20 23:26:33,769 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 22:50:46, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 2.2672, loss: 2.2672 +2023-12-20 23:26:56,343 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 22:50:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9731, loss_cls: 2.2736, loss: 2.2736 +2023-12-20 23:27:19,001 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 22:49:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9725, loss_cls: 2.3241, loss: 2.3241 +2023-12-20 23:27:41,688 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 22:49:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 2.3435, loss: 2.3435 +2023-12-20 23:28:04,311 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:48:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 2.2884, loss: 2.2884 +2023-12-20 23:28:27,053 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:47:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9712, loss_cls: 2.3064, loss: 2.3064 +2023-12-20 23:28:49,726 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:47:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 2.3747, loss: 2.3747 +2023-12-20 23:29:12,389 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:46:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9731, loss_cls: 2.3117, loss: 2.3117 +2023-12-20 23:29:35,009 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:46:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9694, loss_cls: 2.3502, loss: 2.3502 +2023-12-20 23:29:57,709 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:45:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 2.3355, loss: 2.3355 +2023-12-20 23:30:20,288 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:45:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 2.3575, loss: 2.3575 +2023-12-20 23:30:42,939 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:44:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 2.3091, loss: 2.3091 +2023-12-20 23:31:05,552 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:43:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 2.3255, loss: 2.3255 +2023-12-20 23:31:28,137 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:43:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 2.4074, loss: 2.4074 +2023-12-20 23:31:50,836 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:42:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 2.4110, loss: 2.4110 +2023-12-20 23:32:13,550 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:42:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 2.3557, loss: 2.3557 +2023-12-20 23:32:36,169 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:41:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 2.3799, loss: 2.3799 +2023-12-20 23:32:58,836 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:41:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9650, loss_cls: 2.3425, loss: 2.3425 +2023-12-20 23:33:21,416 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:40:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9694, loss_cls: 2.3523, loss: 2.3523 +2023-12-20 23:33:44,067 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:40:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9694, loss_cls: 2.3690, loss: 2.3690 +2023-12-20 23:34:06,714 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:39:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 2.3321, loss: 2.3321 +2023-12-20 23:34:29,322 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:38:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 2.3642, loss: 2.3642 +2023-12-20 23:34:52,014 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:38:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 2.3483, loss: 2.3483 +2023-12-20 23:35:14,504 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:37:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 2.3182, loss: 2.3182 +2023-12-20 23:35:37,053 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:37:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 2.2796, loss: 2.2796 +2023-12-20 23:35:38,898 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-20 23:36:58,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 23:36:58,261 - pyskl - INFO - +top1_acc 0.7755 +top5_acc 0.9632 +2023-12-20 23:36:58,265 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_10.pth was removed +2023-12-20 23:36:58,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2023-12-20 23:36:58,420 - pyskl - INFO - Best top1_acc is 0.7755 at 11 epoch. +2023-12-20 23:36:58,424 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7755, top5_acc: 0.9632 +2023-12-20 23:37:39,758 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:40:20, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 2.3353, loss: 2.3353 +2023-12-20 23:38:02,283 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:39:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 2.3025, loss: 2.3025 +2023-12-20 23:38:24,938 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:39:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 2.2599, loss: 2.2599 +2023-12-20 23:38:47,519 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:38:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 2.3400, loss: 2.3400 +2023-12-20 23:39:10,319 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:38:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 2.3251, loss: 2.3251 +2023-12-20 23:39:32,964 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:37:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9719, loss_cls: 2.2893, loss: 2.2893 +2023-12-20 23:39:55,619 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:37:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 2.3887, loss: 2.3887 +2023-12-20 23:40:18,208 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:36:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 2.3199, loss: 2.3199 +2023-12-20 23:40:40,871 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:35:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 2.3579, loss: 2.3579 +2023-12-20 23:41:03,553 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:35:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 2.3077, loss: 2.3077 +2023-12-20 23:41:26,123 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:34:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9712, loss_cls: 2.3133, loss: 2.3133 +2023-12-20 23:41:48,735 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:34:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 2.3414, loss: 2.3414 +2023-12-20 23:42:11,419 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:33:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 2.3062, loss: 2.3062 +2023-12-20 23:42:34,075 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:33:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 2.3364, loss: 2.3364 +2023-12-20 23:42:56,713 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:32:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 2.2688, loss: 2.2688 +2023-12-20 23:43:19,396 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:32:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 2.2753, loss: 2.2753 +2023-12-20 23:43:42,114 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:31:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 2.3787, loss: 2.3787 +2023-12-20 23:44:04,783 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:31:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9706, loss_cls: 2.3238, loss: 2.3238 +2023-12-20 23:44:27,322 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:30:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 2.3247, loss: 2.3247 +2023-12-20 23:44:49,959 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:29:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 2.2764, loss: 2.2764 +2023-12-20 23:45:12,632 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:29:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9712, loss_cls: 2.3662, loss: 2.3662 +2023-12-20 23:45:35,357 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:28:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 2.3126, loss: 2.3126 +2023-12-20 23:45:57,986 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:28:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9694, loss_cls: 2.3743, loss: 2.3743 +2023-12-20 23:46:20,790 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:27:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 2.2808, loss: 2.2808 +2023-12-20 23:46:43,492 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:27:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 2.3835, loss: 2.3835 +2023-12-20 23:46:45,427 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-20 23:48:04,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 23:48:04,984 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9581 +2023-12-20 23:48:04,989 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7581, top5_acc: 0.9581 +2023-12-20 23:48:46,586 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:30:09, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 2.2455, loss: 2.2455 +2023-12-20 23:49:09,209 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:29:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 2.2939, loss: 2.2939 +2023-12-20 23:49:31,711 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:29:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 2.3309, loss: 2.3309 +2023-12-20 23:49:54,255 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:28:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9744, loss_cls: 2.2767, loss: 2.2767 +2023-12-20 23:50:16,974 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:27:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 2.3091, loss: 2.3091 +2023-12-20 23:50:39,693 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:27:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 2.3354, loss: 2.3354 +2023-12-20 23:51:02,307 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:26:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 2.3030, loss: 2.3030 +2023-12-20 23:51:24,860 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:26:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 2.3066, loss: 2.3066 +2023-12-20 23:51:47,590 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:25:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 2.3486, loss: 2.3486 +2023-12-20 23:52:10,381 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:25:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 2.3033, loss: 2.3033 +2023-12-20 23:52:33,013 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:24:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 2.2639, loss: 2.2639 +2023-12-20 23:52:55,654 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:24:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 2.3386, loss: 2.3386 +2023-12-20 23:53:18,376 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:23:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 2.2982, loss: 2.2982 +2023-12-20 23:53:41,027 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:23:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 2.3070, loss: 2.3070 +2023-12-20 23:54:03,651 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:22:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 2.2952, loss: 2.2952 +2023-12-20 23:54:26,330 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:22:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9719, loss_cls: 2.3124, loss: 2.3124 +2023-12-20 23:54:48,831 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:21:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9738, loss_cls: 2.3002, loss: 2.3002 +2023-12-20 23:55:11,496 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:21:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 2.3175, loss: 2.3175 +2023-12-20 23:55:34,160 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:20:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 2.2458, loss: 2.2458 +2023-12-20 23:55:56,823 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:20:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 2.3272, loss: 2.3272 +2023-12-20 23:56:19,770 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:19:35, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 2.2993, loss: 2.2993 +2023-12-20 23:56:42,372 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:19:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 2.3581, loss: 2.3581 +2023-12-20 23:57:05,014 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:18:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 2.2680, loss: 2.2680 +2023-12-20 23:57:27,672 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:18:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 2.3773, loss: 2.3773 +2023-12-20 23:57:50,350 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:17:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 2.2826, loss: 2.2826 +2023-12-20 23:57:52,149 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-20 23:59:11,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-20 23:59:11,446 - pyskl - INFO - +top1_acc 0.7281 +top5_acc 0.9477 +2023-12-20 23:59:11,450 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7281, top5_acc: 0.9477 +2023-12-20 23:59:53,180 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:20:04, time: 0.417, data_time: 0.192, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 2.2748, loss: 2.2748 +2023-12-21 00:00:15,701 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:19:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 2.3040, loss: 2.3040 +2023-12-21 00:00:38,247 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:18:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 2.2757, loss: 2.2757 +2023-12-21 00:01:00,906 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:18:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 2.3227, loss: 2.3227 +2023-12-21 00:01:23,504 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:17:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.3150, loss: 2.3150 +2023-12-21 00:01:46,169 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:17:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9738, loss_cls: 2.2897, loss: 2.2897 +2023-12-21 00:02:08,863 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:16:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 2.2450, loss: 2.2450 +2023-12-21 00:02:31,626 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:16:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 2.3114, loss: 2.3114 +2023-12-21 00:02:54,380 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:15:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9762, loss_cls: 2.2836, loss: 2.2836 +2023-12-21 00:03:17,214 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:15:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9731, loss_cls: 2.3275, loss: 2.3275 +2023-12-21 00:03:39,885 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:14:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 2.2761, loss: 2.2761 +2023-12-21 00:04:02,647 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:14:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 2.2748, loss: 2.2748 +2023-12-21 00:04:25,334 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:13:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 2.2735, loss: 2.2735 +2023-12-21 00:04:48,041 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:13:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9756, loss_cls: 2.2897, loss: 2.2897 +2023-12-21 00:05:10,791 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:12:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9744, loss_cls: 2.2580, loss: 2.2580 +2023-12-21 00:05:33,440 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:12:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 2.3105, loss: 2.3105 +2023-12-21 00:05:56,078 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:11:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 2.2499, loss: 2.2499 +2023-12-21 00:06:18,850 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:11:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 2.3201, loss: 2.3201 +2023-12-21 00:06:41,488 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:10:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 2.2745, loss: 2.2745 +2023-12-21 00:07:04,240 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:10:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 2.2852, loss: 2.2852 +2023-12-21 00:07:26,835 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:09:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 2.3240, loss: 2.3240 +2023-12-21 00:07:49,476 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:09:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 2.2989, loss: 2.2989 +2023-12-21 00:08:12,229 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:08:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 2.3514, loss: 2.3514 +2023-12-21 00:08:35,073 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:08:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9725, loss_cls: 2.3112, loss: 2.3112 +2023-12-21 00:08:57,808 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:07:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 2.2819, loss: 2.2819 +2023-12-21 00:08:59,655 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-21 00:10:18,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 00:10:18,449 - pyskl - INFO - +top1_acc 0.7431 +top5_acc 0.9555 +2023-12-21 00:10:18,453 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7431, top5_acc: 0.9555 +2023-12-21 00:11:00,264 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:10:11, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.2156, loss: 2.2156 +2023-12-21 00:11:22,934 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:09:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9744, loss_cls: 2.2920, loss: 2.2920 +2023-12-21 00:11:45,577 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:09:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 2.3217, loss: 2.3217 +2023-12-21 00:12:08,085 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:08:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 2.2550, loss: 2.2550 +2023-12-21 00:12:30,668 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:08:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 2.3430, loss: 2.3430 +2023-12-21 00:12:53,356 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:07:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 2.3115, loss: 2.3115 +2023-12-21 00:13:16,092 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:07:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 2.2943, loss: 2.2943 +2023-12-21 00:13:38,755 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:06:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 2.2455, loss: 2.2455 +2023-12-21 00:14:01,488 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:06:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9725, loss_cls: 2.2948, loss: 2.2948 +2023-12-21 00:14:24,089 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:05:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 2.2886, loss: 2.2886 +2023-12-21 00:14:46,708 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:05:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 2.2242, loss: 2.2242 +2023-12-21 00:15:09,323 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:04:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9706, loss_cls: 2.2952, loss: 2.2952 +2023-12-21 00:15:32,051 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:04:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 2.2612, loss: 2.2612 +2023-12-21 00:15:54,720 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:03:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 2.2418, loss: 2.2418 +2023-12-21 00:16:17,426 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:03:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 2.3222, loss: 2.3222 +2023-12-21 00:16:40,024 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:02:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9712, loss_cls: 2.3059, loss: 2.3059 +2023-12-21 00:17:02,751 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:02:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9694, loss_cls: 2.3157, loss: 2.3157 +2023-12-21 00:17:25,402 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:01:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 2.3182, loss: 2.3182 +2023-12-21 00:17:48,073 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:01:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 2.3489, loss: 2.3489 +2023-12-21 00:18:10,683 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:00:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 2.2748, loss: 2.2748 +2023-12-21 00:18:33,411 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:00:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 2.2811, loss: 2.2811 +2023-12-21 00:18:56,102 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 21:59:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 2.3150, loss: 2.3150 +2023-12-21 00:19:18,778 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 21:59:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 2.2660, loss: 2.2660 +2023-12-21 00:19:41,520 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 21:58:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9769, loss_cls: 2.2489, loss: 2.2489 +2023-12-21 00:20:04,123 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 21:58:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 2.2876, loss: 2.2876 +2023-12-21 00:20:05,926 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-21 00:21:25,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 00:21:25,155 - pyskl - INFO - +top1_acc 0.7699 +top5_acc 0.9577 +2023-12-21 00:21:25,160 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7699, top5_acc: 0.9577 +2023-12-21 00:22:06,390 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:00:06, time: 0.412, data_time: 0.185, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 2.2632, loss: 2.2632 +2023-12-21 00:22:28,952 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 21:59:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 2.2685, loss: 2.2685 +2023-12-21 00:22:51,491 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 21:59:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 2.2314, loss: 2.2314 +2023-12-21 00:23:14,147 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 21:58:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 2.2932, loss: 2.2932 +2023-12-21 00:23:36,836 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 21:58:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 2.2912, loss: 2.2912 +2023-12-21 00:23:59,574 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 21:57:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 2.2628, loss: 2.2628 +2023-12-21 00:24:22,107 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 21:57:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 2.1837, loss: 2.1837 +2023-12-21 00:24:44,882 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 21:56:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9750, loss_cls: 2.2408, loss: 2.2408 +2023-12-21 00:25:07,549 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 21:56:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 2.2989, loss: 2.2989 +2023-12-21 00:25:30,161 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 21:55:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 2.2521, loss: 2.2521 +2023-12-21 00:25:52,829 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 21:55:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 2.2906, loss: 2.2906 +2023-12-21 00:26:15,509 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 21:54:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 2.2465, loss: 2.2465 +2023-12-21 00:26:38,326 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 21:54:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 2.2540, loss: 2.2540 +2023-12-21 00:27:01,093 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 21:53:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9781, loss_cls: 2.2489, loss: 2.2489 +2023-12-21 00:27:23,743 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 21:53:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 2.3147, loss: 2.3147 +2023-12-21 00:27:46,425 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 21:52:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 2.2584, loss: 2.2584 +2023-12-21 00:28:09,111 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 21:52:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 2.2205, loss: 2.2205 +2023-12-21 00:28:31,766 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 21:51:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 2.2735, loss: 2.2735 +2023-12-21 00:28:54,389 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 21:51:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 2.2626, loss: 2.2626 +2023-12-21 00:29:17,008 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 21:50:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 2.3406, loss: 2.3406 +2023-12-21 00:29:39,678 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 21:50:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 2.3324, loss: 2.3324 +2023-12-21 00:30:02,363 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 21:49:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 2.3035, loss: 2.3035 +2023-12-21 00:30:24,935 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 21:49:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9694, loss_cls: 2.3259, loss: 2.3259 +2023-12-21 00:30:47,518 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:48:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 2.2830, loss: 2.2830 +2023-12-21 00:31:10,330 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:48:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 2.2502, loss: 2.2502 +2023-12-21 00:31:12,166 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-21 00:32:31,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 00:32:31,224 - pyskl - INFO - +top1_acc 0.7916 +top5_acc 0.9686 +2023-12-21 00:32:31,230 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_11.pth was removed +2023-12-21 00:32:31,386 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-21 00:32:31,386 - pyskl - INFO - Best top1_acc is 0.7916 at 16 epoch. +2023-12-21 00:32:31,390 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7916, top5_acc: 0.9686 +2023-12-21 00:33:13,037 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 21:50:08, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 2.2324, loss: 2.2324 +2023-12-21 00:33:35,772 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 21:49:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 2.2489, loss: 2.2489 +2023-12-21 00:33:58,403 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 21:49:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 2.2795, loss: 2.2795 +2023-12-21 00:34:21,121 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:48:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 2.2352, loss: 2.2352 +2023-12-21 00:34:43,739 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:48:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 2.3108, loss: 2.3108 +2023-12-21 00:35:06,409 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:47:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 2.2821, loss: 2.2821 +2023-12-21 00:35:29,123 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:47:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 2.2534, loss: 2.2534 +2023-12-21 00:35:51,897 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:46:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 2.2016, loss: 2.2016 +2023-12-21 00:36:14,566 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:46:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 2.2659, loss: 2.2659 +2023-12-21 00:36:37,246 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:45:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9700, loss_cls: 2.3148, loss: 2.3148 +2023-12-21 00:36:59,893 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:45:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 2.2499, loss: 2.2499 +2023-12-21 00:37:22,541 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:44:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 2.2689, loss: 2.2689 +2023-12-21 00:37:45,276 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:44:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 2.2288, loss: 2.2288 +2023-12-21 00:38:08,091 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:43:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 2.2217, loss: 2.2217 +2023-12-21 00:38:30,846 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:43:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.2332, loss: 2.2332 +2023-12-21 00:38:53,690 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:42:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 2.2289, loss: 2.2289 +2023-12-21 00:39:16,487 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:42:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 2.2944, loss: 2.2944 +2023-12-21 00:39:39,247 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:41:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 2.2223, loss: 2.2223 +2023-12-21 00:40:01,912 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:41:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 2.2654, loss: 2.2654 +2023-12-21 00:40:24,598 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:40:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 2.2524, loss: 2.2524 +2023-12-21 00:40:47,229 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:40:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 2.2930, loss: 2.2930 +2023-12-21 00:41:10,015 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:40:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9750, loss_cls: 2.2963, loss: 2.2963 +2023-12-21 00:41:32,675 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:39:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 2.3110, loss: 2.3110 +2023-12-21 00:41:55,378 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:39:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9762, loss_cls: 2.2814, loss: 2.2814 +2023-12-21 00:42:17,989 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:38:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 2.2720, loss: 2.2720 +2023-12-21 00:42:19,788 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-21 00:43:39,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 00:43:39,271 - pyskl - INFO - +top1_acc 0.7912 +top5_acc 0.9686 +2023-12-21 00:43:39,275 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7912, top5_acc: 0.9686 +2023-12-21 00:44:20,581 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:40:17, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9825, loss_cls: 2.1673, loss: 2.1673 +2023-12-21 00:44:43,169 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:39:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9750, loss_cls: 2.2763, loss: 2.2763 +2023-12-21 00:45:05,909 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:39:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 2.2267, loss: 2.2267 +2023-12-21 00:45:28,654 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:38:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 2.2279, loss: 2.2279 +2023-12-21 00:45:51,491 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:38:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 2.3077, loss: 2.3077 +2023-12-21 00:46:14,159 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:37:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 2.2743, loss: 2.2743 +2023-12-21 00:46:36,906 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:37:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 2.2077, loss: 2.2077 +2023-12-21 00:46:59,584 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:36:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 2.2491, loss: 2.2491 +2023-12-21 00:47:22,188 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:36:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 2.2561, loss: 2.2561 +2023-12-21 00:47:44,919 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:35:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.2508, loss: 2.2508 +2023-12-21 00:48:07,540 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:35:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 2.2536, loss: 2.2536 +2023-12-21 00:48:30,188 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:34:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 2.2792, loss: 2.2792 +2023-12-21 00:48:52,912 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:34:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 2.3027, loss: 2.3027 +2023-12-21 00:49:15,660 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:34:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 2.2604, loss: 2.2604 +2023-12-21 00:49:38,505 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:33:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 2.2286, loss: 2.2286 +2023-12-21 00:50:01,245 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:33:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 2.2380, loss: 2.2380 +2023-12-21 00:50:24,020 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:32:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 2.2861, loss: 2.2861 +2023-12-21 00:50:46,675 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:32:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 2.2643, loss: 2.2643 +2023-12-21 00:51:09,299 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:31:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 2.3133, loss: 2.3133 +2023-12-21 00:51:31,991 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:31:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 2.2911, loss: 2.2911 +2023-12-21 00:51:54,638 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:30:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 2.2381, loss: 2.2381 +2023-12-21 00:52:17,395 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:30:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 2.3193, loss: 2.3193 +2023-12-21 00:52:40,063 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:29:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 2.2319, loss: 2.2319 +2023-12-21 00:53:02,825 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:29:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 2.2316, loss: 2.2316 +2023-12-21 00:53:25,552 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:28:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 2.2830, loss: 2.2830 +2023-12-21 00:53:27,360 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-21 00:54:46,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 00:54:46,932 - pyskl - INFO - +top1_acc 0.7480 +top5_acc 0.9517 +2023-12-21 00:54:46,936 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7480, top5_acc: 0.9517 +2023-12-21 00:55:28,008 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:30:25, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9800, loss_cls: 2.2109, loss: 2.2109 +2023-12-21 00:55:50,737 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:29:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 2.1787, loss: 2.1787 +2023-12-21 00:56:13,314 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:29:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 2.2687, loss: 2.2687 +2023-12-21 00:56:35,970 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:28:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 2.2446, loss: 2.2446 +2023-12-21 00:56:58,643 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:28:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 2.2475, loss: 2.2475 +2023-12-21 00:57:21,355 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:28:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 2.2197, loss: 2.2197 +2023-12-21 00:57:44,026 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:27:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 2.2470, loss: 2.2470 +2023-12-21 00:58:06,594 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:27:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 2.2841, loss: 2.2841 +2023-12-21 00:58:29,136 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:26:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 2.2863, loss: 2.2863 +2023-12-21 00:58:51,854 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:26:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.1976, loss: 2.1976 +2023-12-21 00:59:14,553 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:25:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 2.2140, loss: 2.2140 +2023-12-21 00:59:37,251 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:25:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 2.2007, loss: 2.2007 +2023-12-21 00:59:59,833 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:24:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 2.2207, loss: 2.2207 +2023-12-21 01:00:22,465 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:24:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 2.2358, loss: 2.2358 +2023-12-21 01:00:45,255 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:23:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 2.2437, loss: 2.2437 +2023-12-21 01:01:07,865 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:23:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 2.2616, loss: 2.2616 +2023-12-21 01:01:30,706 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:22:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 2.2664, loss: 2.2664 +2023-12-21 01:01:53,500 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:22:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.2160, loss: 2.2160 +2023-12-21 01:02:16,143 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:21:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9762, loss_cls: 2.2496, loss: 2.2496 +2023-12-21 01:02:38,764 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:21:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 2.2708, loss: 2.2708 +2023-12-21 01:03:01,412 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:20:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 2.2456, loss: 2.2456 +2023-12-21 01:03:24,137 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:20:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 2.2889, loss: 2.2889 +2023-12-21 01:03:46,683 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:19:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 2.2234, loss: 2.2234 +2023-12-21 01:04:09,465 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:19:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 2.2274, loss: 2.2274 +2023-12-21 01:04:32,198 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:19:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 2.2765, loss: 2.2765 +2023-12-21 01:04:33,991 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-21 01:05:53,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 01:05:53,353 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9545 +2023-12-21 01:05:53,357 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7490, top5_acc: 0.9545 +2023-12-21 01:06:34,407 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:20:27, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 2.2662, loss: 2.2662 +2023-12-21 01:06:56,867 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:19:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 2.2545, loss: 2.2545 +2023-12-21 01:07:19,437 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:19:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 2.2048, loss: 2.2048 +2023-12-21 01:07:42,138 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:19:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 2.2277, loss: 2.2277 +2023-12-21 01:08:04,906 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:18:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 2.2168, loss: 2.2168 +2023-12-21 01:08:27,695 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:18:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 2.2445, loss: 2.2445 +2023-12-21 01:08:50,425 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:17:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 2.1564, loss: 2.1564 +2023-12-21 01:09:13,057 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:17:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 2.2636, loss: 2.2636 +2023-12-21 01:09:35,714 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:16:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9775, loss_cls: 2.2413, loss: 2.2413 +2023-12-21 01:09:58,417 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:16:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 2.2659, loss: 2.2659 +2023-12-21 01:10:21,079 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:15:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 2.2528, loss: 2.2528 +2023-12-21 01:10:43,692 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:15:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 2.3017, loss: 2.3017 +2023-12-21 01:11:06,321 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:14:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 2.2040, loss: 2.2040 +2023-12-21 01:11:29,053 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:14:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 2.2587, loss: 2.2587 +2023-12-21 01:11:51,735 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:13:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 2.3213, loss: 2.3213 +2023-12-21 01:12:14,441 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:13:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 2.2261, loss: 2.2261 +2023-12-21 01:12:37,111 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:12:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 2.2596, loss: 2.2596 +2023-12-21 01:12:59,893 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:12:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 2.2331, loss: 2.2331 +2023-12-21 01:13:22,739 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:12:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 2.2869, loss: 2.2869 +2023-12-21 01:13:45,387 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:11:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 2.2121, loss: 2.2121 +2023-12-21 01:14:08,175 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:11:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 2.2567, loss: 2.2567 +2023-12-21 01:14:31,038 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:10:38, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 2.2131, loss: 2.2131 +2023-12-21 01:14:53,741 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:10:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 2.2170, loss: 2.2170 +2023-12-21 01:15:16,404 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:09:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 2.2702, loss: 2.2702 +2023-12-21 01:15:39,074 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:09:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 2.2382, loss: 2.2382 +2023-12-21 01:15:40,855 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-21 01:17:00,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 01:17:00,102 - pyskl - INFO - +top1_acc 0.7837 +top5_acc 0.9626 +2023-12-21 01:17:00,105 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7837, top5_acc: 0.9626 +2023-12-21 01:17:41,549 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:10:37, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 2.2253, loss: 2.2253 +2023-12-21 01:18:04,197 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:10:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9844, loss_cls: 2.1877, loss: 2.1877 +2023-12-21 01:18:26,840 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:09:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 2.1600, loss: 2.1600 +2023-12-21 01:18:49,587 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:09:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 2.2390, loss: 2.2390 +2023-12-21 01:19:12,427 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:08:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 2.1899, loss: 2.1899 +2023-12-21 01:19:35,201 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:08:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 2.2494, loss: 2.2494 +2023-12-21 01:19:57,791 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:07:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 2.2370, loss: 2.2370 +2023-12-21 01:20:20,323 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:07:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 2.2566, loss: 2.2566 +2023-12-21 01:20:42,926 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:06:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 2.2477, loss: 2.2477 +2023-12-21 01:21:05,585 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:06:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 2.2910, loss: 2.2910 +2023-12-21 01:21:28,369 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:05:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 2.2345, loss: 2.2345 +2023-12-21 01:21:51,153 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:05:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 2.2379, loss: 2.2379 +2023-12-21 01:22:13,943 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:05:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.1894, loss: 2.1894 +2023-12-21 01:22:36,652 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:04:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 2.2328, loss: 2.2328 +2023-12-21 01:22:59,260 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:04:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 2.2412, loss: 2.2412 +2023-12-21 01:23:21,970 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:03:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9769, loss_cls: 2.2480, loss: 2.2480 +2023-12-21 01:23:44,777 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:03:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 2.2251, loss: 2.2251 +2023-12-21 01:24:07,417 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:02:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 2.2258, loss: 2.2258 +2023-12-21 01:24:29,981 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:02:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 2.2953, loss: 2.2953 +2023-12-21 01:24:52,539 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:01:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 2.2000, loss: 2.2000 +2023-12-21 01:25:15,154 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:01:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 2.2682, loss: 2.2682 +2023-12-21 01:25:37,734 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:00:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 2.2618, loss: 2.2618 +2023-12-21 01:26:00,329 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:00:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 2.2555, loss: 2.2555 +2023-12-21 01:26:22,940 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 20:59:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 2.2447, loss: 2.2447 +2023-12-21 01:26:45,525 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 20:59:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 2.2203, loss: 2.2203 +2023-12-21 01:26:47,394 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-21 01:28:06,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 01:28:06,729 - pyskl - INFO - +top1_acc 0.8002 +top5_acc 0.9688 +2023-12-21 01:28:06,733 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_16.pth was removed +2023-12-21 01:28:06,878 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2023-12-21 01:28:06,879 - pyskl - INFO - Best top1_acc is 0.8002 at 21 epoch. +2023-12-21 01:28:06,882 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.8002, top5_acc: 0.9688 +2023-12-21 01:28:48,364 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:00:43, time: 0.415, data_time: 0.187, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9850, loss_cls: 2.1728, loss: 2.1728 +2023-12-21 01:29:11,082 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:00:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 2.2092, loss: 2.2092 +2023-12-21 01:29:33,669 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 20:59:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 2.2516, loss: 2.2516 +2023-12-21 01:29:56,323 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 20:59:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9812, loss_cls: 2.2202, loss: 2.2202 +2023-12-21 01:30:18,838 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 20:58:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 2.2100, loss: 2.2100 +2023-12-21 01:30:41,433 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 20:58:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 2.2457, loss: 2.2457 +2023-12-21 01:31:04,040 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 20:57:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9812, loss_cls: 2.2119, loss: 2.2119 +2023-12-21 01:31:26,813 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 20:57:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 2.2266, loss: 2.2266 +2023-12-21 01:31:49,395 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 20:56:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 2.2993, loss: 2.2993 +2023-12-21 01:32:11,917 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 20:56:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 2.2484, loss: 2.2484 +2023-12-21 01:32:34,437 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 20:56:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 2.2182, loss: 2.2182 +2023-12-21 01:32:57,275 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 20:55:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 2.1947, loss: 2.1947 +2023-12-21 01:33:20,011 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 20:55:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 2.2019, loss: 2.2019 +2023-12-21 01:33:42,608 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 20:54:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 2.2283, loss: 2.2283 +2023-12-21 01:34:05,218 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 20:54:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9794, loss_cls: 2.2099, loss: 2.2099 +2023-12-21 01:34:27,842 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 20:53:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 2.2634, loss: 2.2634 +2023-12-21 01:34:50,547 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 20:53:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 2.2792, loss: 2.2792 +2023-12-21 01:35:13,201 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 20:52:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 2.2466, loss: 2.2466 +2023-12-21 01:35:36,054 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 20:52:22, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9794, loss_cls: 2.2244, loss: 2.2244 +2023-12-21 01:35:58,714 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 20:51:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 2.2158, loss: 2.2158 +2023-12-21 01:36:21,316 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 20:51:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 2.2250, loss: 2.2250 +2023-12-21 01:36:44,158 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 20:50:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 2.2458, loss: 2.2458 +2023-12-21 01:37:06,898 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 20:50:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 2.2117, loss: 2.2117 +2023-12-21 01:37:29,537 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 20:50:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 2.2093, loss: 2.2093 +2023-12-21 01:37:52,270 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 20:49:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 2.2938, loss: 2.2938 +2023-12-21 01:37:54,110 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-21 01:39:13,241 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 01:39:13,310 - pyskl - INFO - +top1_acc 0.7835 +top5_acc 0.9671 +2023-12-21 01:39:13,313 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7835, top5_acc: 0.9671 +2023-12-21 01:39:54,818 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 20:50:50, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.1292, loss: 2.1292 +2023-12-21 01:40:17,448 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 20:50:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 2.2578, loss: 2.2578 +2023-12-21 01:40:40,221 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 20:49:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 2.2606, loss: 2.2606 +2023-12-21 01:41:02,930 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:49:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 2.1800, loss: 2.1800 +2023-12-21 01:41:25,644 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:49:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 2.2362, loss: 2.2362 +2023-12-21 01:41:48,447 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:48:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 2.2396, loss: 2.2396 +2023-12-21 01:42:11,162 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:48:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 2.2475, loss: 2.2475 +2023-12-21 01:42:33,832 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:47:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 2.1786, loss: 2.1786 +2023-12-21 01:42:56,493 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:47:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 2.1892, loss: 2.1892 +2023-12-21 01:43:19,158 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:46:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 2.2150, loss: 2.2150 +2023-12-21 01:43:41,861 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:46:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 2.2763, loss: 2.2763 +2023-12-21 01:44:04,457 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:45:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 2.2356, loss: 2.2356 +2023-12-21 01:44:26,995 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:45:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 2.2595, loss: 2.2595 +2023-12-21 01:44:49,668 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:44:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 2.1684, loss: 2.1684 +2023-12-21 01:45:12,342 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:44:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 2.2205, loss: 2.2205 +2023-12-21 01:45:35,064 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:43:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.2570, loss: 2.2570 +2023-12-21 01:45:57,812 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:43:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 2.1919, loss: 2.1919 +2023-12-21 01:46:20,450 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:43:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9625, loss_cls: 2.2435, loss: 2.2435 +2023-12-21 01:46:43,085 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:42:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 2.1979, loss: 2.1979 +2023-12-21 01:47:05,928 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:42:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 2.2475, loss: 2.2475 +2023-12-21 01:47:28,699 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:41:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 2.2663, loss: 2.2663 +2023-12-21 01:47:51,424 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:41:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 2.2818, loss: 2.2818 +2023-12-21 01:48:14,213 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:40:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 2.1929, loss: 2.1929 +2023-12-21 01:48:36,860 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:40:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 2.2094, loss: 2.2094 +2023-12-21 01:48:59,544 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:39:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 2.2108, loss: 2.2108 +2023-12-21 01:49:01,410 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-21 01:50:20,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 01:50:20,815 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9652 +2023-12-21 01:50:20,820 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7893, top5_acc: 0.9652 +2023-12-21 01:51:02,263 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:41:01, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9788, loss_cls: 2.1674, loss: 2.1674 +2023-12-21 01:51:24,810 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:40:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 2.1995, loss: 2.1995 +2023-12-21 01:51:47,654 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:40:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 2.2561, loss: 2.2561 +2023-12-21 01:52:10,301 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:39:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 2.1954, loss: 2.1954 +2023-12-21 01:52:32,963 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:39:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 2.2499, loss: 2.2499 +2023-12-21 01:52:55,808 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:38:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 2.2020, loss: 2.2020 +2023-12-21 01:53:18,576 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:38:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 2.1761, loss: 2.1761 +2023-12-21 01:53:41,372 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:37:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 2.2155, loss: 2.2155 +2023-12-21 01:54:04,013 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:37:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 2.2379, loss: 2.2379 +2023-12-21 01:54:26,650 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:36:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 2.1876, loss: 2.1876 +2023-12-21 01:54:49,344 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:36:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 2.2028, loss: 2.2028 +2023-12-21 01:55:11,956 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:36:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 2.2385, loss: 2.2385 +2023-12-21 01:55:34,576 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:35:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9781, loss_cls: 2.2451, loss: 2.2451 +2023-12-21 01:55:57,204 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:35:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 2.2042, loss: 2.2042 +2023-12-21 01:56:19,829 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:34:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 2.2423, loss: 2.2423 +2023-12-21 01:56:42,524 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:34:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 2.2488, loss: 2.2488 +2023-12-21 01:57:05,140 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:33:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 2.1977, loss: 2.1977 +2023-12-21 01:57:27,689 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:33:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 2.2469, loss: 2.2469 +2023-12-21 01:57:50,258 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:32:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 2.1781, loss: 2.1781 +2023-12-21 01:58:12,950 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:32:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 2.2112, loss: 2.2112 +2023-12-21 01:58:35,657 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:31:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9831, loss_cls: 2.2027, loss: 2.2027 +2023-12-21 01:58:58,359 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:31:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.1700, loss: 2.1700 +2023-12-21 01:59:21,001 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:31:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 2.2943, loss: 2.2943 +2023-12-21 01:59:43,668 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:30:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 2.2500, loss: 2.2500 +2023-12-21 02:00:06,389 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:30:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 2.2320, loss: 2.2320 +2023-12-21 02:00:08,266 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-21 02:01:27,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 02:01:27,497 - pyskl - INFO - +top1_acc 0.7603 +top5_acc 0.9507 +2023-12-21 02:01:27,501 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7603, top5_acc: 0.9507 +2023-12-21 02:02:08,788 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:31:09, time: 0.413, data_time: 0.186, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 2.1765, loss: 2.1765 +2023-12-21 02:02:31,441 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:30:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 2.2283, loss: 2.2283 +2023-12-21 02:02:54,040 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:30:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 2.2004, loss: 2.2004 +2023-12-21 02:03:16,728 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:29:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9794, loss_cls: 2.2512, loss: 2.2512 +2023-12-21 02:03:39,300 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:29:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 2.2590, loss: 2.2590 +2023-12-21 02:04:01,965 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:28:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 2.2307, loss: 2.2307 +2023-12-21 02:04:24,565 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:28:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.1194, loss: 2.1194 +2023-12-21 02:04:47,103 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:27:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.1433, loss: 2.1433 +2023-12-21 02:05:09,858 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:27:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 2.2786, loss: 2.2786 +2023-12-21 02:05:32,484 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:27:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 2.1912, loss: 2.1912 +2023-12-21 02:05:55,010 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:26:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 2.2079, loss: 2.2079 +2023-12-21 02:06:17,585 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:26:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 2.1914, loss: 2.1914 +2023-12-21 02:06:40,141 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:25:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.2301, loss: 2.2301 +2023-12-21 02:07:02,712 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:25:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 2.2038, loss: 2.2038 +2023-12-21 02:07:25,334 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:24:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 2.1987, loss: 2.1987 +2023-12-21 02:07:47,991 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:24:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 2.1898, loss: 2.1898 +2023-12-21 02:08:10,619 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:23:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.1934, loss: 2.1934 +2023-12-21 02:08:33,341 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:23:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 2.2040, loss: 2.2040 +2023-12-21 02:08:56,164 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:22:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 2.2005, loss: 2.2005 +2023-12-21 02:09:18,866 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:22:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 2.2516, loss: 2.2516 +2023-12-21 02:09:41,484 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:22:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 2.2000, loss: 2.2000 +2023-12-21 02:10:04,164 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:21:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 2.2415, loss: 2.2415 +2023-12-21 02:10:26,897 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:21:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 2.2060, loss: 2.2060 +2023-12-21 02:10:49,564 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:20:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 2.2640, loss: 2.2640 +2023-12-21 02:11:12,202 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:20:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 2.2570, loss: 2.2570 +2023-12-21 02:11:13,980 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-21 02:12:32,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 02:12:33,058 - pyskl - INFO - +top1_acc 0.7839 +top5_acc 0.9609 +2023-12-21 02:12:33,062 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7839, top5_acc: 0.9609 +2023-12-21 02:13:13,872 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:21:11, time: 0.408, data_time: 0.183, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 2.1815, loss: 2.1815 +2023-12-21 02:13:36,439 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:20:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 2.1736, loss: 2.1736 +2023-12-21 02:13:59,184 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:20:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 2.1945, loss: 2.1945 +2023-12-21 02:14:21,910 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:19:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.1901, loss: 2.1901 +2023-12-21 02:14:44,571 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:19:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 2.2053, loss: 2.2053 +2023-12-21 02:15:07,140 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:18:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 2.1708, loss: 2.1708 +2023-12-21 02:15:29,893 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:18:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 2.2189, loss: 2.2189 +2023-12-21 02:15:52,445 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:18:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 2.2359, loss: 2.2359 +2023-12-21 02:16:15,122 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:17:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 2.1757, loss: 2.1757 +2023-12-21 02:16:37,619 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:17:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 2.2077, loss: 2.2077 +2023-12-21 02:17:00,144 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:16:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 2.1902, loss: 2.1902 +2023-12-21 02:17:22,779 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:16:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 2.2245, loss: 2.2245 +2023-12-21 02:17:45,391 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:15:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9806, loss_cls: 2.2204, loss: 2.2204 +2023-12-21 02:18:08,119 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:15:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 2.2491, loss: 2.2491 +2023-12-21 02:18:30,876 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:14:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 2.2174, loss: 2.2174 +2023-12-21 02:18:53,509 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:14:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 2.2099, loss: 2.2099 +2023-12-21 02:19:16,099 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:13:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 2.2095, loss: 2.2095 +2023-12-21 02:19:38,780 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:13:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 2.2159, loss: 2.2159 +2023-12-21 02:20:01,488 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:13:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.1932, loss: 2.1932 +2023-12-21 02:20:24,147 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:12:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 2.1818, loss: 2.1818 +2023-12-21 02:20:46,944 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:12:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 2.2314, loss: 2.2314 +2023-12-21 02:21:09,653 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:11:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 2.2476, loss: 2.2476 +2023-12-21 02:21:32,360 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:11:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 2.2104, loss: 2.2104 +2023-12-21 02:21:55,030 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:10:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 2.2400, loss: 2.2400 +2023-12-21 02:22:17,713 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:10:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 2.2572, loss: 2.2572 +2023-12-21 02:22:19,547 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-21 02:23:38,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 02:23:38,558 - pyskl - INFO - +top1_acc 0.7861 +top5_acc 0.9608 +2023-12-21 02:23:38,565 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7861, top5_acc: 0.9608 +2023-12-21 02:24:20,056 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:11:20, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 2.1628, loss: 2.1628 +2023-12-21 02:24:42,683 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:10:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.1639, loss: 2.1639 +2023-12-21 02:25:05,504 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:10:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 2.1996, loss: 2.1996 +2023-12-21 02:25:28,386 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:10:01, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 2.1868, loss: 2.1868 +2023-12-21 02:25:51,149 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:09:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 2.1706, loss: 2.1706 +2023-12-21 02:26:13,812 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:09:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 2.2618, loss: 2.2618 +2023-12-21 02:26:36,596 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:08:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 2.1938, loss: 2.1938 +2023-12-21 02:26:59,306 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:08:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9850, loss_cls: 2.1711, loss: 2.1711 +2023-12-21 02:27:22,011 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:07:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 2.2023, loss: 2.2023 +2023-12-21 02:27:44,872 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:07:22, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 2.2046, loss: 2.2046 +2023-12-21 02:28:07,604 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:06:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 2.2264, loss: 2.2264 +2023-12-21 02:28:30,210 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:06:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.1488, loss: 2.1488 +2023-12-21 02:28:52,900 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:06:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.1649, loss: 2.1649 +2023-12-21 02:29:15,605 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:05:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 2.2328, loss: 2.2328 +2023-12-21 02:29:38,164 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:05:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 2.1884, loss: 2.1884 +2023-12-21 02:30:00,949 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:04:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 2.2383, loss: 2.2383 +2023-12-21 02:30:23,584 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:04:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 2.2529, loss: 2.2529 +2023-12-21 02:30:46,465 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:03:50, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 2.1964, loss: 2.1964 +2023-12-21 02:31:09,118 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:03:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 2.1820, loss: 2.1820 +2023-12-21 02:31:31,737 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:02:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 2.2270, loss: 2.2270 +2023-12-21 02:31:54,422 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:02:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 2.2135, loss: 2.2135 +2023-12-21 02:32:17,037 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:02:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 2.1943, loss: 2.1943 +2023-12-21 02:32:39,719 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:01:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 2.2668, loss: 2.2668 +2023-12-21 02:33:02,524 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:01:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 2.2460, loss: 2.2460 +2023-12-21 02:33:25,076 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:00:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 2.2257, loss: 2.2257 +2023-12-21 02:33:26,888 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-21 02:34:46,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 02:34:46,146 - pyskl - INFO - +top1_acc 0.7751 +top5_acc 0.9631 +2023-12-21 02:34:46,151 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7751, top5_acc: 0.9631 +2023-12-21 02:35:27,659 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:01:35, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 2.2415, loss: 2.2415 +2023-12-21 02:35:50,247 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:01:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 2.1757, loss: 2.1757 +2023-12-21 02:36:12,832 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:00:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 2.1632, loss: 2.1632 +2023-12-21 02:36:35,433 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:00:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 2.2168, loss: 2.2168 +2023-12-21 02:36:58,112 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 19:59:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 2.1664, loss: 2.1664 +2023-12-21 02:37:20,914 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 19:59:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 2.2083, loss: 2.2083 +2023-12-21 02:37:43,613 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 19:58:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9819, loss_cls: 2.1830, loss: 2.1830 +2023-12-21 02:38:06,351 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 19:58:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 2.1732, loss: 2.1732 +2023-12-21 02:38:29,018 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 19:58:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 2.1745, loss: 2.1745 +2023-12-21 02:38:51,733 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 19:57:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.1663, loss: 2.1663 +2023-12-21 02:39:14,371 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 19:57:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 2.2361, loss: 2.2361 +2023-12-21 02:39:37,044 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 19:56:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 2.1743, loss: 2.1743 +2023-12-21 02:39:59,779 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 19:56:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 2.1953, loss: 2.1953 +2023-12-21 02:40:22,588 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 19:55:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 2.2022, loss: 2.2022 +2023-12-21 02:40:45,364 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 19:55:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 2.1680, loss: 2.1680 +2023-12-21 02:41:08,034 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 19:54:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 2.2111, loss: 2.2111 +2023-12-21 02:41:30,827 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 19:54:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 2.2319, loss: 2.2319 +2023-12-21 02:41:53,580 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 19:54:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9800, loss_cls: 2.1780, loss: 2.1780 +2023-12-21 02:42:16,222 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 19:53:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 2.2546, loss: 2.2546 +2023-12-21 02:42:38,899 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 19:53:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 2.1809, loss: 2.1809 +2023-12-21 02:43:01,460 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 19:52:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 2.2004, loss: 2.2004 +2023-12-21 02:43:24,212 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 19:52:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 2.2360, loss: 2.2360 +2023-12-21 02:43:46,885 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 19:51:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 2.1823, loss: 2.1823 +2023-12-21 02:44:09,657 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 19:51:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 2.1947, loss: 2.1947 +2023-12-21 02:44:32,489 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 19:51:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 2.2018, loss: 2.2018 +2023-12-21 02:44:34,392 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-21 02:45:53,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 02:45:53,273 - pyskl - INFO - +top1_acc 0.7904 +top5_acc 0.9645 +2023-12-21 02:45:53,278 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7904, top5_acc: 0.9645 +2023-12-21 02:46:34,859 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 19:51:49, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 2.1773, loss: 2.1773 +2023-12-21 02:46:57,487 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 19:51:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.1496, loss: 2.1496 +2023-12-21 02:47:20,246 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 19:50:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 2.1806, loss: 2.1806 +2023-12-21 02:47:42,895 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 19:50:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.1518, loss: 2.1518 +2023-12-21 02:48:05,580 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 19:50:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 2.2384, loss: 2.2384 +2023-12-21 02:48:28,232 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:49:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 2.1938, loss: 2.1938 +2023-12-21 02:48:50,886 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:49:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 2.1560, loss: 2.1560 +2023-12-21 02:49:13,657 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:48:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 2.1933, loss: 2.1933 +2023-12-21 02:49:36,294 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:48:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.1378, loss: 2.1378 +2023-12-21 02:49:59,056 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:47:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 2.2010, loss: 2.2010 +2023-12-21 02:50:21,742 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:47:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 2.1814, loss: 2.1814 +2023-12-21 02:50:44,425 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:46:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 2.1931, loss: 2.1931 +2023-12-21 02:51:07,065 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:46:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.1049, loss: 2.1049 +2023-12-21 02:51:29,684 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:46:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 2.1803, loss: 2.1803 +2023-12-21 02:51:52,272 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:45:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 2.2346, loss: 2.2346 +2023-12-21 02:52:14,957 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:45:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 2.2657, loss: 2.2657 +2023-12-21 02:52:37,829 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:44:46, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 2.1982, loss: 2.1982 +2023-12-21 02:53:00,641 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:44:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 2.1944, loss: 2.1944 +2023-12-21 02:53:23,332 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:43:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 2.2449, loss: 2.2449 +2023-12-21 02:53:45,960 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:43:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 2.2732, loss: 2.2732 +2023-12-21 02:54:08,804 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:43:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 2.2603, loss: 2.2603 +2023-12-21 02:54:31,471 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:42:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 2.2182, loss: 2.2182 +2023-12-21 02:54:54,077 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:42:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 2.1400, loss: 2.1400 +2023-12-21 02:55:16,732 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:41:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.1561, loss: 2.1561 +2023-12-21 02:55:39,341 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:41:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 2.2058, loss: 2.2058 +2023-12-21 02:55:41,133 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-21 02:57:00,575 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 02:57:00,649 - pyskl - INFO - +top1_acc 0.7886 +top5_acc 0.9696 +2023-12-21 02:57:00,652 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7886, top5_acc: 0.9696 +2023-12-21 02:57:42,227 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:42:01, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9856, loss_cls: 2.1497, loss: 2.1497 +2023-12-21 02:58:04,792 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:41:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.1096, loss: 2.1096 +2023-12-21 02:58:27,492 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:41:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 2.2171, loss: 2.2171 +2023-12-21 02:58:50,230 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:40:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.1748, loss: 2.1748 +2023-12-21 02:59:12,814 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:40:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9812, loss_cls: 2.2059, loss: 2.2059 +2023-12-21 02:59:35,538 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:39:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 2.2138, loss: 2.2138 +2023-12-21 02:59:58,256 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:39:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 2.2584, loss: 2.2584 +2023-12-21 03:00:20,943 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:38:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9838, loss_cls: 2.1733, loss: 2.1733 +2023-12-21 03:00:43,586 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:38:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 2.1438, loss: 2.1438 +2023-12-21 03:01:06,214 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:38:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.1630, loss: 2.1630 +2023-12-21 03:01:28,879 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:37:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 2.2082, loss: 2.2082 +2023-12-21 03:01:51,602 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:37:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.1729, loss: 2.1729 +2023-12-21 03:02:14,311 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:36:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 2.2198, loss: 2.2198 +2023-12-21 03:02:37,063 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:36:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.1296, loss: 2.1296 +2023-12-21 03:02:59,658 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:35:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 2.1911, loss: 2.1911 +2023-12-21 03:03:22,236 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:35:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 2.2296, loss: 2.2296 +2023-12-21 03:03:44,782 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:34:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 2.2003, loss: 2.2003 +2023-12-21 03:04:07,590 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:34:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 2.1874, loss: 2.1874 +2023-12-21 03:04:30,211 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:34:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 2.1967, loss: 2.1967 +2023-12-21 03:04:52,825 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:33:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 2.1744, loss: 2.1744 +2023-12-21 03:05:15,433 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:33:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 2.2083, loss: 2.2083 +2023-12-21 03:05:38,092 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:32:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.1582, loss: 2.1582 +2023-12-21 03:06:00,699 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:32:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 2.2093, loss: 2.2093 +2023-12-21 03:06:23,347 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:31:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 2.1908, loss: 2.1908 +2023-12-21 03:06:45,931 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:31:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 2.2232, loss: 2.2232 +2023-12-21 03:06:47,730 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-21 03:08:06,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 03:08:06,998 - pyskl - INFO - +top1_acc 0.8008 +top5_acc 0.9685 +2023-12-21 03:08:07,003 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_21.pth was removed +2023-12-21 03:08:07,160 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2023-12-21 03:08:07,161 - pyskl - INFO - Best top1_acc is 0.8008 at 30 epoch. +2023-12-21 03:08:07,164 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8008, top5_acc: 0.9685 +2023-12-21 03:08:48,744 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:32:10, time: 0.416, data_time: 0.188, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.1695, loss: 2.1695 +2023-12-21 03:09:11,461 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:31:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 2.1826, loss: 2.1826 +2023-12-21 03:09:34,194 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:31:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.1564, loss: 2.1564 +2023-12-21 03:09:56,849 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:30:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 2.1392, loss: 2.1392 +2023-12-21 03:10:19,406 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:30:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 2.1995, loss: 2.1995 +2023-12-21 03:10:42,111 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:29:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9812, loss_cls: 2.1900, loss: 2.1900 +2023-12-21 03:11:04,809 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:29:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 2.1661, loss: 2.1661 +2023-12-21 03:11:27,473 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:29:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 2.1588, loss: 2.1588 +2023-12-21 03:11:50,085 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:28:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.0838, loss: 2.0838 +2023-12-21 03:12:12,866 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:28:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.1688, loss: 2.1688 +2023-12-21 03:12:35,453 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:27:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 2.1941, loss: 2.1941 +2023-12-21 03:12:57,997 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:27:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 2.1717, loss: 2.1717 +2023-12-21 03:13:20,686 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:26:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 2.1906, loss: 2.1906 +2023-12-21 03:13:43,404 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:26:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 2.1790, loss: 2.1790 +2023-12-21 03:14:06,234 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:26:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 2.1751, loss: 2.1751 +2023-12-21 03:14:28,994 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:25:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 2.1650, loss: 2.1650 +2023-12-21 03:14:51,771 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:25:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 2.2309, loss: 2.2309 +2023-12-21 03:15:14,349 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:24:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 2.1654, loss: 2.1654 +2023-12-21 03:15:36,995 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:24:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 2.2296, loss: 2.2296 +2023-12-21 03:15:59,758 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:23:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 2.2040, loss: 2.2040 +2023-12-21 03:16:22,431 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:23:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 2.1877, loss: 2.1877 +2023-12-21 03:16:45,172 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:23:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 2.1602, loss: 2.1602 +2023-12-21 03:17:07,905 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:22:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 2.1809, loss: 2.1809 +2023-12-21 03:17:30,510 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:22:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 2.1860, loss: 2.1860 +2023-12-21 03:17:53,253 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:21:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 2.2016, loss: 2.2016 +2023-12-21 03:17:55,070 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-21 03:19:14,079 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 03:19:14,149 - pyskl - INFO - +top1_acc 0.8018 +top5_acc 0.9679 +2023-12-21 03:19:14,154 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_30.pth was removed +2023-12-21 03:19:14,325 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2023-12-21 03:19:14,325 - pyskl - INFO - Best top1_acc is 0.8018 at 31 epoch. +2023-12-21 03:19:14,329 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8018, top5_acc: 0.9679 +2023-12-21 03:19:56,432 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:22:25, time: 0.421, data_time: 0.195, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.1297, loss: 2.1297 +2023-12-21 03:20:18,995 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:21:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.1632, loss: 2.1632 +2023-12-21 03:20:41,631 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:21:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 2.1919, loss: 2.1919 +2023-12-21 03:21:04,271 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:21:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 2.1826, loss: 2.1826 +2023-12-21 03:21:27,092 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:20:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 2.1911, loss: 2.1911 +2023-12-21 03:21:49,708 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:20:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 2.1850, loss: 2.1850 +2023-12-21 03:22:12,297 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:19:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 2.1867, loss: 2.1867 +2023-12-21 03:22:34,945 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:19:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 2.1808, loss: 2.1808 +2023-12-21 03:22:57,679 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:18:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9788, loss_cls: 2.2208, loss: 2.2208 +2023-12-21 03:23:20,451 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:18:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 2.1717, loss: 2.1717 +2023-12-21 03:23:43,219 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:18:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 2.2136, loss: 2.2136 +2023-12-21 03:24:05,921 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:17:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.1524, loss: 2.1524 +2023-12-21 03:24:28,637 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:17:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.1642, loss: 2.1642 +2023-12-21 03:24:51,364 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:16:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 2.1693, loss: 2.1693 +2023-12-21 03:25:14,015 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:16:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.2088, loss: 2.2088 +2023-12-21 03:25:36,617 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:15:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 2.2201, loss: 2.2201 +2023-12-21 03:25:59,256 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:15:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 2.1586, loss: 2.1586 +2023-12-21 03:26:21,877 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:15:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.1262, loss: 2.1262 +2023-12-21 03:26:44,571 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:14:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 2.1929, loss: 2.1929 +2023-12-21 03:27:07,190 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:14:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 2.1903, loss: 2.1903 +2023-12-21 03:27:29,922 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:13:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 2.2001, loss: 2.2001 +2023-12-21 03:27:52,658 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:13:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 2.1539, loss: 2.1539 +2023-12-21 03:28:15,280 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:12:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.1729, loss: 2.1729 +2023-12-21 03:28:38,079 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:12:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.1743, loss: 2.1743 +2023-12-21 03:29:00,764 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:12:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 2.1303, loss: 2.1303 +2023-12-21 03:29:02,607 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-21 03:30:21,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 03:30:22,000 - pyskl - INFO - +top1_acc 0.8025 +top5_acc 0.9692 +2023-12-21 03:30:22,004 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_31.pth was removed +2023-12-21 03:30:22,171 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2023-12-21 03:30:22,171 - pyskl - INFO - Best top1_acc is 0.8025 at 32 epoch. +2023-12-21 03:30:22,175 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8025, top5_acc: 0.9692 +2023-12-21 03:31:04,011 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:12:38, time: 0.418, data_time: 0.190, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 2.1677, loss: 2.1677 +2023-12-21 03:31:26,743 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:12:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.1607, loss: 2.1607 +2023-12-21 03:31:49,558 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:11:47, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.1148, loss: 2.1148 +2023-12-21 03:32:12,298 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:11:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 2.1954, loss: 2.1954 +2023-12-21 03:32:34,872 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:10:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 2.1727, loss: 2.1727 +2023-12-21 03:32:57,538 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:10:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 2.1794, loss: 2.1794 +2023-12-21 03:33:20,181 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:10:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.1230, loss: 2.1230 +2023-12-21 03:33:42,803 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:09:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 2.1512, loss: 2.1512 +2023-12-21 03:34:05,560 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:09:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9894, loss_cls: 2.1067, loss: 2.1067 +2023-12-21 03:34:28,189 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:08:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 2.2099, loss: 2.2099 +2023-12-21 03:34:50,902 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:08:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.0911, loss: 2.0911 +2023-12-21 03:35:13,639 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:07:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 2.2066, loss: 2.2066 +2023-12-21 03:35:36,288 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:07:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9812, loss_cls: 2.1782, loss: 2.1782 +2023-12-21 03:35:59,037 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:07:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 2.1744, loss: 2.1744 +2023-12-21 03:36:21,776 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:06:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 2.2307, loss: 2.2307 +2023-12-21 03:36:44,519 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:06:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.1768, loss: 2.1768 +2023-12-21 03:37:07,160 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:05:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 2.2202, loss: 2.2202 +2023-12-21 03:37:30,001 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:05:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.1442, loss: 2.1442 +2023-12-21 03:37:52,761 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:04:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 2.1479, loss: 2.1479 +2023-12-21 03:38:15,409 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:04:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 2.1357, loss: 2.1357 +2023-12-21 03:38:38,001 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:04:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 2.1500, loss: 2.1500 +2023-12-21 03:39:00,646 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:03:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 2.2259, loss: 2.2259 +2023-12-21 03:39:23,415 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:03:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 2.1876, loss: 2.1876 +2023-12-21 03:39:46,031 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:02:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.1839, loss: 2.1839 +2023-12-21 03:40:08,751 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:02:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 2.1632, loss: 2.1632 +2023-12-21 03:40:10,579 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-21 03:41:29,690 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 03:41:29,761 - pyskl - INFO - +top1_acc 0.7893 +top5_acc 0.9642 +2023-12-21 03:41:29,766 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7893, top5_acc: 0.9642 +2023-12-21 03:42:11,509 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:02:53, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.1362, loss: 2.1362 +2023-12-21 03:42:34,039 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:02:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 2.1870, loss: 2.1870 +2023-12-21 03:42:56,785 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:02:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.1369, loss: 2.1369 +2023-12-21 03:43:19,483 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:01:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 2.1598, loss: 2.1598 +2023-12-21 03:43:42,226 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:01:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 2.1546, loss: 2.1546 +2023-12-21 03:44:04,815 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:00:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 2.1872, loss: 2.1872 +2023-12-21 03:44:27,457 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:00:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 2.1637, loss: 2.1637 +2023-12-21 03:44:50,157 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 18:59:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 2.1652, loss: 2.1652 +2023-12-21 03:45:12,849 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 18:59:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 2.1986, loss: 2.1986 +2023-12-21 03:45:35,577 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 18:59:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 2.1860, loss: 2.1860 +2023-12-21 03:45:58,282 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 18:58:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.1393, loss: 2.1393 +2023-12-21 03:46:20,956 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 18:58:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 2.2176, loss: 2.2176 +2023-12-21 03:46:43,541 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 18:57:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 2.1834, loss: 2.1834 +2023-12-21 03:47:06,117 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 18:57:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 2.2276, loss: 2.2276 +2023-12-21 03:47:28,684 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 18:56:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 2.2506, loss: 2.2506 +2023-12-21 03:47:51,314 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 18:56:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.1570, loss: 2.1570 +2023-12-21 03:48:14,005 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 18:55:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 2.1936, loss: 2.1936 +2023-12-21 03:48:36,762 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 18:55:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 2.1154, loss: 2.1154 +2023-12-21 03:48:59,452 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 18:55:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 2.2061, loss: 2.2061 +2023-12-21 03:49:22,059 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 18:54:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 2.1800, loss: 2.1800 +2023-12-21 03:49:44,650 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 18:54:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 2.1972, loss: 2.1972 +2023-12-21 03:50:07,253 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 18:53:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 2.1607, loss: 2.1607 +2023-12-21 03:50:29,826 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 18:53:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.1690, loss: 2.1690 +2023-12-21 03:50:52,425 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 18:52:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.1122, loss: 2.1122 +2023-12-21 03:51:15,009 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 18:52:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 2.1914, loss: 2.1914 +2023-12-21 03:51:16,840 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-21 03:52:35,958 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 03:52:36,028 - pyskl - INFO - +top1_acc 0.7982 +top5_acc 0.9640 +2023-12-21 03:52:36,031 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7982, top5_acc: 0.9640 +2023-12-21 03:53:17,952 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 18:53:03, time: 0.419, data_time: 0.193, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 2.1423, loss: 2.1423 +2023-12-21 03:53:40,479 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 18:52:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.0985, loss: 2.0985 +2023-12-21 03:54:03,046 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 18:52:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.1102, loss: 2.1102 +2023-12-21 03:54:25,582 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 18:51:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 2.2025, loss: 2.2025 +2023-12-21 03:54:48,280 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 18:51:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 2.1636, loss: 2.1636 +2023-12-21 03:55:10,966 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 18:50:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.1545, loss: 2.1545 +2023-12-21 03:55:33,609 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 18:50:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.1087, loss: 2.1087 +2023-12-21 03:55:56,238 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 18:50:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 2.1802, loss: 2.1802 +2023-12-21 03:56:18,962 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 18:49:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.1178, loss: 2.1178 +2023-12-21 03:56:41,656 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 18:49:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 2.1904, loss: 2.1904 +2023-12-21 03:57:04,294 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 18:48:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 2.2581, loss: 2.2581 +2023-12-21 03:57:26,881 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 18:48:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.1481, loss: 2.1481 +2023-12-21 03:57:49,563 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 18:47:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 2.1868, loss: 2.1868 +2023-12-21 03:58:12,182 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 18:47:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9869, loss_cls: 2.1322, loss: 2.1322 +2023-12-21 03:58:34,778 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 18:47:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 2.1407, loss: 2.1407 +2023-12-21 03:58:57,465 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:46:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 2.1503, loss: 2.1503 +2023-12-21 03:59:20,191 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:46:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.1343, loss: 2.1343 +2023-12-21 03:59:42,924 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:45:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 2.1818, loss: 2.1818 +2023-12-21 04:00:05,593 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:45:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 2.2164, loss: 2.2164 +2023-12-21 04:00:28,322 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:44:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9781, loss_cls: 2.2503, loss: 2.2503 +2023-12-21 04:00:50,968 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:44:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 2.1934, loss: 2.1934 +2023-12-21 04:01:13,741 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:44:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.1244, loss: 2.1244 +2023-12-21 04:01:36,361 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:43:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.0957, loss: 2.0957 +2023-12-21 04:01:58,897 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:43:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 2.1814, loss: 2.1814 +2023-12-21 04:02:21,510 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:42:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9819, loss_cls: 2.1718, loss: 2.1718 +2023-12-21 04:02:23,415 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-21 04:03:42,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 04:03:42,468 - pyskl - INFO - +top1_acc 0.7641 +top5_acc 0.9632 +2023-12-21 04:03:42,472 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7641, top5_acc: 0.9632 +2023-12-21 04:04:23,775 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:43:12, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 2.1116, loss: 2.1116 +2023-12-21 04:04:46,341 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:42:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 2.1604, loss: 2.1604 +2023-12-21 04:05:08,960 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:42:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.1242, loss: 2.1242 +2023-12-21 04:05:31,469 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:41:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.1396, loss: 2.1396 +2023-12-21 04:05:54,038 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:41:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 2.1852, loss: 2.1852 +2023-12-21 04:06:16,806 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:41:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.1213, loss: 2.1213 +2023-12-21 04:06:39,468 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:40:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 2.1828, loss: 2.1828 +2023-12-21 04:07:02,197 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:40:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 2.1398, loss: 2.1398 +2023-12-21 04:07:24,850 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:39:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 2.1869, loss: 2.1869 +2023-12-21 04:07:47,471 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:39:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.1541, loss: 2.1541 +2023-12-21 04:08:10,079 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:38:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.1067, loss: 2.1067 +2023-12-21 04:08:32,718 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:38:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.1420, loss: 2.1420 +2023-12-21 04:08:55,460 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:38:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 2.2190, loss: 2.2190 +2023-12-21 04:09:18,255 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:37:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 2.1857, loss: 2.1857 +2023-12-21 04:09:40,896 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:37:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 2.1652, loss: 2.1652 +2023-12-21 04:10:03,575 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:36:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 2.1985, loss: 2.1985 +2023-12-21 04:10:26,326 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:36:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.1279, loss: 2.1279 +2023-12-21 04:10:49,000 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:35:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.1701, loss: 2.1701 +2023-12-21 04:11:11,671 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:35:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 2.1616, loss: 2.1616 +2023-12-21 04:11:34,331 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:35:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.1628, loss: 2.1628 +2023-12-21 04:11:57,098 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:34:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 2.2088, loss: 2.2088 +2023-12-21 04:12:19,802 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:34:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 2.1959, loss: 2.1959 +2023-12-21 04:12:42,647 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:33:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.1473, loss: 2.1473 +2023-12-21 04:13:05,283 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:33:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 2.1732, loss: 2.1732 +2023-12-21 04:13:27,864 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:32:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 2.1268, loss: 2.1268 +2023-12-21 04:13:29,687 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-21 04:14:49,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 04:14:49,139 - pyskl - INFO - +top1_acc 0.7804 +top5_acc 0.9683 +2023-12-21 04:14:49,143 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7804, top5_acc: 0.9683 +2023-12-21 04:15:30,531 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:33:24, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.1311, loss: 2.1311 +2023-12-21 04:15:53,113 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:32:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 2.1416, loss: 2.1416 +2023-12-21 04:16:15,747 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:32:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 2.1583, loss: 2.1583 +2023-12-21 04:16:38,493 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:32:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 2.1294, loss: 2.1294 +2023-12-21 04:17:01,327 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:31:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.1126, loss: 2.1126 +2023-12-21 04:17:24,078 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:31:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 2.2156, loss: 2.2156 +2023-12-21 04:17:46,755 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:30:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 2.1781, loss: 2.1781 +2023-12-21 04:18:09,293 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:30:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 2.1314, loss: 2.1314 +2023-12-21 04:18:31,984 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:29:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9881, loss_cls: 2.1200, loss: 2.1200 +2023-12-21 04:18:54,697 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:29:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.1768, loss: 2.1768 +2023-12-21 04:19:17,289 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:29:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.1190, loss: 2.1190 +2023-12-21 04:19:40,100 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:28:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.1422, loss: 2.1422 +2023-12-21 04:20:02,842 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:28:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 2.1536, loss: 2.1536 +2023-12-21 04:20:25,554 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:27:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.1525, loss: 2.1525 +2023-12-21 04:20:48,232 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:27:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.1297, loss: 2.1297 +2023-12-21 04:21:10,746 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:27:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 2.2365, loss: 2.2365 +2023-12-21 04:21:33,378 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:26:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9769, loss_cls: 2.1213, loss: 2.1213 +2023-12-21 04:21:56,077 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:26:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.1346, loss: 2.1346 +2023-12-21 04:22:18,671 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:25:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 2.1882, loss: 2.1882 +2023-12-21 04:22:41,409 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:25:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.1541, loss: 2.1541 +2023-12-21 04:23:04,053 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:24:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.1458, loss: 2.1458 +2023-12-21 04:23:26,649 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:24:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 2.1525, loss: 2.1525 +2023-12-21 04:23:49,361 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:24:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.1538, loss: 2.1538 +2023-12-21 04:24:12,140 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:23:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.1419, loss: 2.1419 +2023-12-21 04:24:34,883 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:23:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 2.1346, loss: 2.1346 +2023-12-21 04:24:36,747 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-21 04:25:55,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 04:25:55,984 - pyskl - INFO - +top1_acc 0.8070 +top5_acc 0.9701 +2023-12-21 04:25:55,989 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_32.pth was removed +2023-12-21 04:25:56,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2023-12-21 04:25:56,138 - pyskl - INFO - Best top1_acc is 0.8070 at 37 epoch. +2023-12-21 04:25:56,142 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8070, top5_acc: 0.9701 +2023-12-21 04:26:37,437 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:23:36, time: 0.413, data_time: 0.186, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.1211, loss: 2.1211 +2023-12-21 04:27:00,047 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:23:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.1513, loss: 2.1513 +2023-12-21 04:27:22,711 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:22:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.1484, loss: 2.1484 +2023-12-21 04:27:45,395 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:22:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 2.1742, loss: 2.1742 +2023-12-21 04:28:08,181 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:21:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.1237, loss: 2.1237 +2023-12-21 04:28:30,865 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:21:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 2.1524, loss: 2.1524 +2023-12-21 04:28:53,485 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:21:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 2.1775, loss: 2.1775 +2023-12-21 04:29:16,165 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:20:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.1638, loss: 2.1638 +2023-12-21 04:29:38,942 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:20:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.1174, loss: 2.1174 +2023-12-21 04:30:01,563 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:19:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 2.1317, loss: 2.1317 +2023-12-21 04:30:24,163 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:19:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 2.1952, loss: 2.1952 +2023-12-21 04:30:46,689 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:18:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 2.1729, loss: 2.1729 +2023-12-21 04:31:09,341 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:18:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.1625, loss: 2.1625 +2023-12-21 04:31:32,027 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:18:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 2.1902, loss: 2.1902 +2023-12-21 04:31:54,579 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:17:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 2.1534, loss: 2.1534 +2023-12-21 04:32:17,243 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:17:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9862, loss_cls: 2.1300, loss: 2.1300 +2023-12-21 04:32:39,895 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:16:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 2.2011, loss: 2.2011 +2023-12-21 04:33:02,447 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:16:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 2.1665, loss: 2.1665 +2023-12-21 04:33:24,956 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:15:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.1106, loss: 2.1106 +2023-12-21 04:33:47,761 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:15:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.0691, loss: 2.0691 +2023-12-21 04:34:10,426 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:15:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 2.1766, loss: 2.1766 +2023-12-21 04:34:33,057 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:14:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 2.2086, loss: 2.2086 +2023-12-21 04:34:55,638 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:14:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 2.1672, loss: 2.1672 +2023-12-21 04:35:18,337 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:13:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 2.1643, loss: 2.1643 +2023-12-21 04:35:41,084 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:13:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.1414, loss: 2.1414 +2023-12-21 04:35:43,028 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-21 04:37:02,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 04:37:02,268 - pyskl - INFO - +top1_acc 0.7717 +top5_acc 0.9623 +2023-12-21 04:37:02,276 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7717, top5_acc: 0.9623 +2023-12-21 04:37:43,951 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:13:47, time: 0.417, data_time: 0.190, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.1103, loss: 2.1103 +2023-12-21 04:38:06,711 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:13:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.1046, loss: 2.1046 +2023-12-21 04:38:29,305 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:12:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.1770, loss: 2.1770 +2023-12-21 04:38:52,063 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:12:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.0712, loss: 2.0712 +2023-12-21 04:39:14,712 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:12:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.1467, loss: 2.1467 +2023-12-21 04:39:37,370 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:11:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9819, loss_cls: 2.1512, loss: 2.1512 +2023-12-21 04:40:00,089 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:11:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.0893, loss: 2.0893 +2023-12-21 04:40:22,810 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:10:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.1181, loss: 2.1181 +2023-12-21 04:40:45,484 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:10:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 2.0876, loss: 2.0876 +2023-12-21 04:41:08,172 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:09:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 2.1692, loss: 2.1692 +2023-12-21 04:41:30,927 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:09:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.1543, loss: 2.1543 +2023-12-21 04:41:53,570 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:09:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 2.1903, loss: 2.1903 +2023-12-21 04:42:16,250 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:08:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 2.1431, loss: 2.1431 +2023-12-21 04:42:38,811 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:08:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 2.1883, loss: 2.1883 +2023-12-21 04:43:01,404 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:07:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.1501, loss: 2.1501 +2023-12-21 04:43:24,105 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:07:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 2.1643, loss: 2.1643 +2023-12-21 04:43:46,825 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:07:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 2.1934, loss: 2.1934 +2023-12-21 04:44:09,448 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:06:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.1574, loss: 2.1574 +2023-12-21 04:44:32,080 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:06:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.1464, loss: 2.1464 +2023-12-21 04:44:54,657 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:05:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 2.1688, loss: 2.1688 +2023-12-21 04:45:17,237 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:05:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.1539, loss: 2.1539 +2023-12-21 04:45:39,959 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:04:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.1161, loss: 2.1161 +2023-12-21 04:46:02,695 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:04:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 2.1786, loss: 2.1786 +2023-12-21 04:46:25,441 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:04:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.1193, loss: 2.1193 +2023-12-21 04:46:48,210 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:03:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.1555, loss: 2.1555 +2023-12-21 04:46:50,065 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-21 04:48:09,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 04:48:09,408 - pyskl - INFO - +top1_acc 0.8073 +top5_acc 0.9697 +2023-12-21 04:48:09,412 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_37.pth was removed +2023-12-21 04:48:09,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2023-12-21 04:48:09,556 - pyskl - INFO - Best top1_acc is 0.8073 at 39 epoch. +2023-12-21 04:48:09,559 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8073, top5_acc: 0.9697 +2023-12-21 04:48:51,077 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:04:00, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9831, loss_cls: 2.1403, loss: 2.1403 +2023-12-21 04:49:13,572 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:03:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.0973, loss: 2.0973 +2023-12-21 04:49:36,234 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:03:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.1046, loss: 2.1046 +2023-12-21 04:49:58,892 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:02:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.1199, loss: 2.1199 +2023-12-21 04:50:21,664 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:02:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.0959, loss: 2.0959 +2023-12-21 04:50:44,321 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:01:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.1300, loss: 2.1300 +2023-12-21 04:51:07,014 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:01:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.1075, loss: 2.1075 +2023-12-21 04:51:29,644 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:01:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.0940, loss: 2.0940 +2023-12-21 04:51:52,273 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:00:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9862, loss_cls: 2.1156, loss: 2.1156 +2023-12-21 04:52:14,876 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:00:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.1335, loss: 2.1335 +2023-12-21 04:52:37,496 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 17:59:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.1302, loss: 2.1302 +2023-12-21 04:53:00,033 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 17:59:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 2.1871, loss: 2.1871 +2023-12-21 04:53:22,799 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 17:58:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.1331, loss: 2.1331 +2023-12-21 04:53:45,535 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 17:58:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 2.1341, loss: 2.1341 +2023-12-21 04:54:08,261 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 17:58:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.1367, loss: 2.1367 +2023-12-21 04:54:31,018 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 17:57:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9856, loss_cls: 2.1240, loss: 2.1240 +2023-12-21 04:54:53,722 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 17:57:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 2.1476, loss: 2.1476 +2023-12-21 04:55:16,489 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 17:56:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.1388, loss: 2.1388 +2023-12-21 04:55:39,210 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 17:56:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 2.1487, loss: 2.1487 +2023-12-21 04:56:01,945 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 17:55:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.1308, loss: 2.1308 +2023-12-21 04:56:24,578 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 17:55:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 2.1465, loss: 2.1465 +2023-12-21 04:56:47,152 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 17:55:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 2.1536, loss: 2.1536 +2023-12-21 04:57:10,002 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 17:54:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.1179, loss: 2.1179 +2023-12-21 04:57:32,817 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 17:54:17, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 2.1701, loss: 2.1701 +2023-12-21 04:57:55,409 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 17:53:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.1069, loss: 2.1069 +2023-12-21 04:57:57,232 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-21 04:59:16,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 04:59:16,488 - pyskl - INFO - +top1_acc 0.7662 +top5_acc 0.9618 +2023-12-21 04:59:16,492 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7662, top5_acc: 0.9618 +2023-12-21 04:59:58,084 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 17:54:13, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.1218, loss: 2.1218 +2023-12-21 05:00:20,782 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 17:53:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.1048, loss: 2.1048 +2023-12-21 05:00:43,376 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 17:53:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.0924, loss: 2.0924 +2023-12-21 05:01:06,022 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 17:52:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 2.1278, loss: 2.1278 +2023-12-21 05:01:28,689 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 17:52:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.1456, loss: 2.1456 +2023-12-21 05:01:51,302 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 17:52:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 2.1765, loss: 2.1765 +2023-12-21 05:02:14,061 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 17:51:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.1442, loss: 2.1442 +2023-12-21 05:02:36,788 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 17:51:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 2.1603, loss: 2.1603 +2023-12-21 05:02:59,482 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 17:50:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.1059, loss: 2.1059 +2023-12-21 05:03:22,132 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 17:50:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.0697, loss: 2.0697 +2023-12-21 05:03:44,794 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 17:49:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.1181, loss: 2.1181 +2023-12-21 05:04:07,394 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 17:49:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.0860, loss: 2.0860 +2023-12-21 05:04:29,998 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 17:49:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.1192, loss: 2.1192 +2023-12-21 05:04:52,652 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 17:48:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 2.1807, loss: 2.1807 +2023-12-21 05:05:15,354 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 17:48:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.1204, loss: 2.1204 +2023-12-21 05:05:37,955 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 17:47:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.1007, loss: 2.1007 +2023-12-21 05:06:00,574 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 17:47:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 2.2183, loss: 2.2183 +2023-12-21 05:06:23,386 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 17:47:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 2.1962, loss: 2.1962 +2023-12-21 05:06:46,016 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 17:46:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 2.1652, loss: 2.1652 +2023-12-21 05:07:08,748 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 17:46:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 2.1859, loss: 2.1859 +2023-12-21 05:07:31,336 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 17:45:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.1341, loss: 2.1341 +2023-12-21 05:07:54,024 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:45:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 2.1653, loss: 2.1653 +2023-12-21 05:08:16,706 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:44:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.1654, loss: 2.1654 +2023-12-21 05:08:39,302 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:44:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.1269, loss: 2.1269 +2023-12-21 05:09:01,851 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:44:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.1353, loss: 2.1353 +2023-12-21 05:09:03,685 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-21 05:10:22,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 05:10:22,632 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9691 +2023-12-21 05:10:22,637 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_39.pth was removed +2023-12-21 05:10:22,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2023-12-21 05:10:22,805 - pyskl - INFO - Best top1_acc is 0.8180 at 41 epoch. +2023-12-21 05:10:22,810 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8180, top5_acc: 0.9691 +2023-12-21 05:11:04,097 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:44:24, time: 0.413, data_time: 0.186, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.0882, loss: 2.0882 +2023-12-21 05:11:26,904 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:43:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.0987, loss: 2.0987 +2023-12-21 05:11:49,657 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:43:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 2.1314, loss: 2.1314 +2023-12-21 05:12:12,410 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:43:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 2.1324, loss: 2.1324 +2023-12-21 05:12:35,184 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:42:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.1153, loss: 2.1153 +2023-12-21 05:12:57,933 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:42:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.1267, loss: 2.1267 +2023-12-21 05:13:20,661 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:41:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 2.1543, loss: 2.1543 +2023-12-21 05:13:43,316 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:41:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.1452, loss: 2.1452 +2023-12-21 05:14:05,891 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:41:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 2.1541, loss: 2.1541 +2023-12-21 05:14:28,636 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:40:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 2.1964, loss: 2.1964 +2023-12-21 05:14:51,245 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:40:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 2.1323, loss: 2.1323 +2023-12-21 05:15:13,758 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:39:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.0898, loss: 2.0898 +2023-12-21 05:15:36,400 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:39:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.1076, loss: 2.1076 +2023-12-21 05:15:59,080 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:38:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.1258, loss: 2.1258 +2023-12-21 05:16:21,797 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:38:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.1381, loss: 2.1381 +2023-12-21 05:16:44,465 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:38:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 2.1317, loss: 2.1317 +2023-12-21 05:17:07,163 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:37:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.0650, loss: 2.0650 +2023-12-21 05:17:29,933 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:37:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.1471, loss: 2.1471 +2023-12-21 05:17:52,829 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:36:51, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 2.1482, loss: 2.1482 +2023-12-21 05:18:15,544 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:36:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 2.2019, loss: 2.2019 +2023-12-21 05:18:38,226 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:36:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.1542, loss: 2.1542 +2023-12-21 05:19:00,875 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:35:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.1137, loss: 2.1137 +2023-12-21 05:19:23,536 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:35:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 2.1833, loss: 2.1833 +2023-12-21 05:19:46,206 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:34:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 2.1443, loss: 2.1443 +2023-12-21 05:20:08,970 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:34:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 2.1714, loss: 2.1714 +2023-12-21 05:20:10,792 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-21 05:21:29,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 05:21:30,028 - pyskl - INFO - +top1_acc 0.8087 +top5_acc 0.9695 +2023-12-21 05:21:30,033 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8087, top5_acc: 0.9695 +2023-12-21 05:22:12,227 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:34:40, time: 0.422, data_time: 0.196, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 2.1367, loss: 2.1367 +2023-12-21 05:22:34,832 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:34:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.0901, loss: 2.0901 +2023-12-21 05:22:57,416 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:33:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.1426, loss: 2.1426 +2023-12-21 05:23:20,017 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:33:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 2.1309, loss: 2.1309 +2023-12-21 05:23:42,654 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:32:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.1142, loss: 2.1142 +2023-12-21 05:24:05,302 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:32:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.0591, loss: 2.0591 +2023-12-21 05:24:27,898 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:32:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.1648, loss: 2.1648 +2023-12-21 05:24:50,550 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:31:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.1797, loss: 2.1797 +2023-12-21 05:25:13,243 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:31:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.0988, loss: 2.0988 +2023-12-21 05:25:35,855 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:30:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9825, loss_cls: 2.1554, loss: 2.1554 +2023-12-21 05:25:58,629 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:30:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.1116, loss: 2.1116 +2023-12-21 05:26:21,341 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:30:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.1161, loss: 2.1161 +2023-12-21 05:26:44,191 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:29:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 2.1010, loss: 2.1010 +2023-12-21 05:27:06,840 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:29:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 2.1631, loss: 2.1631 +2023-12-21 05:27:29,390 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:28:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 2.1931, loss: 2.1931 +2023-12-21 05:27:51,965 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:28:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.1410, loss: 2.1410 +2023-12-21 05:28:14,742 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:27:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.1160, loss: 2.1160 +2023-12-21 05:28:37,504 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:27:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.0943, loss: 2.0943 +2023-12-21 05:29:00,142 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:27:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.1019, loss: 2.1019 +2023-12-21 05:29:22,851 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:26:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.1539, loss: 2.1539 +2023-12-21 05:29:45,431 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:26:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.1220, loss: 2.1220 +2023-12-21 05:30:08,159 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:25:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.1362, loss: 2.1362 +2023-12-21 05:30:30,781 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:25:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.1493, loss: 2.1493 +2023-12-21 05:30:53,419 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:25:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.1429, loss: 2.1429 +2023-12-21 05:31:16,114 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:24:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.1241, loss: 2.1241 +2023-12-21 05:31:17,947 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-21 05:32:37,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 05:32:37,195 - pyskl - INFO - +top1_acc 0.8115 +top5_acc 0.9683 +2023-12-21 05:32:37,200 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8115, top5_acc: 0.9683 +2023-12-21 05:33:18,345 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:24:51, time: 0.411, data_time: 0.186, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.0787, loss: 2.0787 +2023-12-21 05:33:40,952 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:24:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 2.1266, loss: 2.1266 +2023-12-21 05:34:03,616 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:24:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.1038, loss: 2.1038 +2023-12-21 05:34:26,295 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:23:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.0909, loss: 2.0909 +2023-12-21 05:34:49,070 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:23:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.1189, loss: 2.1189 +2023-12-21 05:35:11,797 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:22:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.1402, loss: 2.1402 +2023-12-21 05:35:34,421 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:22:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.0984, loss: 2.0984 +2023-12-21 05:35:57,093 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:21:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 2.1140, loss: 2.1140 +2023-12-21 05:36:19,620 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:21:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 2.0965, loss: 2.0965 +2023-12-21 05:36:42,211 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:21:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.0936, loss: 2.0936 +2023-12-21 05:37:04,871 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:20:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.1128, loss: 2.1128 +2023-12-21 05:37:27,552 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:20:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.1191, loss: 2.1191 +2023-12-21 05:37:50,097 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:19:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.1393, loss: 2.1393 +2023-12-21 05:38:12,666 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:19:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.0853, loss: 2.0853 +2023-12-21 05:38:35,290 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:18:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9831, loss_cls: 2.1520, loss: 2.1520 +2023-12-21 05:38:58,023 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:18:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 2.1684, loss: 2.1684 +2023-12-21 05:39:20,578 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:18:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.1492, loss: 2.1492 +2023-12-21 05:39:43,188 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:17:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 2.1561, loss: 2.1561 +2023-12-21 05:40:05,768 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:17:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.1519, loss: 2.1519 +2023-12-21 05:40:28,307 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:16:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 2.1653, loss: 2.1653 +2023-12-21 05:40:50,913 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:16:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.1361, loss: 2.1361 +2023-12-21 05:41:13,528 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:16:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.1536, loss: 2.1536 +2023-12-21 05:41:36,110 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:15:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.1505, loss: 2.1505 +2023-12-21 05:41:58,641 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:15:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.1208, loss: 2.1208 +2023-12-21 05:42:21,219 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:14:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.1405, loss: 2.1405 +2023-12-21 05:42:23,071 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-21 05:43:42,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 05:43:42,356 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9675 +2023-12-21 05:43:42,360 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8180, top5_acc: 0.9675 +2023-12-21 05:44:23,925 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:15:01, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.0897, loss: 2.0897 +2023-12-21 05:44:46,619 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:14:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.0732, loss: 2.0732 +2023-12-21 05:45:09,232 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:14:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.1336, loss: 2.1336 +2023-12-21 05:45:31,926 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:13:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9731, loss_cls: 2.1008, loss: 2.1008 +2023-12-21 05:45:54,535 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:13:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.1122, loss: 2.1122 +2023-12-21 05:46:17,259 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:12:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.0745, loss: 2.0745 +2023-12-21 05:46:39,872 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:12:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.1091, loss: 2.1091 +2023-12-21 05:47:02,437 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:12:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.1486, loss: 2.1486 +2023-12-21 05:47:25,027 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:11:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.1116, loss: 2.1116 +2023-12-21 05:47:47,702 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:11:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.1763, loss: 2.1763 +2023-12-21 05:48:10,387 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:10:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.1686, loss: 2.1686 +2023-12-21 05:48:33,015 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:10:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.1149, loss: 2.1149 +2023-12-21 05:48:55,786 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:09:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.1397, loss: 2.1397 +2023-12-21 05:49:18,506 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:09:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.1268, loss: 2.1268 +2023-12-21 05:49:41,084 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:09:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.1469, loss: 2.1469 +2023-12-21 05:50:03,727 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:08:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 2.1549, loss: 2.1549 +2023-12-21 05:50:26,378 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:08:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 2.1519, loss: 2.1519 +2023-12-21 05:50:48,912 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:07:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.1045, loss: 2.1045 +2023-12-21 05:51:11,574 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:07:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.1534, loss: 2.1534 +2023-12-21 05:51:34,184 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:07:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.1155, loss: 2.1155 +2023-12-21 05:51:56,829 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:06:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 2.1428, loss: 2.1428 +2023-12-21 05:52:19,597 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:06:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.1533, loss: 2.1533 +2023-12-21 05:52:42,219 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:05:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.0528, loss: 2.0528 +2023-12-21 05:53:04,844 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:05:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 2.1309, loss: 2.1309 +2023-12-21 05:53:27,429 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:04:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.1129, loss: 2.1129 +2023-12-21 05:53:29,270 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-21 05:54:48,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 05:54:48,402 - pyskl - INFO - +top1_acc 0.6553 +top5_acc 0.8986 +2023-12-21 05:54:48,405 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.6553, top5_acc: 0.8986 +2023-12-21 05:55:29,843 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:05:12, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9788, loss_cls: 2.0469, loss: 2.0469 +2023-12-21 05:55:52,452 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:04:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 2.1117, loss: 2.1117 +2023-12-21 05:56:14,975 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:04:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 2.1081, loss: 2.1081 +2023-12-21 05:56:37,468 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:03:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 2.1024, loss: 2.1024 +2023-12-21 05:57:00,077 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:03:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 2.0708, loss: 2.0708 +2023-12-21 05:57:22,695 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:03:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.1417, loss: 2.1417 +2023-12-21 05:57:45,259 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:02:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.0814, loss: 2.0814 +2023-12-21 05:58:07,828 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:02:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.1005, loss: 2.1005 +2023-12-21 05:58:30,392 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:01:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.0978, loss: 2.0978 +2023-12-21 05:58:52,911 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:01:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.1446, loss: 2.1446 +2023-12-21 05:59:15,461 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:00:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9812, loss_cls: 2.1927, loss: 2.1927 +2023-12-21 05:59:38,071 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:00:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.0866, loss: 2.0866 +2023-12-21 06:00:00,665 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:00:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.1398, loss: 2.1398 +2023-12-21 06:00:23,195 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 16:59:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 2.1364, loss: 2.1364 +2023-12-21 06:00:45,844 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 16:59:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.1083, loss: 2.1083 +2023-12-21 06:01:08,423 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 16:58:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.0892, loss: 2.0892 +2023-12-21 06:01:31,222 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 16:58:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.0950, loss: 2.0950 +2023-12-21 06:01:53,834 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 16:58:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 2.1239, loss: 2.1239 +2023-12-21 06:02:16,503 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 16:57:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 2.1241, loss: 2.1241 +2023-12-21 06:02:39,202 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 16:57:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 2.1323, loss: 2.1323 +2023-12-21 06:03:01,940 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 16:56:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.0998, loss: 2.0998 +2023-12-21 06:03:24,517 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 16:56:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.1271, loss: 2.1271 +2023-12-21 06:03:47,253 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 16:55:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.1443, loss: 2.1443 +2023-12-21 06:04:09,799 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 16:55:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.1052, loss: 2.1052 +2023-12-21 06:04:32,528 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 16:55:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.1520, loss: 2.1520 +2023-12-21 06:04:34,388 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-21 06:05:53,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 06:05:53,688 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9633 +2023-12-21 06:05:53,694 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7972, top5_acc: 0.9633 +2023-12-21 06:06:35,198 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 16:55:22, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.1241, loss: 2.1241 +2023-12-21 06:06:57,733 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 16:54:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.0861, loss: 2.0861 +2023-12-21 06:07:20,350 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 16:54:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.0934, loss: 2.0934 +2023-12-21 06:07:42,995 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 16:54:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.1025, loss: 2.1025 +2023-12-21 06:08:05,544 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 16:53:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.0643, loss: 2.0643 +2023-12-21 06:08:28,061 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 16:53:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.0874, loss: 2.0874 +2023-12-21 06:08:50,665 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 16:52:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 2.1119, loss: 2.1119 +2023-12-21 06:09:13,278 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 16:52:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.1114, loss: 2.1114 +2023-12-21 06:09:35,992 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 16:52:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.0739, loss: 2.0739 +2023-12-21 06:09:58,618 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 16:51:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.1139, loss: 2.1139 +2023-12-21 06:10:21,478 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 16:51:11, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.1057, loss: 2.1057 +2023-12-21 06:10:44,098 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 16:50:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.0899, loss: 2.0899 +2023-12-21 06:11:06,722 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 16:50:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.0983, loss: 2.0983 +2023-12-21 06:11:29,382 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 16:49:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.1425, loss: 2.1425 +2023-12-21 06:11:52,109 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 16:49:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.0811, loss: 2.0811 +2023-12-21 06:12:14,711 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 16:49:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 2.1188, loss: 2.1188 +2023-12-21 06:12:37,288 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 16:48:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.0829, loss: 2.0829 +2023-12-21 06:12:59,963 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 16:48:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 2.1786, loss: 2.1786 +2023-12-21 06:13:22,598 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 16:47:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9875, loss_cls: 2.1056, loss: 2.1056 +2023-12-21 06:13:45,358 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 16:47:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.1281, loss: 2.1281 +2023-12-21 06:14:07,999 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 16:47:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.1167, loss: 2.1167 +2023-12-21 06:14:30,606 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 16:46:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.1544, loss: 2.1544 +2023-12-21 06:14:53,307 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 16:46:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.1154, loss: 2.1154 +2023-12-21 06:15:15,849 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 16:45:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.1230, loss: 2.1230 +2023-12-21 06:15:38,461 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 16:45:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 2.1319, loss: 2.1319 +2023-12-21 06:15:40,284 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-21 06:16:59,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 06:16:59,493 - pyskl - INFO - +top1_acc 0.8173 +top5_acc 0.9696 +2023-12-21 06:16:59,497 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8173, top5_acc: 0.9696 +2023-12-21 06:17:41,039 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 16:45:33, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.1064, loss: 2.1064 +2023-12-21 06:18:03,574 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 16:45:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.0714, loss: 2.0714 +2023-12-21 06:18:26,121 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:44:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.1044, loss: 2.1044 +2023-12-21 06:18:48,739 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:44:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 2.0510, loss: 2.0510 +2023-12-21 06:19:11,456 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:43:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.0884, loss: 2.0884 +2023-12-21 06:19:34,028 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:43:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.1227, loss: 2.1227 +2023-12-21 06:19:56,597 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:43:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.1105, loss: 2.1105 +2023-12-21 06:20:19,304 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:42:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.0824, loss: 2.0824 +2023-12-21 06:20:41,994 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:42:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.1215, loss: 2.1215 +2023-12-21 06:21:04,747 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:41:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.1167, loss: 2.1167 +2023-12-21 06:21:27,355 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:41:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.1318, loss: 2.1318 +2023-12-21 06:21:50,001 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:40:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 2.0686, loss: 2.0686 +2023-12-21 06:22:12,536 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:40:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.0911, loss: 2.0911 +2023-12-21 06:22:35,082 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:40:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.1195, loss: 2.1195 +2023-12-21 06:22:57,744 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:39:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 2.1569, loss: 2.1569 +2023-12-21 06:23:20,339 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:39:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.0753, loss: 2.0753 +2023-12-21 06:23:42,949 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:38:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.0926, loss: 2.0926 +2023-12-21 06:24:05,523 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:38:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.0645, loss: 2.0645 +2023-12-21 06:24:28,108 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:38:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.1085, loss: 2.1085 +2023-12-21 06:24:50,698 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:37:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 2.1386, loss: 2.1386 +2023-12-21 06:25:13,411 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:37:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.1003, loss: 2.1003 +2023-12-21 06:25:36,011 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:36:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.0870, loss: 2.0870 +2023-12-21 06:25:58,684 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:36:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 2.1647, loss: 2.1647 +2023-12-21 06:26:21,251 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:35:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.1266, loss: 2.1266 +2023-12-21 06:26:43,947 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:35:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 2.1582, loss: 2.1582 +2023-12-21 06:26:45,812 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-21 06:28:04,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 06:28:04,986 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9713 +2023-12-21 06:28:04,991 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_41.pth was removed +2023-12-21 06:28:05,144 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2023-12-21 06:28:05,144 - pyskl - INFO - Best top1_acc is 0.8201 at 48 epoch. +2023-12-21 06:28:05,148 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8201, top5_acc: 0.9713 +2023-12-21 06:28:46,330 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:35:43, time: 0.412, data_time: 0.185, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.0605, loss: 2.0605 +2023-12-21 06:29:08,906 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:35:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 2.0261, loss: 2.0261 +2023-12-21 06:29:31,395 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:34:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.0286, loss: 2.0286 +2023-12-21 06:29:53,995 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:34:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9862, loss_cls: 2.1160, loss: 2.1160 +2023-12-21 06:30:16,683 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:34:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.0855, loss: 2.0855 +2023-12-21 06:30:39,405 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:33:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.1347, loss: 2.1347 +2023-12-21 06:31:02,063 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:33:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.1173, loss: 2.1173 +2023-12-21 06:31:24,650 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:32:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.0894, loss: 2.0894 +2023-12-21 06:31:47,180 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:32:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.0974, loss: 2.0974 +2023-12-21 06:32:09,774 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:31:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 2.1343, loss: 2.1343 +2023-12-21 06:32:32,390 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:31:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 2.0782, loss: 2.0782 +2023-12-21 06:32:54,908 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:31:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9781, loss_cls: 2.0959, loss: 2.0959 +2023-12-21 06:33:17,577 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:30:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.1086, loss: 2.1086 +2023-12-21 06:33:40,153 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:30:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.1133, loss: 2.1133 +2023-12-21 06:34:02,669 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:29:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.0940, loss: 2.0940 +2023-12-21 06:34:25,236 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:29:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.1289, loss: 2.1289 +2023-12-21 06:34:47,984 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:29:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.1040, loss: 2.1040 +2023-12-21 06:35:10,612 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:28:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 2.1442, loss: 2.1442 +2023-12-21 06:35:33,218 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:28:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 2.1037, loss: 2.1037 +2023-12-21 06:35:55,952 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:27:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.1306, loss: 2.1306 +2023-12-21 06:36:18,678 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:27:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.1263, loss: 2.1263 +2023-12-21 06:36:41,311 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:26:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.1155, loss: 2.1155 +2023-12-21 06:37:04,015 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:26:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.1175, loss: 2.1175 +2023-12-21 06:37:26,608 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:26:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.1162, loss: 2.1162 +2023-12-21 06:37:49,313 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:25:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.0728, loss: 2.0728 +2023-12-21 06:37:51,164 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-21 06:39:10,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 06:39:10,338 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9674 +2023-12-21 06:39:10,342 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_48.pth was removed +2023-12-21 06:39:10,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2023-12-21 06:39:10,494 - pyskl - INFO - Best top1_acc is 0.8202 at 49 epoch. +2023-12-21 06:39:10,498 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8202, top5_acc: 0.9674 +2023-12-21 06:39:52,051 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:25:54, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.0939, loss: 2.0939 +2023-12-21 06:40:14,719 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:25:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.0929, loss: 2.0929 +2023-12-21 06:40:37,239 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:25:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.1008, loss: 2.1008 +2023-12-21 06:41:00,040 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:24:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 2.1434, loss: 2.1434 +2023-12-21 06:41:22,719 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:24:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.1061, loss: 2.1061 +2023-12-21 06:41:45,342 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:23:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.0903, loss: 2.0903 +2023-12-21 06:42:07,933 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:23:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 2.0940, loss: 2.0940 +2023-12-21 06:42:30,535 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:23:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.0852, loss: 2.0852 +2023-12-21 06:42:53,142 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:22:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.0609, loss: 2.0609 +2023-12-21 06:43:15,766 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:22:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.0756, loss: 2.0756 +2023-12-21 06:43:38,495 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:21:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.0830, loss: 2.0830 +2023-12-21 06:44:01,212 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:21:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.0871, loss: 2.0871 +2023-12-21 06:44:23,879 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:20:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 2.1156, loss: 2.1156 +2023-12-21 06:44:46,437 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:20:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.1219, loss: 2.1219 +2023-12-21 06:45:09,023 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:20:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.1143, loss: 2.1143 +2023-12-21 06:45:31,680 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:19:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.1474, loss: 2.1474 +2023-12-21 06:45:54,333 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:19:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.1139, loss: 2.1139 +2023-12-21 06:46:17,037 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:18:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.0991, loss: 2.0991 +2023-12-21 06:46:39,643 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:18:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.0939, loss: 2.0939 +2023-12-21 06:47:02,301 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:18:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.0778, loss: 2.0778 +2023-12-21 06:47:24,955 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:17:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.1240, loss: 2.1240 +2023-12-21 06:47:47,706 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:17:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 2.1575, loss: 2.1575 +2023-12-21 06:48:10,333 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:16:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 2.1710, loss: 2.1710 +2023-12-21 06:48:32,950 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:16:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.1354, loss: 2.1354 +2023-12-21 06:48:55,590 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:15:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.0903, loss: 2.0903 +2023-12-21 06:48:57,402 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-21 06:50:16,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 06:50:16,557 - pyskl - INFO - +top1_acc 0.8011 +top5_acc 0.9665 +2023-12-21 06:50:16,561 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8011, top5_acc: 0.9665 +2023-12-21 06:50:58,119 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:16:06, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.0833, loss: 2.0833 +2023-12-21 06:51:20,720 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:15:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.0400, loss: 2.0400 +2023-12-21 06:51:43,286 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:15:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.0515, loss: 2.0515 +2023-12-21 06:52:06,009 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:14:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.0263, loss: 2.0263 +2023-12-21 06:52:28,571 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:14:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.1165, loss: 2.1165 +2023-12-21 06:52:51,219 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:14:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.0647, loss: 2.0647 +2023-12-21 06:53:13,812 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:13:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.0645, loss: 2.0645 +2023-12-21 06:53:36,486 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:13:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.0691, loss: 2.0691 +2023-12-21 06:53:59,106 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:12:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.0973, loss: 2.0973 +2023-12-21 06:54:21,788 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:12:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9894, loss_cls: 2.0830, loss: 2.0830 +2023-12-21 06:54:44,415 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:11:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.1055, loss: 2.1055 +2023-12-21 06:55:07,110 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:11:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.0918, loss: 2.0918 +2023-12-21 06:55:29,784 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:11:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.0742, loss: 2.0742 +2023-12-21 06:55:52,439 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:10:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.0646, loss: 2.0646 +2023-12-21 06:56:15,086 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:10:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.1297, loss: 2.1297 +2023-12-21 06:56:37,786 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:09:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.0808, loss: 2.0808 +2023-12-21 06:57:00,525 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:09:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.1006, loss: 2.1006 +2023-12-21 06:57:23,272 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:09:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.1289, loss: 2.1289 +2023-12-21 06:57:45,941 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:08:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9869, loss_cls: 2.1022, loss: 2.1022 +2023-12-21 06:58:08,573 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:08:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.0960, loss: 2.0960 +2023-12-21 06:58:31,283 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:07:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.1228, loss: 2.1228 +2023-12-21 06:58:54,027 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:07:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.1028, loss: 2.1028 +2023-12-21 06:59:16,640 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:07:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.1009, loss: 2.1009 +2023-12-21 06:59:39,380 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:06:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 2.1452, loss: 2.1452 +2023-12-21 07:00:02,104 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:06:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.1069, loss: 2.1069 +2023-12-21 07:00:03,986 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-21 07:01:23,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 07:01:23,288 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9648 +2023-12-21 07:01:23,295 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7946, top5_acc: 0.9648 +2023-12-21 07:02:04,765 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:06:20, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.0450, loss: 2.0450 +2023-12-21 07:02:27,313 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:05:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.0457, loss: 2.0457 +2023-12-21 07:02:50,029 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:05:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.0434, loss: 2.0434 +2023-12-21 07:03:12,692 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:05:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.0477, loss: 2.0477 +2023-12-21 07:03:35,424 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:04:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.0720, loss: 2.0720 +2023-12-21 07:03:58,055 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:04:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 2.1398, loss: 2.1398 +2023-12-21 07:04:20,812 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:03:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.0686, loss: 2.0686 +2023-12-21 07:04:43,467 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:03:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.1070, loss: 2.1070 +2023-12-21 07:05:06,047 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:03:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.0890, loss: 2.0890 +2023-12-21 07:05:28,884 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:02:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.0902, loss: 2.0902 +2023-12-21 07:05:51,633 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:02:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.0940, loss: 2.0940 +2023-12-21 07:06:14,311 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:01:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.0766, loss: 2.0766 +2023-12-21 07:06:36,852 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:01:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.1299, loss: 2.1299 +2023-12-21 07:06:59,476 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:00:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 2.0916, loss: 2.0916 +2023-12-21 07:07:22,229 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:00:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.0432, loss: 2.0432 +2023-12-21 07:07:44,857 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:00:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 2.1163, loss: 2.1163 +2023-12-21 07:08:07,380 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 15:59:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.1072, loss: 2.1072 +2023-12-21 07:08:30,151 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 15:59:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.0893, loss: 2.0893 +2023-12-21 07:08:52,845 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 15:58:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.1062, loss: 2.1062 +2023-12-21 07:09:15,525 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 15:58:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.0769, loss: 2.0769 +2023-12-21 07:09:38,188 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 15:58:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.1009, loss: 2.1009 +2023-12-21 07:10:00,911 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 15:57:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.0571, loss: 2.0571 +2023-12-21 07:10:23,513 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 15:57:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.0929, loss: 2.0929 +2023-12-21 07:10:46,055 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 15:56:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.0782, loss: 2.0782 +2023-12-21 07:11:08,550 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 15:56:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.1099, loss: 2.1099 +2023-12-21 07:11:10,375 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-21 07:12:29,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 07:12:29,374 - pyskl - INFO - +top1_acc 0.8165 +top5_acc 0.9707 +2023-12-21 07:12:29,379 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8165, top5_acc: 0.9707 +2023-12-21 07:13:11,153 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 15:56:33, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.0960, loss: 2.0960 +2023-12-21 07:13:33,709 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 15:56:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.0552, loss: 2.0552 +2023-12-21 07:13:56,353 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 15:55:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.1106, loss: 2.1106 +2023-12-21 07:14:19,004 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 15:55:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.0519, loss: 2.0519 +2023-12-21 07:14:41,718 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 15:54:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.0948, loss: 2.0948 +2023-12-21 07:15:04,357 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 15:54:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.0645, loss: 2.0645 +2023-12-21 07:15:27,044 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 15:54:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.0981, loss: 2.0981 +2023-12-21 07:15:49,725 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 15:53:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.1152, loss: 2.1152 +2023-12-21 07:16:12,461 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 15:53:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.0755, loss: 2.0755 +2023-12-21 07:16:35,160 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 15:52:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.0904, loss: 2.0904 +2023-12-21 07:16:57,832 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 15:52:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.0828, loss: 2.0828 +2023-12-21 07:17:20,566 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 15:52:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.1070, loss: 2.1070 +2023-12-21 07:17:43,172 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 15:51:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.0930, loss: 2.0930 +2023-12-21 07:18:05,831 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 15:51:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.0593, loss: 2.0593 +2023-12-21 07:18:28,580 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 15:50:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9838, loss_cls: 2.1196, loss: 2.1196 +2023-12-21 07:18:51,277 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 15:50:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.0909, loss: 2.0909 +2023-12-21 07:19:13,824 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 15:49:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.0846, loss: 2.0846 +2023-12-21 07:19:36,535 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 15:49:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 2.1249, loss: 2.1249 +2023-12-21 07:19:59,262 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 15:49:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.1155, loss: 2.1155 +2023-12-21 07:20:21,968 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 15:48:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.1224, loss: 2.1224 +2023-12-21 07:20:44,708 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 15:48:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.0718, loss: 2.0718 +2023-12-21 07:21:07,412 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 15:47:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.0841, loss: 2.0841 +2023-12-21 07:21:30,063 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 15:47:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.0886, loss: 2.0886 +2023-12-21 07:21:52,719 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 15:47:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.0539, loss: 2.0539 +2023-12-21 07:22:15,319 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 15:46:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.1347, loss: 2.1347 +2023-12-21 07:22:17,166 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-21 07:23:36,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 07:23:36,310 - pyskl - INFO - +top1_acc 0.8111 +top5_acc 0.9676 +2023-12-21 07:23:36,314 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8111, top5_acc: 0.9676 +2023-12-21 07:24:17,925 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 15:46:47, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.0921, loss: 2.0921 +2023-12-21 07:24:40,409 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 15:46:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 2.0981, loss: 2.0981 +2023-12-21 07:25:03,064 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 15:45:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.0757, loss: 2.0757 +2023-12-21 07:25:25,662 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 15:45:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.0699, loss: 2.0699 +2023-12-21 07:25:48,288 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 15:45:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9806, loss_cls: 2.0318, loss: 2.0318 +2023-12-21 07:26:10,909 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 15:44:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.0431, loss: 2.0431 +2023-12-21 07:26:33,432 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:44:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.0604, loss: 2.0604 +2023-12-21 07:26:55,999 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:43:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.0568, loss: 2.0568 +2023-12-21 07:27:18,551 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:43:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.0727, loss: 2.0727 +2023-12-21 07:27:41,129 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:43:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.1169, loss: 2.1169 +2023-12-21 07:28:03,783 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:42:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.0931, loss: 2.0931 +2023-12-21 07:28:26,293 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:42:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.0757, loss: 2.0757 +2023-12-21 07:28:49,067 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:41:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.0952, loss: 2.0952 +2023-12-21 07:29:11,819 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:41:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.1167, loss: 2.1167 +2023-12-21 07:29:34,396 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:41:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.1183, loss: 2.1183 +2023-12-21 07:29:57,097 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:40:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.0892, loss: 2.0892 +2023-12-21 07:30:19,700 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:40:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9862, loss_cls: 2.1388, loss: 2.1388 +2023-12-21 07:30:42,423 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:39:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.1190, loss: 2.1190 +2023-12-21 07:31:05,061 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:39:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.0681, loss: 2.0681 +2023-12-21 07:31:27,715 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:38:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.0903, loss: 2.0903 +2023-12-21 07:31:50,426 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:38:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.0628, loss: 2.0628 +2023-12-21 07:32:13,301 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:38:08, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.0762, loss: 2.0762 +2023-12-21 07:32:36,020 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:37:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 2.1035, loss: 2.1035 +2023-12-21 07:32:58,703 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:37:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.0682, loss: 2.0682 +2023-12-21 07:33:21,418 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:36:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.0760, loss: 2.0760 +2023-12-21 07:33:23,304 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-21 07:34:42,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 07:34:42,392 - pyskl - INFO - +top1_acc 0.8163 +top5_acc 0.9734 +2023-12-21 07:34:42,396 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8163, top5_acc: 0.9734 +2023-12-21 07:35:24,127 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:37:00, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.0559, loss: 2.0559 +2023-12-21 07:35:46,800 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:36:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 2.0493, loss: 2.0493 +2023-12-21 07:36:09,395 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:36:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.0779, loss: 2.0779 +2023-12-21 07:36:32,001 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:35:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.0506, loss: 2.0506 +2023-12-21 07:36:54,694 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:35:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.0694, loss: 2.0694 +2023-12-21 07:37:17,383 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:34:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 2.0282, loss: 2.0282 +2023-12-21 07:37:40,062 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:34:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.0115, loss: 2.0115 +2023-12-21 07:38:02,892 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:34:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.0506, loss: 2.0506 +2023-12-21 07:38:25,558 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:33:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.0671, loss: 2.0671 +2023-12-21 07:38:48,239 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:33:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.0768, loss: 2.0768 +2023-12-21 07:39:10,953 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:32:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.0811, loss: 2.0811 +2023-12-21 07:39:33,696 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:32:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9900, loss_cls: 2.0836, loss: 2.0836 +2023-12-21 07:39:56,254 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:32:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.1117, loss: 2.1117 +2023-12-21 07:40:18,882 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:31:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.0628, loss: 2.0628 +2023-12-21 07:40:41,391 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:31:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.1024, loss: 2.1024 +2023-12-21 07:41:03,985 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:30:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.0737, loss: 2.0737 +2023-12-21 07:41:26,611 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:30:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.1036, loss: 2.1036 +2023-12-21 07:41:49,299 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:30:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.0554, loss: 2.0554 +2023-12-21 07:42:12,026 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:29:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.0703, loss: 2.0703 +2023-12-21 07:42:34,703 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:29:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.0881, loss: 2.0881 +2023-12-21 07:42:57,272 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:28:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.0716, loss: 2.0716 +2023-12-21 07:43:19,954 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:28:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.0309, loss: 2.0309 +2023-12-21 07:43:42,568 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:27:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.0885, loss: 2.0885 +2023-12-21 07:44:05,268 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:27:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.0477, loss: 2.0477 +2023-12-21 07:44:27,915 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:27:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.0895, loss: 2.0895 +2023-12-21 07:44:29,726 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-21 07:45:49,047 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 07:45:49,115 - pyskl - INFO - +top1_acc 0.8277 +top5_acc 0.9719 +2023-12-21 07:45:49,119 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_49.pth was removed +2023-12-21 07:45:49,267 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-21 07:45:49,267 - pyskl - INFO - Best top1_acc is 0.8277 at 55 epoch. +2023-12-21 07:45:49,271 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8277, top5_acc: 0.9719 +2023-12-21 07:46:30,715 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:27:13, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.0374, loss: 2.0374 +2023-12-21 07:46:53,254 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:26:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.0612, loss: 2.0612 +2023-12-21 07:47:15,976 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:26:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.0173, loss: 2.0173 +2023-12-21 07:47:38,687 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:25:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.0463, loss: 2.0463 +2023-12-21 07:48:01,400 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:25:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.9918, loss: 1.9918 +2023-12-21 07:48:24,061 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:25:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.1224, loss: 2.1224 +2023-12-21 07:48:46,729 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:24:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.0733, loss: 2.0733 +2023-12-21 07:49:09,318 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:24:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.0732, loss: 2.0732 +2023-12-21 07:49:31,933 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:23:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.0480, loss: 2.0480 +2023-12-21 07:49:54,504 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:23:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.1423, loss: 2.1423 +2023-12-21 07:50:16,969 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:23:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.1132, loss: 2.1132 +2023-12-21 07:50:39,678 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:22:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.0753, loss: 2.0753 +2023-12-21 07:51:02,263 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:22:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.1021, loss: 2.1021 +2023-12-21 07:51:24,907 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:21:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.0946, loss: 2.0946 +2023-12-21 07:51:47,509 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:21:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.0844, loss: 2.0844 +2023-12-21 07:52:10,201 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:21:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.0870, loss: 2.0870 +2023-12-21 07:52:32,728 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:20:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.0219, loss: 2.0219 +2023-12-21 07:52:55,364 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:20:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.0676, loss: 2.0676 +2023-12-21 07:53:17,954 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:19:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.0530, loss: 2.0530 +2023-12-21 07:53:40,611 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:19:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.0617, loss: 2.0617 +2023-12-21 07:54:03,319 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:19:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.1190, loss: 2.1190 +2023-12-21 07:54:25,844 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:18:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 2.1479, loss: 2.1479 +2023-12-21 07:54:48,608 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:18:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.0704, loss: 2.0704 +2023-12-21 07:55:11,254 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:17:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.1521, loss: 2.1521 +2023-12-21 07:55:34,026 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:17:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.0063, loss: 2.0063 +2023-12-21 07:55:35,894 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-21 07:56:55,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 07:56:55,179 - pyskl - INFO - +top1_acc 0.6044 +top5_acc 0.8661 +2023-12-21 07:56:55,182 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.6044, top5_acc: 0.8661 +2023-12-21 07:57:36,687 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:17:25, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9856, loss_cls: 2.1162, loss: 2.1162 +2023-12-21 07:57:59,219 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:17:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.0502, loss: 2.0502 +2023-12-21 07:58:21,807 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:16:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.0017, loss: 2.0017 +2023-12-21 07:58:44,595 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:16:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.0747, loss: 2.0747 +2023-12-21 07:59:07,225 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:15:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.0818, loss: 2.0818 +2023-12-21 07:59:29,874 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:15:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.0461, loss: 2.0461 +2023-12-21 07:59:52,596 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:14:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.0319, loss: 2.0319 +2023-12-21 08:00:15,345 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:14:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.0658, loss: 2.0658 +2023-12-21 08:00:37,873 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:14:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.0219, loss: 2.0219 +2023-12-21 08:01:00,530 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:13:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 2.0356, loss: 2.0356 +2023-12-21 08:01:23,279 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:13:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.0865, loss: 2.0865 +2023-12-21 08:01:45,954 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:12:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.1020, loss: 2.1020 +2023-12-21 08:02:08,756 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:12:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.0520, loss: 2.0520 +2023-12-21 08:02:31,453 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:12:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.0830, loss: 2.0830 +2023-12-21 08:02:54,267 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:11:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.0563, loss: 2.0563 +2023-12-21 08:03:16,938 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:11:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.0560, loss: 2.0560 +2023-12-21 08:03:39,495 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:10:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.1015, loss: 2.1015 +2023-12-21 08:04:02,146 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:10:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.1059, loss: 2.1059 +2023-12-21 08:04:24,927 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:10:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.0855, loss: 2.0855 +2023-12-21 08:04:47,640 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:09:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.1148, loss: 2.1148 +2023-12-21 08:05:10,424 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:09:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9894, loss_cls: 2.0582, loss: 2.0582 +2023-12-21 08:05:33,034 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:08:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.0793, loss: 2.0793 +2023-12-21 08:05:55,660 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:08:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.0571, loss: 2.0571 +2023-12-21 08:06:18,377 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:08:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.1116, loss: 2.1116 +2023-12-21 08:06:41,028 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:07:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.0991, loss: 2.0991 +2023-12-21 08:06:42,916 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-21 08:08:01,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 08:08:02,025 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9714 +2023-12-21 08:08:02,029 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8253, top5_acc: 0.9714 +2023-12-21 08:08:43,159 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:07:39, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.0298, loss: 2.0298 +2023-12-21 08:09:05,734 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:07:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.0392, loss: 2.0392 +2023-12-21 08:09:28,358 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:06:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.0481, loss: 2.0481 +2023-12-21 08:09:51,123 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:06:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.0621, loss: 2.0621 +2023-12-21 08:10:13,733 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:06:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.0413, loss: 2.0413 +2023-12-21 08:10:36,378 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:05:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.0938, loss: 2.0938 +2023-12-21 08:10:58,952 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:05:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.0324, loss: 2.0324 +2023-12-21 08:11:21,562 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:04:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.0623, loss: 2.0623 +2023-12-21 08:11:44,183 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:04:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9888, loss_cls: 2.0803, loss: 2.0803 +2023-12-21 08:12:06,794 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:03:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.0363, loss: 2.0363 +2023-12-21 08:12:29,556 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:03:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.0805, loss: 2.0805 +2023-12-21 08:12:52,266 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:03:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.0566, loss: 2.0566 +2023-12-21 08:13:14,986 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:02:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.0839, loss: 2.0839 +2023-12-21 08:13:37,713 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:02:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.0618, loss: 2.0618 +2023-12-21 08:14:00,500 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:01:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 2.0526, loss: 2.0526 +2023-12-21 08:14:23,231 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:01:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.0141, loss: 2.0141 +2023-12-21 08:14:45,944 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:01:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.0718, loss: 2.0718 +2023-12-21 08:15:08,539 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:00:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.0664, loss: 2.0664 +2023-12-21 08:15:31,125 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:00:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.0644, loss: 2.0644 +2023-12-21 08:15:53,727 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 14:59:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.0894, loss: 2.0894 +2023-12-21 08:16:16,380 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 14:59:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.0689, loss: 2.0689 +2023-12-21 08:16:39,000 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 14:59:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.0736, loss: 2.0736 +2023-12-21 08:17:01,669 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 14:58:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.0574, loss: 2.0574 +2023-12-21 08:17:24,335 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 14:58:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.1059, loss: 2.1059 +2023-12-21 08:17:46,962 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 14:57:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.0987, loss: 2.0987 +2023-12-21 08:17:48,769 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-21 08:19:07,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 08:19:07,843 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9663 +2023-12-21 08:19:07,846 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8130, top5_acc: 0.9663 +2023-12-21 08:19:49,020 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 14:57:51, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.0082, loss: 2.0082 +2023-12-21 08:20:11,750 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 14:57:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.0105, loss: 2.0105 +2023-12-21 08:20:34,430 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 14:57:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.0042, loss: 2.0042 +2023-12-21 08:20:57,165 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 14:56:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.0358, loss: 2.0358 +2023-12-21 08:21:19,797 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 14:56:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.0392, loss: 2.0392 +2023-12-21 08:21:42,390 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 14:55:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 2.0182, loss: 2.0182 +2023-12-21 08:22:04,901 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 14:55:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.0628, loss: 2.0628 +2023-12-21 08:22:27,385 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 14:55:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.0596, loss: 2.0596 +2023-12-21 08:22:50,042 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 14:54:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.0873, loss: 2.0873 +2023-12-21 08:23:12,862 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 14:54:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.0482, loss: 2.0482 +2023-12-21 08:23:35,641 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 14:53:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.0525, loss: 2.0525 +2023-12-21 08:23:58,285 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 14:53:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.0675, loss: 2.0675 +2023-12-21 08:24:20,968 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 14:52:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.1033, loss: 2.1033 +2023-12-21 08:24:43,641 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 14:52:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 2.0491, loss: 2.0491 +2023-12-21 08:25:06,396 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 14:52:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.0620, loss: 2.0620 +2023-12-21 08:25:29,036 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 14:51:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9906, loss_cls: 2.0354, loss: 2.0354 +2023-12-21 08:25:51,662 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 14:51:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.1063, loss: 2.1063 +2023-12-21 08:26:14,468 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 14:50:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 2.0750, loss: 2.0750 +2023-12-21 08:26:37,131 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 14:50:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9806, loss_cls: 2.0622, loss: 2.0622 +2023-12-21 08:26:59,744 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 14:50:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.0800, loss: 2.0800 +2023-12-21 08:27:22,358 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 14:49:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.1090, loss: 2.1090 +2023-12-21 08:27:44,951 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 14:49:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 2.1056, loss: 2.1056 +2023-12-21 08:28:07,434 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 14:48:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.0964, loss: 2.0964 +2023-12-21 08:28:29,986 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 14:48:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.0552, loss: 2.0552 +2023-12-21 08:28:52,680 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 14:48:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.0688, loss: 2.0688 +2023-12-21 08:28:54,501 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-21 08:30:13,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 08:30:13,262 - pyskl - INFO - +top1_acc 0.8162 +top5_acc 0.9705 +2023-12-21 08:30:13,267 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8162, top5_acc: 0.9705 +2023-12-21 08:30:54,816 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 14:48:05, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.0109, loss: 2.0109 +2023-12-21 08:31:17,380 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 14:47:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.0020, loss: 2.0020 +2023-12-21 08:31:40,066 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 14:47:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9931, loss_cls: 2.0313, loss: 2.0313 +2023-12-21 08:32:02,699 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 14:46:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.0240, loss: 2.0240 +2023-12-21 08:32:25,465 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 14:46:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.0547, loss: 2.0547 +2023-12-21 08:32:48,018 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 14:46:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.0194, loss: 2.0194 +2023-12-21 08:33:10,611 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 14:45:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.0063, loss: 2.0063 +2023-12-21 08:33:33,388 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 14:45:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 2.0158, loss: 2.0158 +2023-12-21 08:33:56,097 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 14:44:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.0715, loss: 2.0715 +2023-12-21 08:34:18,707 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:44:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.0171, loss: 2.0171 +2023-12-21 08:34:41,422 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:44:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.0483, loss: 2.0483 +2023-12-21 08:35:04,076 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:43:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.0501, loss: 2.0501 +2023-12-21 08:35:26,664 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:43:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.0290, loss: 2.0290 +2023-12-21 08:35:49,288 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:42:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.0790, loss: 2.0790 +2023-12-21 08:36:12,012 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:42:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.0222, loss: 2.0222 +2023-12-21 08:36:34,570 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:41:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.0706, loss: 2.0706 +2023-12-21 08:36:57,166 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:41:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.0696, loss: 2.0696 +2023-12-21 08:37:19,791 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:41:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.0585, loss: 2.0585 +2023-12-21 08:37:42,520 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:40:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.0706, loss: 2.0706 +2023-12-21 08:38:05,258 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:40:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.0743, loss: 2.0743 +2023-12-21 08:38:27,841 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:39:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.0712, loss: 2.0712 +2023-12-21 08:38:50,557 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:39:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.0822, loss: 2.0822 +2023-12-21 08:39:13,224 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:39:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.0378, loss: 2.0378 +2023-12-21 08:39:35,802 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:38:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.0823, loss: 2.0823 +2023-12-21 08:39:58,411 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:38:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.0557, loss: 2.0557 +2023-12-21 08:40:00,180 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-21 08:41:19,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 08:41:19,336 - pyskl - INFO - +top1_acc 0.7978 +top5_acc 0.9651 +2023-12-21 08:41:19,339 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7978, top5_acc: 0.9651 +2023-12-21 08:42:00,693 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:38:18, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.0101, loss: 2.0101 +2023-12-21 08:42:23,379 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:37:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.0551, loss: 2.0551 +2023-12-21 08:42:46,087 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:37:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.0332, loss: 2.0332 +2023-12-21 08:43:08,707 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:37:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.0440, loss: 2.0440 +2023-12-21 08:43:31,436 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:36:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.0409, loss: 2.0409 +2023-12-21 08:43:54,026 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:36:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9931, loss_cls: 2.0117, loss: 2.0117 +2023-12-21 08:44:16,704 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:35:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.0361, loss: 2.0361 +2023-12-21 08:44:39,351 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:35:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.1045, loss: 2.1045 +2023-12-21 08:45:01,915 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:35:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.0617, loss: 2.0617 +2023-12-21 08:45:24,578 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:34:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.0659, loss: 2.0659 +2023-12-21 08:45:47,299 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:34:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 2.0426, loss: 2.0426 +2023-12-21 08:46:09,938 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:33:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.0622, loss: 2.0622 +2023-12-21 08:46:32,476 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:33:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.0172, loss: 2.0172 +2023-12-21 08:46:55,098 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:33:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.0388, loss: 2.0388 +2023-12-21 08:47:17,658 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:32:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.0825, loss: 2.0825 +2023-12-21 08:47:40,359 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:32:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.0143, loss: 2.0143 +2023-12-21 08:48:03,000 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:31:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.0051, loss: 2.0051 +2023-12-21 08:48:25,644 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:31:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.0498, loss: 2.0498 +2023-12-21 08:48:48,310 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:30:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.0539, loss: 2.0539 +2023-12-21 08:49:11,041 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:30:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.0488, loss: 2.0488 +2023-12-21 08:49:33,763 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:30:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.0938, loss: 2.0938 +2023-12-21 08:49:56,570 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:29:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9906, loss_cls: 2.0533, loss: 2.0533 +2023-12-21 08:50:19,206 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:29:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.0890, loss: 2.0890 +2023-12-21 08:50:41,768 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:28:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.0584, loss: 2.0584 +2023-12-21 08:51:04,501 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:28:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.1092, loss: 2.1092 +2023-12-21 08:51:06,295 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-21 08:52:24,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 08:52:25,052 - pyskl - INFO - +top1_acc 0.8241 +top5_acc 0.9733 +2023-12-21 08:52:25,056 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8241, top5_acc: 0.9733 +2023-12-21 08:53:06,800 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:28:31, time: 0.417, data_time: 0.190, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.0348, loss: 2.0348 +2023-12-21 08:53:29,513 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:28:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.9999, loss: 1.9999 +2023-12-21 08:53:52,140 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:27:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.0217, loss: 2.0217 +2023-12-21 08:54:14,837 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:27:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.0072, loss: 2.0072 +2023-12-21 08:54:37,420 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:26:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.0662, loss: 2.0662 +2023-12-21 08:55:00,028 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:26:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.0270, loss: 2.0270 +2023-12-21 08:55:22,766 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:26:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.0480, loss: 2.0480 +2023-12-21 08:55:45,525 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:25:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.0781, loss: 2.0781 +2023-12-21 08:56:08,164 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:25:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.0134, loss: 2.0134 +2023-12-21 08:56:30,863 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:24:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.0394, loss: 2.0394 +2023-12-21 08:56:53,546 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:24:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.0204, loss: 2.0204 +2023-12-21 08:57:16,198 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:24:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.0143, loss: 2.0143 +2023-12-21 08:57:38,812 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:23:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.0443, loss: 2.0443 +2023-12-21 08:58:01,454 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:23:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.0494, loss: 2.0494 +2023-12-21 08:58:24,146 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:22:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 2.0684, loss: 2.0684 +2023-12-21 08:58:46,735 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:22:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.0407, loss: 2.0407 +2023-12-21 08:59:09,411 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:22:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.0504, loss: 2.0504 +2023-12-21 08:59:32,140 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:21:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.0735, loss: 2.0735 +2023-12-21 08:59:54,965 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:21:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.0309, loss: 2.0309 +2023-12-21 09:00:17,665 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:20:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.0495, loss: 2.0495 +2023-12-21 09:00:40,301 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:20:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.0412, loss: 2.0412 +2023-12-21 09:01:02,926 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:19:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.0636, loss: 2.0636 +2023-12-21 09:01:25,535 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:19:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 2.0133, loss: 2.0133 +2023-12-21 09:01:48,351 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:19:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.0732, loss: 2.0732 +2023-12-21 09:02:11,041 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:18:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.0218, loss: 2.0218 +2023-12-21 09:02:12,882 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-21 09:03:31,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 09:03:32,067 - pyskl - INFO - +top1_acc 0.8141 +top5_acc 0.9721 +2023-12-21 09:03:32,071 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8141, top5_acc: 0.9721 +2023-12-21 09:04:13,373 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:18:45, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.0033, loss: 2.0033 +2023-12-21 09:04:35,819 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:18:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.0111, loss: 2.0111 +2023-12-21 09:04:58,346 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:17:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.0176, loss: 2.0176 +2023-12-21 09:05:21,019 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:17:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.0045, loss: 2.0045 +2023-12-21 09:05:43,687 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:17:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 1.9884, loss: 1.9884 +2023-12-21 09:06:06,291 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:16:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.0275, loss: 2.0275 +2023-12-21 09:06:28,871 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:16:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.0679, loss: 2.0679 +2023-12-21 09:06:51,497 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:15:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.0432, loss: 2.0432 +2023-12-21 09:07:14,043 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:15:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.0789, loss: 2.0789 +2023-12-21 09:07:36,732 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:15:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.0265, loss: 2.0265 +2023-12-21 09:07:59,394 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:14:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.0652, loss: 2.0652 +2023-12-21 09:08:22,099 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:14:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.0523, loss: 2.0523 +2023-12-21 09:08:44,812 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:13:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.0225, loss: 2.0225 +2023-12-21 09:09:07,420 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:13:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.0150, loss: 2.0150 +2023-12-21 09:09:30,023 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:13:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.0799, loss: 2.0799 +2023-12-21 09:09:52,608 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:12:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.0499, loss: 2.0499 +2023-12-21 09:10:15,235 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:12:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.0446, loss: 2.0446 +2023-12-21 09:10:37,867 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:11:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.0853, loss: 2.0853 +2023-12-21 09:11:00,563 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:11:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.0518, loss: 2.0518 +2023-12-21 09:11:23,277 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:11:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.0204, loss: 2.0204 +2023-12-21 09:11:46,060 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:10:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.0711, loss: 2.0711 +2023-12-21 09:12:08,658 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:10:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.0021, loss: 2.0021 +2023-12-21 09:12:31,195 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:09:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.0818, loss: 2.0818 +2023-12-21 09:12:53,877 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:09:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.0432, loss: 2.0432 +2023-12-21 09:13:16,491 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:08:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.0198, loss: 2.0198 +2023-12-21 09:13:18,304 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-21 09:14:37,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 09:14:37,161 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9739 +2023-12-21 09:14:37,164 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8270, top5_acc: 0.9739 +2023-12-21 09:15:18,509 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:08:58, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.0037, loss: 2.0037 +2023-12-21 09:15:41,089 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:08:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.0304, loss: 2.0304 +2023-12-21 09:16:03,631 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:08:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.0482, loss: 2.0482 +2023-12-21 09:16:26,255 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:07:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.0139, loss: 2.0139 +2023-12-21 09:16:48,913 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:07:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.0430, loss: 2.0430 +2023-12-21 09:17:11,634 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:06:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.0564, loss: 2.0564 +2023-12-21 09:17:34,266 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:06:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.0279, loss: 2.0279 +2023-12-21 09:17:56,872 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:06:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.0457, loss: 2.0457 +2023-12-21 09:18:19,450 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:05:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9925, loss_cls: 2.0186, loss: 2.0186 +2023-12-21 09:18:42,113 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:05:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.0018, loss: 2.0018 +2023-12-21 09:19:04,756 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:04:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.0248, loss: 2.0248 +2023-12-21 09:19:27,486 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:04:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.0681, loss: 2.0681 +2023-12-21 09:19:50,138 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:04:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.0532, loss: 2.0532 +2023-12-21 09:20:12,864 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:03:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.0477, loss: 2.0477 +2023-12-21 09:20:35,589 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:03:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.0457, loss: 2.0457 +2023-12-21 09:20:58,236 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:02:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.0572, loss: 2.0572 +2023-12-21 09:21:20,975 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:02:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.0613, loss: 2.0613 +2023-12-21 09:21:43,608 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:02:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.0163, loss: 2.0163 +2023-12-21 09:22:06,353 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:01:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.0376, loss: 2.0376 +2023-12-21 09:22:29,089 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:01:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 2.0496, loss: 2.0496 +2023-12-21 09:22:51,788 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:00:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.0518, loss: 2.0518 +2023-12-21 09:23:14,357 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:00:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.0587, loss: 2.0587 +2023-12-21 09:23:36,897 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:00:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.0443, loss: 2.0443 +2023-12-21 09:23:59,542 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 13:59:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.0132, loss: 2.0132 +2023-12-21 09:24:22,193 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 13:59:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.0165, loss: 2.0165 +2023-12-21 09:24:24,015 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-21 09:25:43,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 09:25:43,386 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9725 +2023-12-21 09:25:43,390 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_55.pth was removed +2023-12-21 09:25:43,544 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2023-12-21 09:25:43,544 - pyskl - INFO - Best top1_acc is 0.8387 at 64 epoch. +2023-12-21 09:25:43,549 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8387, top5_acc: 0.9725 +2023-12-21 09:26:24,947 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 13:59:11, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9950, loss_cls: 1.9690, loss: 1.9690 +2023-12-21 09:26:47,629 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 13:58:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 1.9798, loss: 1.9798 +2023-12-21 09:27:10,369 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 13:58:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.0017, loss: 2.0017 +2023-12-21 09:27:32,969 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 13:57:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 1.9622, loss: 1.9622 +2023-12-21 09:27:55,731 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 13:57:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.0104, loss: 2.0104 +2023-12-21 09:28:18,505 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 13:57:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.0123, loss: 2.0123 +2023-12-21 09:28:41,231 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 13:56:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 2.0483, loss: 2.0483 +2023-12-21 09:29:03,984 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 13:56:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.0555, loss: 2.0555 +2023-12-21 09:29:26,843 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 13:55:57, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 1.9672, loss: 1.9672 +2023-12-21 09:29:49,647 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 13:55:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 1.9850, loss: 1.9850 +2023-12-21 09:30:12,381 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 13:55:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 2.0429, loss: 2.0429 +2023-12-21 09:30:35,115 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 13:54:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.0182, loss: 2.0182 +2023-12-21 09:30:57,769 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 13:54:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 2.0667, loss: 2.0667 +2023-12-21 09:31:20,425 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 13:53:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.0350, loss: 2.0350 +2023-12-21 09:31:43,159 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 13:53:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.0589, loss: 2.0589 +2023-12-21 09:32:05,781 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 13:53:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.0114, loss: 2.0114 +2023-12-21 09:32:28,555 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 13:52:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.0063, loss: 2.0063 +2023-12-21 09:32:51,311 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 13:52:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.0404, loss: 2.0404 +2023-12-21 09:33:14,009 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 13:51:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.0173, loss: 2.0173 +2023-12-21 09:33:36,616 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 13:51:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.0381, loss: 2.0381 +2023-12-21 09:33:59,279 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 13:51:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.0509, loss: 2.0509 +2023-12-21 09:34:22,075 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 13:50:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 2.1020, loss: 2.1020 +2023-12-21 09:34:44,812 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 13:50:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.0331, loss: 2.0331 +2023-12-21 09:35:07,468 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 13:49:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.0355, loss: 2.0355 +2023-12-21 09:35:30,153 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 13:49:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.0347, loss: 2.0347 +2023-12-21 09:35:31,965 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-21 09:36:51,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 09:36:51,207 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9790 +2023-12-21 09:36:51,211 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_64.pth was removed +2023-12-21 09:36:51,357 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2023-12-21 09:36:51,358 - pyskl - INFO - Best top1_acc is 0.8464 at 65 epoch. +2023-12-21 09:36:51,361 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8464, top5_acc: 0.9790 +2023-12-21 09:37:32,865 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 13:49:26, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.0266, loss: 2.0266 +2023-12-21 09:37:55,491 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 13:49:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.0231, loss: 2.0231 +2023-12-21 09:38:18,109 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 13:48:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 1.9947, loss: 1.9947 +2023-12-21 09:38:40,680 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 13:48:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.9968, loss: 1.9968 +2023-12-21 09:39:03,296 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 13:47:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 1.9787, loss: 1.9787 +2023-12-21 09:39:25,938 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 13:47:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.0060, loss: 2.0060 +2023-12-21 09:39:48,503 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 13:47:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 2.0136, loss: 2.0136 +2023-12-21 09:40:11,246 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 13:46:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.0051, loss: 2.0051 +2023-12-21 09:40:33,964 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 13:46:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.0156, loss: 2.0156 +2023-12-21 09:40:56,705 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 13:45:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.0096, loss: 2.0096 +2023-12-21 09:41:19,391 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 13:45:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.9825, loss: 1.9825 +2023-12-21 09:41:42,089 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 13:44:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.0643, loss: 2.0643 +2023-12-21 09:42:04,601 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:44:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.0788, loss: 2.0788 +2023-12-21 09:42:27,163 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:44:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9931, loss_cls: 2.0124, loss: 2.0124 +2023-12-21 09:42:49,742 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:43:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.0536, loss: 2.0536 +2023-12-21 09:43:12,298 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:43:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.0437, loss: 2.0437 +2023-12-21 09:43:34,992 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:42:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.0389, loss: 2.0389 +2023-12-21 09:43:57,657 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:42:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.0323, loss: 2.0323 +2023-12-21 09:44:20,307 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:42:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.0391, loss: 2.0391 +2023-12-21 09:44:43,069 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:41:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.0597, loss: 2.0597 +2023-12-21 09:45:05,857 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:41:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.0349, loss: 2.0349 +2023-12-21 09:45:28,486 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:40:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.0332, loss: 2.0332 +2023-12-21 09:45:51,297 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:40:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.0172, loss: 2.0172 +2023-12-21 09:46:13,893 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:40:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.0323, loss: 2.0323 +2023-12-21 09:46:36,504 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:39:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.0274, loss: 2.0274 +2023-12-21 09:46:38,349 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-21 09:47:57,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 09:47:57,952 - pyskl - INFO - +top1_acc 0.8423 +top5_acc 0.9769 +2023-12-21 09:47:57,956 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8423, top5_acc: 0.9769 +2023-12-21 09:48:39,859 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:39:40, time: 0.419, data_time: 0.192, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 1.9940, loss: 1.9940 +2023-12-21 09:49:02,516 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:39:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 1.9912, loss: 1.9912 +2023-12-21 09:49:25,140 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:38:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 1.9962, loss: 1.9962 +2023-12-21 09:49:47,738 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:38:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9938, loss_cls: 1.9905, loss: 1.9905 +2023-12-21 09:50:10,377 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:38:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.0219, loss: 2.0219 +2023-12-21 09:50:33,051 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:37:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.0063, loss: 2.0063 +2023-12-21 09:50:55,666 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:37:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.0010, loss: 2.0010 +2023-12-21 09:51:18,364 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:36:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.0009, loss: 2.0009 +2023-12-21 09:51:41,065 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:36:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.0272, loss: 2.0272 +2023-12-21 09:52:03,730 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:36:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.0019, loss: 2.0019 +2023-12-21 09:52:26,349 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:35:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.0169, loss: 2.0169 +2023-12-21 09:52:48,968 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:35:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.0136, loss: 2.0136 +2023-12-21 09:53:11,686 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:34:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.0291, loss: 2.0291 +2023-12-21 09:53:34,436 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:34:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 2.0203, loss: 2.0203 +2023-12-21 09:53:57,076 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:34:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.0128, loss: 2.0128 +2023-12-21 09:54:19,769 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:33:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.0540, loss: 2.0540 +2023-12-21 09:54:42,493 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:33:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.0137, loss: 2.0137 +2023-12-21 09:55:05,102 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:32:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 1.9685, loss: 1.9685 +2023-12-21 09:55:27,743 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:32:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.0734, loss: 2.0734 +2023-12-21 09:55:50,457 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:31:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 2.0126, loss: 2.0126 +2023-12-21 09:56:13,123 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:31:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 2.0382, loss: 2.0382 +2023-12-21 09:56:35,934 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:31:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.0414, loss: 2.0414 +2023-12-21 09:56:58,605 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:30:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.0499, loss: 2.0499 +2023-12-21 09:57:21,351 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:30:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.0118, loss: 2.0118 +2023-12-21 09:57:44,080 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:29:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.0541, loss: 2.0541 +2023-12-21 09:57:45,922 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-21 09:59:05,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 09:59:05,227 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9770 +2023-12-21 09:59:05,230 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8416, top5_acc: 0.9770 +2023-12-21 09:59:47,139 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:29:55, time: 0.419, data_time: 0.194, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 1.9701, loss: 1.9701 +2023-12-21 10:00:09,918 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:29:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 1.9971, loss: 1.9971 +2023-12-21 10:00:32,561 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:29:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 1.9994, loss: 1.9994 +2023-12-21 10:00:55,210 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:28:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 1.9832, loss: 1.9832 +2023-12-21 10:01:17,928 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:28:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.0330, loss: 2.0330 +2023-12-21 10:01:40,576 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:27:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.0325, loss: 2.0325 +2023-12-21 10:02:03,264 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:27:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.0367, loss: 2.0367 +2023-12-21 10:02:25,952 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:27:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.0273, loss: 2.0273 +2023-12-21 10:02:48,649 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:26:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.9688, loss: 1.9688 +2023-12-21 10:03:11,242 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:26:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.0219, loss: 2.0219 +2023-12-21 10:03:33,847 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:25:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.0114, loss: 2.0114 +2023-12-21 10:03:56,449 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:25:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.0438, loss: 2.0438 +2023-12-21 10:04:19,000 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:25:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.9826, loss: 1.9826 +2023-12-21 10:04:41,624 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:24:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.0377, loss: 2.0377 +2023-12-21 10:05:04,315 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:24:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.0030, loss: 2.0030 +2023-12-21 10:05:26,977 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:23:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 2.0282, loss: 2.0282 +2023-12-21 10:05:49,553 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:23:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 2.0029, loss: 2.0029 +2023-12-21 10:06:12,213 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:23:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.0037, loss: 2.0037 +2023-12-21 10:06:34,953 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:22:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.0426, loss: 2.0426 +2023-12-21 10:06:57,706 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:22:14, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.0334, loss: 2.0334 +2023-12-21 10:07:20,253 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:21:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.0233, loss: 2.0233 +2023-12-21 10:07:42,844 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:21:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 2.0451, loss: 2.0451 +2023-12-21 10:08:05,585 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:21:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.0456, loss: 2.0456 +2023-12-21 10:08:28,398 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:20:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.0648, loss: 2.0648 +2023-12-21 10:08:50,993 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:20:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.0196, loss: 2.0196 +2023-12-21 10:08:52,797 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-21 10:10:11,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 10:10:11,772 - pyskl - INFO - +top1_acc 0.8431 +top5_acc 0.9768 +2023-12-21 10:10:11,776 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8431, top5_acc: 0.9768 +2023-12-21 10:10:53,330 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:20:09, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 1.9679, loss: 1.9679 +2023-12-21 10:11:15,897 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:19:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 1.9613, loss: 1.9613 +2023-12-21 10:11:38,560 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:19:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.9882, loss: 1.9882 +2023-12-21 10:12:01,142 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:18:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 1.9909, loss: 1.9909 +2023-12-21 10:12:23,918 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:18:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 1.9881, loss: 1.9881 +2023-12-21 10:12:46,603 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:18:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.0289, loss: 2.0289 +2023-12-21 10:13:09,314 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:17:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.0242, loss: 2.0242 +2023-12-21 10:13:32,063 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:17:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 2.0124, loss: 2.0124 +2023-12-21 10:13:54,741 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:16:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 1.9566, loss: 1.9566 +2023-12-21 10:14:17,382 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:16:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.9965, loss: 1.9965 +2023-12-21 10:14:39,992 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:16:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9491, loss: 1.9491 +2023-12-21 10:15:02,698 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:15:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 1.9976, loss: 1.9976 +2023-12-21 10:15:25,478 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:15:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.0131, loss: 2.0131 +2023-12-21 10:15:48,104 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:14:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.0104, loss: 2.0104 +2023-12-21 10:16:10,818 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:14:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.0226, loss: 2.0226 +2023-12-21 10:16:33,467 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:14:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 1.9902, loss: 1.9902 +2023-12-21 10:16:56,190 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:13:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 1.9868, loss: 1.9868 +2023-12-21 10:17:18,920 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:13:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 1.9979, loss: 1.9979 +2023-12-21 10:17:41,510 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:12:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.0186, loss: 2.0186 +2023-12-21 10:18:04,076 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:12:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.0463, loss: 2.0463 +2023-12-21 10:18:26,614 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:12:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.0712, loss: 2.0712 +2023-12-21 10:18:49,275 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:11:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.0469, loss: 2.0469 +2023-12-21 10:19:11,999 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:11:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.0280, loss: 2.0280 +2023-12-21 10:19:34,689 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:10:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 1.9996, loss: 1.9996 +2023-12-21 10:19:57,387 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:10:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.0372, loss: 2.0372 +2023-12-21 10:19:59,249 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-21 10:21:18,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 10:21:18,387 - pyskl - INFO - +top1_acc 0.8439 +top5_acc 0.9739 +2023-12-21 10:21:18,392 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8439, top5_acc: 0.9739 +2023-12-21 10:21:59,888 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:10:23, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 1.9534, loss: 1.9534 +2023-12-21 10:22:22,442 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:09:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.9469, loss: 1.9469 +2023-12-21 10:22:45,002 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:09:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.9282, loss: 1.9282 +2023-12-21 10:23:07,553 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:09:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.9965, loss: 1.9965 +2023-12-21 10:23:30,109 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:08:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.0031, loss: 2.0031 +2023-12-21 10:23:52,655 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:08:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.9761, loss: 1.9761 +2023-12-21 10:24:15,264 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:07:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 1.9860, loss: 1.9860 +2023-12-21 10:24:37,855 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:07:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 1.9749, loss: 1.9749 +2023-12-21 10:25:00,467 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:07:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 1.9877, loss: 1.9877 +2023-12-21 10:25:23,213 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:06:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.0208, loss: 2.0208 +2023-12-21 10:25:45,902 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:06:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.0072, loss: 2.0072 +2023-12-21 10:26:08,489 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:05:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.9967, loss: 1.9967 +2023-12-21 10:26:31,098 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:05:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.0241, loss: 2.0241 +2023-12-21 10:26:53,798 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:05:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.0499, loss: 2.0499 +2023-12-21 10:27:16,330 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:04:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.0020, loss: 2.0020 +2023-12-21 10:27:38,872 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:04:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 1.9821, loss: 1.9821 +2023-12-21 10:28:01,458 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:03:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.9807, loss: 1.9807 +2023-12-21 10:28:24,163 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:03:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 1.9874, loss: 1.9874 +2023-12-21 10:28:46,923 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:03:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.0447, loss: 2.0447 +2023-12-21 10:29:09,591 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:02:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.9960, loss: 1.9960 +2023-12-21 10:29:32,273 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:02:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 1.9785, loss: 1.9785 +2023-12-21 10:29:55,013 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:01:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 1.9764, loss: 1.9764 +2023-12-21 10:30:17,590 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:01:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9812, loss_cls: 2.0151, loss: 2.0151 +2023-12-21 10:30:40,264 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:01:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.0060, loss: 2.0060 +2023-12-21 10:31:02,988 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:00:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.0183, loss: 2.0183 +2023-12-21 10:31:04,840 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-21 10:32:23,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 10:32:23,952 - pyskl - INFO - +top1_acc 0.8128 +top5_acc 0.9690 +2023-12-21 10:32:23,958 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8128, top5_acc: 0.9690 +2023-12-21 10:33:05,466 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:00:36, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.0070, loss: 2.0070 +2023-12-21 10:33:28,059 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:00:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 1.9709, loss: 1.9709 +2023-12-21 10:33:50,824 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 12:59:47, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 1.9785, loss: 1.9785 +2023-12-21 10:34:13,589 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 12:59:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.9750, loss: 1.9750 +2023-12-21 10:34:36,390 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 12:58:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.9494, loss: 1.9494 +2023-12-21 10:34:58,968 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 12:58:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 1.9897, loss: 1.9897 +2023-12-21 10:35:21,522 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 12:58:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 1.9851, loss: 1.9851 +2023-12-21 10:35:44,257 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 12:57:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.9908, loss: 1.9908 +2023-12-21 10:36:07,050 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 12:57:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.0179, loss: 2.0179 +2023-12-21 10:36:29,800 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 12:56:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 1.9854, loss: 1.9854 +2023-12-21 10:36:52,577 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 12:56:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 1.9950, loss: 1.9950 +2023-12-21 10:37:15,211 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 12:56:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.9797, loss: 1.9797 +2023-12-21 10:37:37,918 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 12:55:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.0215, loss: 2.0215 +2023-12-21 10:38:00,690 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 12:55:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 1.9721, loss: 1.9721 +2023-12-21 10:38:23,342 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 12:54:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.0183, loss: 2.0183 +2023-12-21 10:38:45,904 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 12:54:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9912, loss_cls: 2.0076, loss: 2.0076 +2023-12-21 10:39:08,658 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 12:54:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 1.9836, loss: 1.9836 +2023-12-21 10:39:31,359 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 12:53:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 1.9950, loss: 1.9950 +2023-12-21 10:39:53,955 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 12:53:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.0189, loss: 2.0189 +2023-12-21 10:40:16,636 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 12:52:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 1.9950, loss: 1.9950 +2023-12-21 10:40:39,185 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 12:52:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.9693, loss: 1.9693 +2023-12-21 10:41:01,865 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 12:52:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 1.9967, loss: 1.9967 +2023-12-21 10:41:24,550 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 12:51:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.0200, loss: 2.0200 +2023-12-21 10:41:47,293 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 12:51:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.0176, loss: 2.0176 +2023-12-21 10:42:10,058 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 12:50:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.0149, loss: 2.0149 +2023-12-21 10:42:11,935 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-21 10:43:30,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 10:43:31,030 - pyskl - INFO - +top1_acc 0.8293 +top5_acc 0.9726 +2023-12-21 10:43:31,033 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8293, top5_acc: 0.9726 +2023-12-21 10:44:12,160 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 12:50:50, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.0369, loss: 2.0369 +2023-12-21 10:44:34,790 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 12:50:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 1.9648, loss: 1.9648 +2023-12-21 10:44:57,438 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 12:50:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 1.9668, loss: 1.9668 +2023-12-21 10:45:20,085 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 12:49:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 1.9505, loss: 1.9505 +2023-12-21 10:45:42,856 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 12:49:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.0208, loss: 2.0208 +2023-12-21 10:46:05,553 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 12:48:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.9515, loss: 1.9515 +2023-12-21 10:46:28,238 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 12:48:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.0154, loss: 2.0154 +2023-12-21 10:46:50,823 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 12:48:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 1.9666, loss: 1.9666 +2023-12-21 10:47:13,481 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 12:47:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.0233, loss: 2.0233 +2023-12-21 10:47:36,176 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 12:47:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 1.9960, loss: 1.9960 +2023-12-21 10:47:58,955 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 12:46:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 1.9740, loss: 1.9740 +2023-12-21 10:48:21,667 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 12:46:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.0097, loss: 2.0097 +2023-12-21 10:48:44,402 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 12:46:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 1.9559, loss: 1.9559 +2023-12-21 10:49:07,006 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 12:45:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.0195, loss: 2.0195 +2023-12-21 10:49:29,753 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:45:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 1.9897, loss: 1.9897 +2023-12-21 10:49:52,393 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:44:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9919, loss_cls: 2.0229, loss: 2.0229 +2023-12-21 10:50:14,999 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:44:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.9585, loss: 1.9585 +2023-12-21 10:50:37,742 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:44:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 1.9740, loss: 1.9740 +2023-12-21 10:51:00,512 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:43:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.9926, loss: 1.9926 +2023-12-21 10:51:23,107 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:43:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 1.9899, loss: 1.9899 +2023-12-21 10:51:45,812 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:42:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 1.9677, loss: 1.9677 +2023-12-21 10:52:08,465 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:42:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.0024, loss: 2.0024 +2023-12-21 10:52:31,116 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:41:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 1.9699, loss: 1.9699 +2023-12-21 10:52:53,808 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:41:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.0236, loss: 2.0236 +2023-12-21 10:53:16,459 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:41:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.0135, loss: 2.0135 +2023-12-21 10:53:18,290 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-21 10:54:37,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 10:54:37,402 - pyskl - INFO - +top1_acc 0.8289 +top5_acc 0.9742 +2023-12-21 10:54:37,406 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8289, top5_acc: 0.9742 +2023-12-21 10:55:19,207 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:41:04, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.9809, loss: 1.9809 +2023-12-21 10:55:41,796 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:40:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.9240, loss: 1.9240 +2023-12-21 10:56:04,482 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:40:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 1.9606, loss: 1.9606 +2023-12-21 10:56:27,068 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:39:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.9678, loss: 1.9678 +2023-12-21 10:56:49,665 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:39:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 1.9447, loss: 1.9447 +2023-12-21 10:57:12,413 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:39:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 1.9747, loss: 1.9747 +2023-12-21 10:57:35,101 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:38:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.9953, loss: 1.9953 +2023-12-21 10:57:57,650 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:38:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 1.9778, loss: 1.9778 +2023-12-21 10:58:20,404 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:37:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 1.9561, loss: 1.9561 +2023-12-21 10:58:43,051 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:37:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.9477, loss: 1.9477 +2023-12-21 10:59:05,710 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:37:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 1.9800, loss: 1.9800 +2023-12-21 10:59:28,441 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:36:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.0143, loss: 2.0143 +2023-12-21 10:59:51,033 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:36:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 1.9554, loss: 1.9554 +2023-12-21 11:00:13,611 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:35:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.9783, loss: 1.9783 +2023-12-21 11:00:36,265 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:35:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 1.9573, loss: 1.9573 +2023-12-21 11:00:58,861 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:35:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.0138, loss: 2.0138 +2023-12-21 11:01:21,521 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:34:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.0489, loss: 2.0489 +2023-12-21 11:01:44,194 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:34:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.0082, loss: 2.0082 +2023-12-21 11:02:06,874 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:33:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 1.9875, loss: 1.9875 +2023-12-21 11:02:29,633 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:33:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 1.9747, loss: 1.9747 +2023-12-21 11:02:52,278 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:33:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.9767, loss: 1.9767 +2023-12-21 11:03:14,991 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:32:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.9715, loss: 1.9715 +2023-12-21 11:03:37,691 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:32:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9938, loss_cls: 2.0018, loss: 2.0018 +2023-12-21 11:04:00,326 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:31:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.0238, loss: 2.0238 +2023-12-21 11:04:22,891 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:31:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 1.9854, loss: 1.9854 +2023-12-21 11:04:24,687 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-21 11:05:43,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 11:05:43,775 - pyskl - INFO - +top1_acc 0.8450 +top5_acc 0.9757 +2023-12-21 11:05:43,778 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8450, top5_acc: 0.9757 +2023-12-21 11:06:24,923 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:31:18, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 1.9755, loss: 1.9755 +2023-12-21 11:06:47,469 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:30:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 1.9454, loss: 1.9454 +2023-12-21 11:07:09,975 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:30:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 1.9686, loss: 1.9686 +2023-12-21 11:07:32,689 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:30:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 1.9716, loss: 1.9716 +2023-12-21 11:07:55,332 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:29:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.9688, loss: 1.9688 +2023-12-21 11:08:17,976 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:29:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 1.9602, loss: 1.9602 +2023-12-21 11:08:40,721 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:28:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.9719, loss: 1.9719 +2023-12-21 11:09:03,251 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:28:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.9789, loss: 1.9789 +2023-12-21 11:09:25,820 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:28:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.0259, loss: 2.0259 +2023-12-21 11:09:48,414 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:27:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 1.9885, loss: 1.9885 +2023-12-21 11:10:10,997 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:27:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.9429, loss: 1.9429 +2023-12-21 11:10:33,709 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:26:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 1.9770, loss: 1.9770 +2023-12-21 11:10:56,427 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:26:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 1.9839, loss: 1.9839 +2023-12-21 11:11:19,115 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:26:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 1.9984, loss: 1.9984 +2023-12-21 11:11:41,796 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:25:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 1.9620, loss: 1.9620 +2023-12-21 11:12:04,619 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:25:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 1.9525, loss: 1.9525 +2023-12-21 11:12:27,320 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:24:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.0270, loss: 2.0270 +2023-12-21 11:12:50,024 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:24:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 1.9923, loss: 1.9923 +2023-12-21 11:13:12,689 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:24:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.9876, loss: 1.9876 +2023-12-21 11:13:35,278 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:23:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 1.9851, loss: 1.9851 +2023-12-21 11:13:58,129 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:23:15, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 1.9380, loss: 1.9380 +2023-12-21 11:14:20,768 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:22:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.0264, loss: 2.0264 +2023-12-21 11:14:43,363 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:22:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.9749, loss: 1.9749 +2023-12-21 11:15:06,011 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:22:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.0090, loss: 2.0090 +2023-12-21 11:15:28,721 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:21:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.0165, loss: 2.0165 +2023-12-21 11:15:30,530 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-21 11:16:49,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 11:16:49,604 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9771 +2023-12-21 11:16:49,608 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8316, top5_acc: 0.9771 +2023-12-21 11:17:31,257 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:21:32, time: 0.416, data_time: 0.191, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 1.9098, loss: 1.9098 +2023-12-21 11:17:53,856 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:21:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 1.9281, loss: 1.9281 +2023-12-21 11:18:16,429 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:20:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.9345, loss: 1.9345 +2023-12-21 11:18:39,220 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:20:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.9871, loss: 1.9871 +2023-12-21 11:19:01,897 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:19:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 1.9614, loss: 1.9614 +2023-12-21 11:19:24,557 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:19:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9950, loss_cls: 1.9619, loss: 1.9619 +2023-12-21 11:19:47,187 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:19:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 1.9399, loss: 1.9399 +2023-12-21 11:20:09,818 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:18:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 1.9542, loss: 1.9542 +2023-12-21 11:20:32,489 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:18:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 1.9762, loss: 1.9762 +2023-12-21 11:20:55,296 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:17:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.9548, loss: 1.9548 +2023-12-21 11:21:17,957 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:17:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.9525, loss: 1.9525 +2023-12-21 11:21:40,630 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:17:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.9855, loss: 1.9855 +2023-12-21 11:22:03,312 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:16:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 1.9595, loss: 1.9595 +2023-12-21 11:22:26,027 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:16:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 1.9445, loss: 1.9445 +2023-12-21 11:22:48,611 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:15:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 1.9670, loss: 1.9670 +2023-12-21 11:23:11,172 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:15:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.0330, loss: 2.0330 +2023-12-21 11:23:34,004 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:15:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 1.9857, loss: 1.9857 +2023-12-21 11:23:56,645 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:14:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 1.9779, loss: 1.9779 +2023-12-21 11:24:19,263 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:14:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 1.9874, loss: 1.9874 +2023-12-21 11:24:41,770 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:13:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 1.9876, loss: 1.9876 +2023-12-21 11:25:04,386 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:13:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9844, loss_cls: 2.0084, loss: 2.0084 +2023-12-21 11:25:27,077 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:13:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 1.9443, loss: 1.9443 +2023-12-21 11:25:49,681 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:12:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 1.9675, loss: 1.9675 +2023-12-21 11:26:12,349 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:12:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.9996, loss: 1.9996 +2023-12-21 11:26:35,067 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:11:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9831, loss_cls: 1.9881, loss: 1.9881 +2023-12-21 11:26:36,893 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-21 11:27:56,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 11:27:56,247 - pyskl - INFO - +top1_acc 0.8250 +top5_acc 0.9732 +2023-12-21 11:27:56,254 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8250, top5_acc: 0.9732 +2023-12-21 11:28:37,805 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:11:45, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.9864, loss: 1.9864 +2023-12-21 11:29:00,533 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:11:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 1.9203, loss: 1.9203 +2023-12-21 11:29:23,003 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:10:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 1.9420, loss: 1.9420 +2023-12-21 11:29:45,585 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:10:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.9476, loss: 1.9476 +2023-12-21 11:30:08,293 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:10:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.9528, loss: 1.9528 +2023-12-21 11:30:31,056 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:09:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.0009, loss: 2.0009 +2023-12-21 11:30:53,704 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:09:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 1.9627, loss: 1.9627 +2023-12-21 11:31:16,373 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:08:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 1.9419, loss: 1.9419 +2023-12-21 11:31:38,933 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:08:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 1.9505, loss: 1.9505 +2023-12-21 11:32:01,722 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:08:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.9399, loss: 1.9399 +2023-12-21 11:32:24,466 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:07:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.9436, loss: 1.9436 +2023-12-21 11:32:47,083 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:07:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 1.9603, loss: 1.9603 +2023-12-21 11:33:09,740 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:06:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 1.9872, loss: 1.9872 +2023-12-21 11:33:32,463 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:06:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 1.9838, loss: 1.9838 +2023-12-21 11:33:55,208 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:06:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 1.9623, loss: 1.9623 +2023-12-21 11:34:17,886 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:05:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 1.9916, loss: 1.9916 +2023-12-21 11:34:40,456 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:05:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.9940, loss: 1.9940 +2023-12-21 11:35:03,089 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:04:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 1.9864, loss: 1.9864 +2023-12-21 11:35:25,782 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:04:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.9837, loss: 1.9837 +2023-12-21 11:35:48,507 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:04:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.9350, loss: 1.9350 +2023-12-21 11:36:11,249 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:03:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 1.9862, loss: 1.9862 +2023-12-21 11:36:33,877 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:03:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 1.9758, loss: 1.9758 +2023-12-21 11:36:56,508 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:02:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 1.9837, loss: 1.9837 +2023-12-21 11:37:19,141 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:02:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 1.9962, loss: 1.9962 +2023-12-21 11:37:41,782 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:02:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.0106, loss: 2.0106 +2023-12-21 11:37:43,603 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-21 11:39:02,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 11:39:02,594 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9722 +2023-12-21 11:39:02,599 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8180, top5_acc: 0.9722 +2023-12-21 11:39:44,217 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:02:00, time: 0.416, data_time: 0.188, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 1.9180, loss: 1.9180 +2023-12-21 11:40:06,851 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:01:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9309, loss: 1.9309 +2023-12-21 11:40:29,613 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:01:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 1.9558, loss: 1.9558 +2023-12-21 11:40:52,428 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:00:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 1.9375, loss: 1.9375 +2023-12-21 11:41:15,222 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:00:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 1.9264, loss: 1.9264 +2023-12-21 11:41:37,975 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:00:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 1.9606, loss: 1.9606 +2023-12-21 11:42:00,654 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 11:59:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 1.9684, loss: 1.9684 +2023-12-21 11:42:23,399 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 11:59:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 1.9719, loss: 1.9719 +2023-12-21 11:42:46,172 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 11:58:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.9561, loss: 1.9561 +2023-12-21 11:43:08,847 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 11:58:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 1.9463, loss: 1.9463 +2023-12-21 11:43:31,515 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 11:58:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.0021, loss: 2.0021 +2023-12-21 11:43:54,336 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 11:57:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.0145, loss: 2.0145 +2023-12-21 11:44:16,967 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 11:57:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.0229, loss: 2.0229 +2023-12-21 11:44:39,744 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 11:56:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.9894, loss: 1.9894 +2023-12-21 11:45:02,521 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 11:56:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 1.9474, loss: 1.9474 +2023-12-21 11:45:25,331 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 11:56:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.0235, loss: 2.0235 +2023-12-21 11:45:48,137 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 11:55:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 1.9714, loss: 1.9714 +2023-12-21 11:46:10,794 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 11:55:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 1.9786, loss: 1.9786 +2023-12-21 11:46:33,394 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 11:54:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.9877, loss: 1.9877 +2023-12-21 11:46:56,040 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 11:54:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 1.9385, loss: 1.9385 +2023-12-21 11:47:18,689 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 11:54:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 1.9802, loss: 1.9802 +2023-12-21 11:47:41,311 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 11:53:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.9814, loss: 1.9814 +2023-12-21 11:48:04,048 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 11:53:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 1.9961, loss: 1.9961 +2023-12-21 11:48:26,722 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 11:52:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.9745, loss: 1.9745 +2023-12-21 11:48:49,466 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 11:52:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 1.9631, loss: 1.9631 +2023-12-21 11:48:51,284 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-21 11:50:10,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 11:50:10,259 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9765 +2023-12-21 11:50:10,263 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8463, top5_acc: 0.9765 +2023-12-21 11:50:51,643 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 11:52:15, time: 0.414, data_time: 0.186, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 1.9267, loss: 1.9267 +2023-12-21 11:51:14,401 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 11:51:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.9116, loss: 1.9116 +2023-12-21 11:51:37,115 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 11:51:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.9629, loss: 1.9629 +2023-12-21 11:51:59,773 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 11:51:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 1.9128, loss: 1.9128 +2023-12-21 11:52:22,495 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 11:50:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.9792, loss: 1.9792 +2023-12-21 11:52:45,360 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 11:50:15, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.0052, loss: 2.0052 +2023-12-21 11:53:08,022 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 11:49:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 1.9474, loss: 1.9474 +2023-12-21 11:53:30,632 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 11:49:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9249, loss: 1.9249 +2023-12-21 11:53:53,253 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 11:49:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 1.9714, loss: 1.9714 +2023-12-21 11:54:15,942 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 11:48:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.9478, loss: 1.9478 +2023-12-21 11:54:38,646 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 11:48:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 1.9450, loss: 1.9450 +2023-12-21 11:55:01,368 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 11:47:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.9915, loss: 1.9915 +2023-12-21 11:55:23,994 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 11:47:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.9561, loss: 1.9561 +2023-12-21 11:55:46,563 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 11:47:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 1.9880, loss: 1.9880 +2023-12-21 11:56:09,258 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 11:46:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.9394, loss: 1.9394 +2023-12-21 11:56:31,954 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 11:46:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 1.9627, loss: 1.9627 +2023-12-21 11:56:54,834 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:45:51, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 1.9532, loss: 1.9532 +2023-12-21 11:57:17,567 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:45:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 1.9675, loss: 1.9675 +2023-12-21 11:57:40,356 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:45:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.9195, loss: 1.9195 +2023-12-21 11:58:03,048 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:44:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 1.9838, loss: 1.9838 +2023-12-21 11:58:25,770 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:44:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.9433, loss: 1.9433 +2023-12-21 11:58:48,530 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:43:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 1.9868, loss: 1.9868 +2023-12-21 11:59:11,397 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:43:27, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.0055, loss: 2.0055 +2023-12-21 11:59:34,166 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:43:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 1.9539, loss: 1.9539 +2023-12-21 11:59:56,867 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:42:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 1.9572, loss: 1.9572 +2023-12-21 11:59:58,694 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-21 12:01:17,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 12:01:17,788 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9758 +2023-12-21 12:01:17,792 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8411, top5_acc: 0.9758 +2023-12-21 12:01:59,201 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:42:30, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 1.9147, loss: 1.9147 +2023-12-21 12:02:21,802 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:42:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9850, loss_cls: 1.9812, loss: 1.9812 +2023-12-21 12:02:44,434 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:41:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.8856, loss: 1.8856 +2023-12-21 12:03:07,104 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:41:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 1.9333, loss: 1.9333 +2023-12-21 12:03:29,826 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:40:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 1.9352, loss: 1.9352 +2023-12-21 12:03:52,546 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:40:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 1.9359, loss: 1.9359 +2023-12-21 12:04:15,198 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:40:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.9434, loss: 1.9434 +2023-12-21 12:04:38,003 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:39:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 1.9406, loss: 1.9406 +2023-12-21 12:05:00,697 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:39:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 1.9554, loss: 1.9554 +2023-12-21 12:05:23,260 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:38:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.9349, loss: 1.9349 +2023-12-21 12:05:45,867 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:38:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 1.9429, loss: 1.9429 +2023-12-21 12:06:08,494 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:38:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.9554, loss: 1.9554 +2023-12-21 12:06:31,092 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:37:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9357, loss: 1.9357 +2023-12-21 12:06:53,651 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:37:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 1.9893, loss: 1.9893 +2023-12-21 12:07:16,251 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:36:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9625, loss: 1.9625 +2023-12-21 12:07:38,865 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:36:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 1.9577, loss: 1.9577 +2023-12-21 12:08:01,615 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:36:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 1.9210, loss: 1.9210 +2023-12-21 12:08:24,329 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:35:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.9200, loss: 1.9200 +2023-12-21 12:08:47,055 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:35:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 1.9449, loss: 1.9449 +2023-12-21 12:09:09,814 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:34:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 1.9379, loss: 1.9379 +2023-12-21 12:09:32,450 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:34:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.9643, loss: 1.9643 +2023-12-21 12:09:55,252 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:34:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 1.9844, loss: 1.9844 +2023-12-21 12:10:18,036 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:33:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.9840, loss: 1.9840 +2023-12-21 12:10:40,828 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:33:18, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 1.9488, loss: 1.9488 +2023-12-21 12:11:03,463 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:32:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.0018, loss: 2.0018 +2023-12-21 12:11:05,296 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-21 12:12:24,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 12:12:24,492 - pyskl - INFO - +top1_acc 0.8470 +top5_acc 0.9783 +2023-12-21 12:12:24,499 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_65.pth was removed +2023-12-21 12:12:24,666 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-21 12:12:24,666 - pyskl - INFO - Best top1_acc is 0.8470 at 79 epoch. +2023-12-21 12:12:24,670 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8470, top5_acc: 0.9783 +2023-12-21 12:13:06,244 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:32:44, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 1.9049, loss: 1.9049 +2023-12-21 12:13:28,798 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:32:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 1.9557, loss: 1.9557 +2023-12-21 12:13:51,448 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:31:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 1.9165, loss: 1.9165 +2023-12-21 12:14:14,116 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:31:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 1.9357, loss: 1.9357 +2023-12-21 12:14:36,831 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:31:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 1.9239, loss: 1.9239 +2023-12-21 12:14:59,404 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:30:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 1.9448, loss: 1.9448 +2023-12-21 12:15:22,066 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:30:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 1.9602, loss: 1.9602 +2023-12-21 12:15:44,788 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:29:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 1.9276, loss: 1.9276 +2023-12-21 12:16:07,401 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:29:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.8998, loss: 1.8998 +2023-12-21 12:16:30,050 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:29:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.9456, loss: 1.9456 +2023-12-21 12:16:52,872 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:28:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.9667, loss: 1.9667 +2023-12-21 12:17:15,628 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:28:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.9508, loss: 1.9508 +2023-12-21 12:17:38,328 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:27:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 1.9494, loss: 1.9494 +2023-12-21 12:18:01,058 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:27:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 1.9363, loss: 1.9363 +2023-12-21 12:18:23,718 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:27:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 1.9634, loss: 1.9634 +2023-12-21 12:18:46,481 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:26:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 1.9944, loss: 1.9944 +2023-12-21 12:19:09,174 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:26:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 1.9192, loss: 1.9192 +2023-12-21 12:19:31,929 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:25:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.9576, loss: 1.9576 +2023-12-21 12:19:54,662 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:25:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.9856, loss: 1.9856 +2023-12-21 12:20:17,296 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:25:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 1.9524, loss: 1.9524 +2023-12-21 12:20:40,017 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:24:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 1.9745, loss: 1.9745 +2023-12-21 12:21:02,714 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:24:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 1.9443, loss: 1.9443 +2023-12-21 12:21:25,332 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:23:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 1.9611, loss: 1.9611 +2023-12-21 12:21:48,133 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:23:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.9932, loss: 1.9932 +2023-12-21 12:22:10,901 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:23:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 1.9831, loss: 1.9831 +2023-12-21 12:22:12,801 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-21 12:23:32,044 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 12:23:32,118 - pyskl - INFO - +top1_acc 0.8272 +top5_acc 0.9709 +2023-12-21 12:23:32,122 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8272, top5_acc: 0.9709 +2023-12-21 12:24:13,532 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:22:59, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 1.9289, loss: 1.9289 +2023-12-21 12:24:36,149 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:22:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 1.9253, loss: 1.9253 +2023-12-21 12:24:58,665 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:22:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 1.9277, loss: 1.9277 +2023-12-21 12:25:21,219 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:21:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.9086, loss: 1.9086 +2023-12-21 12:25:43,901 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:21:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 1.9391, loss: 1.9391 +2023-12-21 12:26:06,422 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:20:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 1.9210, loss: 1.9210 +2023-12-21 12:26:29,067 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:20:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 1.9581, loss: 1.9581 +2023-12-21 12:26:51,714 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:20:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 1.9046, loss: 1.9046 +2023-12-21 12:27:14,422 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:19:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.9436, loss: 1.9436 +2023-12-21 12:27:37,105 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:19:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.9306, loss: 1.9306 +2023-12-21 12:27:59,839 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:18:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 1.9335, loss: 1.9335 +2023-12-21 12:28:22,540 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:18:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.9351, loss: 1.9351 +2023-12-21 12:28:45,368 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:18:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 1.9435, loss: 1.9435 +2023-12-21 12:29:08,095 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:17:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 1.9585, loss: 1.9585 +2023-12-21 12:29:30,690 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:17:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 1.9338, loss: 1.9338 +2023-12-21 12:29:53,452 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:16:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.9383, loss: 1.9383 +2023-12-21 12:30:16,173 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:16:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 1.9714, loss: 1.9714 +2023-12-21 12:30:38,867 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:16:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 1.9777, loss: 1.9777 +2023-12-21 12:31:01,559 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:15:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.9478, loss: 1.9478 +2023-12-21 12:31:24,310 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:15:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.9614, loss: 1.9614 +2023-12-21 12:31:47,022 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:14:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 1.9596, loss: 1.9596 +2023-12-21 12:32:09,664 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:14:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 1.9275, loss: 1.9275 +2023-12-21 12:32:32,441 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:14:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 1.9432, loss: 1.9432 +2023-12-21 12:32:55,146 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:13:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 1.9629, loss: 1.9629 +2023-12-21 12:33:17,746 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:13:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 1.9531, loss: 1.9531 +2023-12-21 12:33:19,544 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-21 12:34:38,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 12:34:38,827 - pyskl - INFO - +top1_acc 0.8533 +top5_acc 0.9780 +2023-12-21 12:34:38,831 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_79.pth was removed +2023-12-21 12:34:38,988 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2023-12-21 12:34:38,989 - pyskl - INFO - Best top1_acc is 0.8533 at 81 epoch. +2023-12-21 12:34:38,993 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8533, top5_acc: 0.9780 +2023-12-21 12:35:20,557 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:13:13, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.8902, loss: 1.8902 +2023-12-21 12:35:43,290 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:12:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 1.9366, loss: 1.9366 +2023-12-21 12:36:05,941 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:12:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 1.9326, loss: 1.9326 +2023-12-21 12:36:28,594 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:12:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 1.9124, loss: 1.9124 +2023-12-21 12:36:51,194 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:11:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.9119, loss: 1.9119 +2023-12-21 12:37:13,751 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:11:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.9152, loss: 1.9152 +2023-12-21 12:37:36,373 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:10:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9070, loss: 1.9070 +2023-12-21 12:37:59,033 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:10:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 1.9414, loss: 1.9414 +2023-12-21 12:38:21,731 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:10:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9975, loss_cls: 1.9114, loss: 1.9114 +2023-12-21 12:38:44,347 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:09:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 1.9179, loss: 1.9179 +2023-12-21 12:39:07,008 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:09:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9969, loss_cls: 1.9377, loss: 1.9377 +2023-12-21 12:39:29,727 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:08:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.8978, loss: 1.8978 +2023-12-21 12:39:52,377 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:08:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8910, loss: 1.8910 +2023-12-21 12:40:14,951 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:08:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.9286, loss: 1.9286 +2023-12-21 12:40:37,659 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:07:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 1.9563, loss: 1.9563 +2023-12-21 12:41:00,273 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:07:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 1.9180, loss: 1.9180 +2023-12-21 12:41:22,856 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:06:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.9457, loss: 1.9457 +2023-12-21 12:41:45,505 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:06:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 1.9379, loss: 1.9379 +2023-12-21 12:42:08,017 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:06:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 1.9723, loss: 1.9723 +2023-12-21 12:42:30,702 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:05:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.9329, loss: 1.9329 +2023-12-21 12:42:53,396 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:05:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 1.9724, loss: 1.9724 +2023-12-21 12:43:16,115 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:04:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9028, loss: 1.9028 +2023-12-21 12:43:38,836 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:04:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.0024, loss: 2.0024 +2023-12-21 12:44:01,514 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:04:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 1.9233, loss: 1.9233 +2023-12-21 12:44:24,197 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:03:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 1.9301, loss: 1.9301 +2023-12-21 12:44:26,080 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-21 12:45:45,178 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 12:45:45,249 - pyskl - INFO - +top1_acc 0.8427 +top5_acc 0.9765 +2023-12-21 12:45:45,252 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8427, top5_acc: 0.9765 +2023-12-21 12:46:26,681 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:03:27, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9059, loss: 1.9059 +2023-12-21 12:46:49,414 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:03:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.9110, loss: 1.9110 +2023-12-21 12:47:12,099 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:02:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 1.9144, loss: 1.9144 +2023-12-21 12:47:34,873 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:02:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 1.9320, loss: 1.9320 +2023-12-21 12:47:57,648 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:01:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.9178, loss: 1.9178 +2023-12-21 12:48:20,369 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:01:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 1.9544, loss: 1.9544 +2023-12-21 12:48:43,093 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:01:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 1.9254, loss: 1.9254 +2023-12-21 12:49:05,832 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:00:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 1.9106, loss: 1.9106 +2023-12-21 12:49:28,576 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:00:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 1.9434, loss: 1.9434 +2023-12-21 12:49:51,208 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 10:59:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9844, loss_cls: 1.9431, loss: 1.9431 +2023-12-21 12:50:13,892 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 10:59:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.8939, loss: 1.8939 +2023-12-21 12:50:36,514 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 10:59:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 1.9598, loss: 1.9598 +2023-12-21 12:50:59,120 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 10:58:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 1.9240, loss: 1.9240 +2023-12-21 12:51:21,785 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 10:58:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 1.8944, loss: 1.8944 +2023-12-21 12:51:44,590 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 10:57:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.9154, loss: 1.9154 +2023-12-21 12:52:07,214 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 10:57:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.9531, loss: 1.9531 +2023-12-21 12:52:29,861 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 10:57:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 1.9300, loss: 1.9300 +2023-12-21 12:52:52,473 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 10:56:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 1.9310, loss: 1.9310 +2023-12-21 12:53:15,178 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 10:56:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.9403, loss: 1.9403 +2023-12-21 12:53:37,819 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 10:55:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 1.9554, loss: 1.9554 +2023-12-21 12:54:00,540 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 10:55:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.9130, loss: 1.9130 +2023-12-21 12:54:23,165 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 10:55:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.9314, loss: 1.9314 +2023-12-21 12:54:45,856 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 10:54:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.9235, loss: 1.9235 +2023-12-21 12:55:08,380 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 10:54:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 1.9633, loss: 1.9633 +2023-12-21 12:55:30,969 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 10:53:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 1.9645, loss: 1.9645 +2023-12-21 12:55:32,840 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-21 12:56:52,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 12:56:52,220 - pyskl - INFO - +top1_acc 0.8388 +top5_acc 0.9737 +2023-12-21 12:56:52,224 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8388, top5_acc: 0.9737 +2023-12-21 12:57:33,593 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 10:53:41, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 1.8804, loss: 1.8804 +2023-12-21 12:57:56,178 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 10:53:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 1.9085, loss: 1.9085 +2023-12-21 12:58:18,825 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 10:52:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8679, loss: 1.8679 +2023-12-21 12:58:41,497 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 10:52:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.8879, loss: 1.8879 +2023-12-21 12:59:04,135 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 10:52:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.9363, loss: 1.9363 +2023-12-21 12:59:26,808 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 10:51:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 1.9263, loss: 1.9263 +2023-12-21 12:59:49,418 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 10:51:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 1.9327, loss: 1.9327 +2023-12-21 13:00:12,090 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 10:50:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.8945, loss: 1.8945 +2023-12-21 13:00:34,742 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 10:50:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9869, loss_cls: 1.9342, loss: 1.9342 +2023-12-21 13:00:57,357 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 10:50:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 1.9388, loss: 1.9388 +2023-12-21 13:01:20,075 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 10:49:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 1.9055, loss: 1.9055 +2023-12-21 13:01:42,733 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 10:49:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.9343, loss: 1.9343 +2023-12-21 13:02:05,374 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 10:48:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 1.9454, loss: 1.9454 +2023-12-21 13:02:27,952 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 10:48:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.8997, loss: 1.8997 +2023-12-21 13:02:50,563 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 10:48:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 1.9263, loss: 1.9263 +2023-12-21 13:03:13,101 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 10:47:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 1.9585, loss: 1.9585 +2023-12-21 13:03:35,680 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 10:47:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 1.9627, loss: 1.9627 +2023-12-21 13:03:58,298 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:46:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 1.9161, loss: 1.9161 +2023-12-21 13:04:21,069 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:46:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.8876, loss: 1.8876 +2023-12-21 13:04:43,769 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:46:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 1.9201, loss: 1.9201 +2023-12-21 13:05:06,441 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:45:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.9672, loss: 1.9672 +2023-12-21 13:05:29,182 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:45:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 1.9309, loss: 1.9309 +2023-12-21 13:05:51,740 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:44:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 1.9312, loss: 1.9312 +2023-12-21 13:06:14,473 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:44:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 1.9569, loss: 1.9569 +2023-12-21 13:06:37,209 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:44:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 1.9367, loss: 1.9367 +2023-12-21 13:06:39,039 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-21 13:07:58,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 13:07:58,319 - pyskl - INFO - +top1_acc 0.7522 +top5_acc 0.9518 +2023-12-21 13:07:58,323 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.7522, top5_acc: 0.9518 +2023-12-21 13:08:39,998 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:43:55, time: 0.417, data_time: 0.190, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9073, loss: 1.9073 +2023-12-21 13:09:02,647 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:43:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8791, loss: 1.8791 +2023-12-21 13:09:25,289 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:43:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.8984, loss: 1.8984 +2023-12-21 13:09:47,861 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:42:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.8901, loss: 1.8901 +2023-12-21 13:10:10,514 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:42:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.9008, loss: 1.9008 +2023-12-21 13:10:33,188 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:41:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 1.9010, loss: 1.9010 +2023-12-21 13:10:55,972 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:41:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9008, loss: 1.9008 +2023-12-21 13:11:18,695 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:41:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8939, loss: 1.8939 +2023-12-21 13:11:41,272 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:40:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.9305, loss: 1.9305 +2023-12-21 13:12:03,841 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:40:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 1.9396, loss: 1.9396 +2023-12-21 13:12:26,418 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:39:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.9307, loss: 1.9307 +2023-12-21 13:12:49,049 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:39:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.8858, loss: 1.8858 +2023-12-21 13:13:11,679 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:39:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.9200, loss: 1.9200 +2023-12-21 13:13:34,364 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:38:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9969, loss_cls: 1.9051, loss: 1.9051 +2023-12-21 13:13:57,034 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:38:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.9515, loss: 1.9515 +2023-12-21 13:14:19,566 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:37:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 1.9290, loss: 1.9290 +2023-12-21 13:14:42,219 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:37:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 1.9185, loss: 1.9185 +2023-12-21 13:15:04,903 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:37:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.9244, loss: 1.9244 +2023-12-21 13:15:27,605 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:36:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 1.9801, loss: 1.9801 +2023-12-21 13:15:50,326 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:36:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 1.9162, loss: 1.9162 +2023-12-21 13:16:12,913 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:35:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 1.9418, loss: 1.9418 +2023-12-21 13:16:35,524 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:35:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.9629, loss: 1.9629 +2023-12-21 13:16:58,047 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:35:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 1.9239, loss: 1.9239 +2023-12-21 13:17:20,753 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:34:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 1.9352, loss: 1.9352 +2023-12-21 13:17:43,421 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:34:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.9153, loss: 1.9153 +2023-12-21 13:17:45,236 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-21 13:19:04,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 13:19:04,245 - pyskl - INFO - +top1_acc 0.8578 +top5_acc 0.9799 +2023-12-21 13:19:04,249 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_81.pth was removed +2023-12-21 13:19:04,413 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2023-12-21 13:19:04,414 - pyskl - INFO - Best top1_acc is 0.8578 at 85 epoch. +2023-12-21 13:19:04,420 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8578, top5_acc: 0.9799 +2023-12-21 13:19:46,212 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:34:08, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 1.8679, loss: 1.8679 +2023-12-21 13:20:08,744 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:33:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.8760, loss: 1.8760 +2023-12-21 13:20:31,256 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:33:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.8628, loss: 1.8628 +2023-12-21 13:20:53,970 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:32:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.8773, loss: 1.8773 +2023-12-21 13:21:16,644 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:32:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 1.8969, loss: 1.8969 +2023-12-21 13:21:39,358 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:32:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.8786, loss: 1.8786 +2023-12-21 13:22:01,971 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:31:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.8891, loss: 1.8891 +2023-12-21 13:22:24,645 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:31:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 1.9031, loss: 1.9031 +2023-12-21 13:22:47,199 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:30:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 1.9216, loss: 1.9216 +2023-12-21 13:23:09,835 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:30:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 1.9308, loss: 1.9308 +2023-12-21 13:23:32,462 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:30:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 1.9188, loss: 1.9188 +2023-12-21 13:23:55,180 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:29:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 1.9622, loss: 1.9622 +2023-12-21 13:24:17,785 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:29:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 1.9566, loss: 1.9566 +2023-12-21 13:24:40,450 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:28:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.9364, loss: 1.9364 +2023-12-21 13:25:03,089 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:28:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.9250, loss: 1.9250 +2023-12-21 13:25:25,839 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:28:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.8981, loss: 1.8981 +2023-12-21 13:25:48,369 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:27:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.9216, loss: 1.9216 +2023-12-21 13:26:10,945 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:27:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.9268, loss: 1.9268 +2023-12-21 13:26:33,629 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:26:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.9093, loss: 1.9093 +2023-12-21 13:26:56,160 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:26:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.8973, loss: 1.8973 +2023-12-21 13:27:18,799 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:26:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 1.9568, loss: 1.9568 +2023-12-21 13:27:41,523 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:25:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 1.9345, loss: 1.9345 +2023-12-21 13:28:04,157 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:25:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 1.8961, loss: 1.8961 +2023-12-21 13:28:26,713 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:24:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 1.9400, loss: 1.9400 +2023-12-21 13:28:49,273 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:24:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.8919, loss: 1.8919 +2023-12-21 13:28:51,060 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-21 13:30:10,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 13:30:10,625 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9803 +2023-12-21 13:30:10,629 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_85.pth was removed +2023-12-21 13:30:10,785 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-21 13:30:10,785 - pyskl - INFO - Best top1_acc is 0.8618 at 86 epoch. +2023-12-21 13:30:10,789 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8618, top5_acc: 0.9803 +2023-12-21 13:30:52,259 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:24:22, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8762, loss: 1.8762 +2023-12-21 13:31:14,886 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:23:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.8604, loss: 1.8604 +2023-12-21 13:31:37,522 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:23:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9026, loss: 1.9026 +2023-12-21 13:32:00,275 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:23:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8693, loss: 1.8693 +2023-12-21 13:32:23,073 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:22:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 1.8893, loss: 1.8893 +2023-12-21 13:32:45,712 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:22:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.8695, loss: 1.8695 +2023-12-21 13:33:08,287 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:21:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.8714, loss: 1.8714 +2023-12-21 13:33:31,043 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:21:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.8964, loss: 1.8964 +2023-12-21 13:33:53,756 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:21:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.9171, loss: 1.9171 +2023-12-21 13:34:16,384 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:20:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 1.9052, loss: 1.9052 +2023-12-21 13:34:39,059 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:20:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9088, loss: 1.9088 +2023-12-21 13:35:01,612 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:19:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.8857, loss: 1.8857 +2023-12-21 13:35:24,162 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:19:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.8923, loss: 1.8923 +2023-12-21 13:35:46,802 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:19:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.9056, loss: 1.9056 +2023-12-21 13:36:09,488 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:18:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8654, loss: 1.8654 +2023-12-21 13:36:32,152 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:18:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 1.9324, loss: 1.9324 +2023-12-21 13:36:54,705 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:17:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.9052, loss: 1.9052 +2023-12-21 13:37:17,210 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:17:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 1.9102, loss: 1.9102 +2023-12-21 13:37:39,842 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:17:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 1.8734, loss: 1.8734 +2023-12-21 13:38:02,502 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:16:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 1.9212, loss: 1.9212 +2023-12-21 13:38:25,130 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:16:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 1.9228, loss: 1.9228 +2023-12-21 13:38:47,756 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:16:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.9395, loss: 1.9395 +2023-12-21 13:39:10,410 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:15:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 1.9309, loss: 1.9309 +2023-12-21 13:39:33,141 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:15:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.9252, loss: 1.9252 +2023-12-21 13:39:55,797 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:14:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 1.9374, loss: 1.9374 +2023-12-21 13:39:57,604 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-21 13:41:16,342 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 13:41:16,414 - pyskl - INFO - +top1_acc 0.8646 +top5_acc 0.9778 +2023-12-21 13:41:16,418 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_86.pth was removed +2023-12-21 13:41:16,566 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2023-12-21 13:41:16,566 - pyskl - INFO - Best top1_acc is 0.8646 at 87 epoch. +2023-12-21 13:41:16,570 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8646, top5_acc: 0.9778 +2023-12-21 13:41:58,292 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:14:36, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.8580, loss: 1.8580 +2023-12-21 13:42:20,774 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:14:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.8618, loss: 1.8618 +2023-12-21 13:42:43,405 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:13:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.8915, loss: 1.8915 +2023-12-21 13:43:05,983 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:13:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8664, loss: 1.8664 +2023-12-21 13:43:28,634 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:13:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.8833, loss: 1.8833 +2023-12-21 13:43:51,282 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:12:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8662, loss: 1.8662 +2023-12-21 13:44:13,936 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:12:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.8945, loss: 1.8945 +2023-12-21 13:44:36,559 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:11:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 1.9025, loss: 1.9025 +2023-12-21 13:44:59,153 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:11:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 1.9048, loss: 1.9048 +2023-12-21 13:45:21,749 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:11:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 1.9290, loss: 1.9290 +2023-12-21 13:45:44,366 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:10:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.8644, loss: 1.8644 +2023-12-21 13:46:06,925 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:10:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 1.8942, loss: 1.8942 +2023-12-21 13:46:29,536 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:09:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.8993, loss: 1.8993 +2023-12-21 13:46:52,117 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:09:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 1.8974, loss: 1.8974 +2023-12-21 13:47:14,759 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:09:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 1.8966, loss: 1.8966 +2023-12-21 13:47:37,622 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:08:37, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.8927, loss: 1.8927 +2023-12-21 13:48:00,402 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:08:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.9041, loss: 1.9041 +2023-12-21 13:48:23,174 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:07:50, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 1.9436, loss: 1.9436 +2023-12-21 13:48:45,795 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:07:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 1.9096, loss: 1.9096 +2023-12-21 13:49:08,414 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:07:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.9051, loss: 1.9051 +2023-12-21 13:49:31,023 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:06:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9236, loss: 1.9236 +2023-12-21 13:49:53,721 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:06:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 1.9268, loss: 1.9268 +2023-12-21 13:50:16,267 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:05:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.8823, loss: 1.8823 +2023-12-21 13:50:38,891 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:05:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.8982, loss: 1.8982 +2023-12-21 13:51:01,473 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:05:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 1.9273, loss: 1.9273 +2023-12-21 13:51:03,236 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-21 13:52:22,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 13:52:22,510 - pyskl - INFO - +top1_acc 0.8612 +top5_acc 0.9788 +2023-12-21 13:52:22,514 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8612, top5_acc: 0.9788 +2023-12-21 13:53:04,182 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:04:49, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.8541, loss: 1.8541 +2023-12-21 13:53:26,803 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:04:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.8417, loss: 1.8417 +2023-12-21 13:53:49,430 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:04:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8470, loss: 1.8470 +2023-12-21 13:54:12,124 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:03:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8604, loss: 1.8604 +2023-12-21 13:54:34,657 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:03:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8456, loss: 1.8456 +2023-12-21 13:54:57,289 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:02:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.8572, loss: 1.8572 +2023-12-21 13:55:19,832 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:02:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.9145, loss: 1.9145 +2023-12-21 13:55:42,501 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:02:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.8687, loss: 1.8687 +2023-12-21 13:56:05,110 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:01:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.8579, loss: 1.8579 +2023-12-21 13:56:27,791 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:01:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.9021, loss: 1.9021 +2023-12-21 13:56:50,532 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:00:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.8452, loss: 1.8452 +2023-12-21 13:57:13,149 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:00:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8621, loss: 1.8621 +2023-12-21 13:57:35,992 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:00:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.8447, loss: 1.8447 +2023-12-21 13:57:58,592 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 9:59:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 1.8769, loss: 1.8769 +2023-12-21 13:58:21,273 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 9:59:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8749, loss: 1.8749 +2023-12-21 13:58:43,855 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 9:58:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 1.9168, loss: 1.9168 +2023-12-21 13:59:06,468 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 9:58:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.8717, loss: 1.8717 +2023-12-21 13:59:29,162 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 9:58:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8915, loss: 1.8915 +2023-12-21 13:59:51,824 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 9:57:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 1.9077, loss: 1.9077 +2023-12-21 14:00:14,436 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 9:57:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 1.9269, loss: 1.9269 +2023-12-21 14:00:36,958 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 9:56:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.9302, loss: 1.9302 +2023-12-21 14:00:59,539 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 9:56:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 1.9416, loss: 1.9416 +2023-12-21 14:01:22,086 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 9:56:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.8763, loss: 1.8763 +2023-12-21 14:01:44,601 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 9:55:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 1.9120, loss: 1.9120 +2023-12-21 14:02:07,167 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 9:55:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.9050, loss: 1.9050 +2023-12-21 14:02:08,943 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-21 14:03:27,659 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 14:03:27,732 - pyskl - INFO - +top1_acc 0.8582 +top5_acc 0.9758 +2023-12-21 14:03:27,735 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8582, top5_acc: 0.9758 +2023-12-21 14:04:08,955 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 9:55:03, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.8543, loss: 1.8543 +2023-12-21 14:04:31,549 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 9:54:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.8652, loss: 1.8652 +2023-12-21 14:04:54,230 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 9:54:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8606, loss: 1.8606 +2023-12-21 14:05:16,819 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 9:53:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 1.9008, loss: 1.9008 +2023-12-21 14:05:39,415 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 9:53:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 1.8750, loss: 1.8750 +2023-12-21 14:06:01,978 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 9:53:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.8928, loss: 1.8928 +2023-12-21 14:06:24,666 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 9:52:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.8862, loss: 1.8862 +2023-12-21 14:06:47,271 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 9:52:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8769, loss: 1.8769 +2023-12-21 14:07:09,997 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 9:51:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.8946, loss: 1.8946 +2023-12-21 14:07:32,678 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 9:51:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 1.9255, loss: 1.9255 +2023-12-21 14:07:55,274 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 9:51:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 1.8704, loss: 1.8704 +2023-12-21 14:08:18,017 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 9:50:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 1.9095, loss: 1.9095 +2023-12-21 14:08:40,682 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 9:50:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.8941, loss: 1.8941 +2023-12-21 14:09:03,519 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 9:49:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 1.9010, loss: 1.9010 +2023-12-21 14:09:26,265 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 9:49:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9029, loss: 1.9029 +2023-12-21 14:09:48,974 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 9:49:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8865, loss: 1.8865 +2023-12-21 14:10:11,665 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 9:48:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8389, loss: 1.8389 +2023-12-21 14:10:34,559 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 9:48:18, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 1.8999, loss: 1.8999 +2023-12-21 14:10:57,337 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:47:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.8926, loss: 1.8926 +2023-12-21 14:11:20,002 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:47:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 1.9203, loss: 1.9203 +2023-12-21 14:11:42,734 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:47:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.8774, loss: 1.8774 +2023-12-21 14:12:05,408 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:46:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 1.8961, loss: 1.8961 +2023-12-21 14:12:28,005 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:46:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8911, loss: 1.8911 +2023-12-21 14:12:50,594 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:45:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 1.8782, loss: 1.8782 +2023-12-21 14:13:13,216 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:45:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 1.9286, loss: 1.9286 +2023-12-21 14:13:14,975 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-21 14:14:33,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 14:14:33,904 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9756 +2023-12-21 14:14:33,909 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8456, top5_acc: 0.9756 +2023-12-21 14:15:15,413 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:45:17, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 1.8565, loss: 1.8565 +2023-12-21 14:15:37,951 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:44:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.8326, loss: 1.8326 +2023-12-21 14:16:00,705 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:44:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8631, loss: 1.8631 +2023-12-21 14:16:23,389 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:44:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 1.8855, loss: 1.8855 +2023-12-21 14:16:46,061 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:43:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.8608, loss: 1.8608 +2023-12-21 14:17:08,651 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:43:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.8520, loss: 1.8520 +2023-12-21 14:17:31,219 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:42:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 1.8780, loss: 1.8780 +2023-12-21 14:17:53,767 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:42:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.8706, loss: 1.8706 +2023-12-21 14:18:16,414 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:42:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9894, loss_cls: 1.8611, loss: 1.8611 +2023-12-21 14:18:39,082 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:41:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8760, loss: 1.8760 +2023-12-21 14:19:01,740 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:41:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8353, loss: 1.8353 +2023-12-21 14:19:24,395 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:40:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.8761, loss: 1.8761 +2023-12-21 14:19:47,146 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:40:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.8735, loss: 1.8735 +2023-12-21 14:20:09,807 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:40:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 1.8785, loss: 1.8785 +2023-12-21 14:20:32,395 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:39:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.8952, loss: 1.8952 +2023-12-21 14:20:55,029 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:39:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.8578, loss: 1.8578 +2023-12-21 14:21:17,793 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:38:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.8743, loss: 1.8743 +2023-12-21 14:21:40,454 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:38:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.8623, loss: 1.8623 +2023-12-21 14:22:03,159 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:38:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.8737, loss: 1.8737 +2023-12-21 14:22:25,894 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:37:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.8704, loss: 1.8704 +2023-12-21 14:22:48,577 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:37:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.8740, loss: 1.8740 +2023-12-21 14:23:11,279 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:36:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8634, loss: 1.8634 +2023-12-21 14:23:33,882 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:36:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 1.8886, loss: 1.8886 +2023-12-21 14:23:56,640 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:36:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 1.9300, loss: 1.9300 +2023-12-21 14:24:19,181 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:35:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9869, loss_cls: 1.8976, loss: 1.8976 +2023-12-21 14:24:21,047 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-21 14:25:40,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 14:25:40,198 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9771 +2023-12-21 14:25:40,201 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8632, top5_acc: 0.9771 +2023-12-21 14:26:21,703 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:35:31, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 1.8222, loss: 1.8222 +2023-12-21 14:26:44,368 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:35:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.8872, loss: 1.8872 +2023-12-21 14:27:07,044 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:34:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8647, loss: 1.8647 +2023-12-21 14:27:29,792 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:34:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 1.8947, loss: 1.8947 +2023-12-21 14:27:52,396 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:33:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.8729, loss: 1.8729 +2023-12-21 14:28:15,110 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:33:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8607, loss: 1.8607 +2023-12-21 14:28:37,756 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:33:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8753, loss: 1.8753 +2023-12-21 14:29:00,375 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:32:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8619, loss: 1.8619 +2023-12-21 14:29:22,959 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:32:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 1.8616, loss: 1.8616 +2023-12-21 14:29:45,616 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:31:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.8684, loss: 1.8684 +2023-12-21 14:30:08,287 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:31:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.8659, loss: 1.8659 +2023-12-21 14:30:30,943 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:31:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.8606, loss: 1.8606 +2023-12-21 14:30:53,630 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:30:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.9034, loss: 1.9034 +2023-12-21 14:31:16,431 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:30:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 1.8960, loss: 1.8960 +2023-12-21 14:31:39,170 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:29:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.8874, loss: 1.8874 +2023-12-21 14:32:01,859 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:29:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8653, loss: 1.8653 +2023-12-21 14:32:24,438 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:29:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.9360, loss: 1.9360 +2023-12-21 14:32:47,019 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:28:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 1.9091, loss: 1.9091 +2023-12-21 14:33:09,675 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:28:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 1.8795, loss: 1.8795 +2023-12-21 14:33:32,430 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:27:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 1.8620, loss: 1.8620 +2023-12-21 14:33:55,153 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:27:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.8944, loss: 1.8944 +2023-12-21 14:34:17,963 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:27:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8570, loss: 1.8570 +2023-12-21 14:34:40,723 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:26:47, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.8849, loss: 1.8849 +2023-12-21 14:35:03,497 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:26:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.8659, loss: 1.8659 +2023-12-21 14:35:26,199 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:26:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.8717, loss: 1.8717 +2023-12-21 14:35:28,000 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-21 14:36:46,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 14:36:46,950 - pyskl - INFO - +top1_acc 0.6777 +top5_acc 0.9031 +2023-12-21 14:36:46,955 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.6777, top5_acc: 0.9031 +2023-12-21 14:37:28,286 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:25:46, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8337, loss: 1.8337 +2023-12-21 14:37:50,877 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:25:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8469, loss: 1.8469 +2023-12-21 14:38:13,645 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:24:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8535, loss: 1.8535 +2023-12-21 14:38:36,360 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:24:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.8696, loss: 1.8696 +2023-12-21 14:38:59,031 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:24:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.8335, loss: 1.8335 +2023-12-21 14:39:21,764 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:23:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8459, loss: 1.8459 +2023-12-21 14:39:44,440 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:23:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8383, loss: 1.8383 +2023-12-21 14:40:07,129 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:22:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.8702, loss: 1.8702 +2023-12-21 14:40:29,773 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:22:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.8893, loss: 1.8893 +2023-12-21 14:40:52,511 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:22:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.8549, loss: 1.8549 +2023-12-21 14:41:15,158 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:21:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8434, loss: 1.8434 +2023-12-21 14:41:37,859 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:21:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.8754, loss: 1.8754 +2023-12-21 14:42:00,517 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:21:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.8467, loss: 1.8467 +2023-12-21 14:42:23,209 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:20:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 1.8750, loss: 1.8750 +2023-12-21 14:42:45,997 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:20:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 1.8762, loss: 1.8762 +2023-12-21 14:43:08,613 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:19:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 1.8986, loss: 1.8986 +2023-12-21 14:43:31,371 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:19:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.8835, loss: 1.8835 +2023-12-21 14:43:54,131 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:19:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 1.8922, loss: 1.8922 +2023-12-21 14:44:16,911 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:18:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.8916, loss: 1.8916 +2023-12-21 14:44:39,562 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:18:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9975, loss_cls: 1.8919, loss: 1.8919 +2023-12-21 14:45:02,224 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:17:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8578, loss: 1.8578 +2023-12-21 14:45:24,962 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:17:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.8788, loss: 1.8788 +2023-12-21 14:45:47,657 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:17:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.8713, loss: 1.8713 +2023-12-21 14:46:10,458 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:16:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.8561, loss: 1.8561 +2023-12-21 14:46:33,069 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:16:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 1.9058, loss: 1.9058 +2023-12-21 14:46:34,912 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-21 14:47:53,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 14:47:53,931 - pyskl - INFO - +top1_acc 0.8681 +top5_acc 0.9786 +2023-12-21 14:47:53,937 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_87.pth was removed +2023-12-21 14:47:54,104 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2023-12-21 14:47:54,104 - pyskl - INFO - Best top1_acc is 0.8681 at 93 epoch. +2023-12-21 14:47:54,109 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8681, top5_acc: 0.9786 +2023-12-21 14:48:35,215 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:16:00, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8194, loss: 1.8194 +2023-12-21 14:48:57,886 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:15:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8367, loss: 1.8367 +2023-12-21 14:49:20,578 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:15:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8541, loss: 1.8541 +2023-12-21 14:49:43,263 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:14:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8426, loss: 1.8426 +2023-12-21 14:50:05,955 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:14:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8512, loss: 1.8512 +2023-12-21 14:50:28,554 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:14:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8443, loss: 1.8443 +2023-12-21 14:50:51,227 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:13:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8335, loss: 1.8335 +2023-12-21 14:51:14,015 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:13:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.8662, loss: 1.8662 +2023-12-21 14:51:36,673 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:12:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 1.8464, loss: 1.8464 +2023-12-21 14:51:59,296 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:12:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8236, loss: 1.8236 +2023-12-21 14:52:22,030 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:12:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8625, loss: 1.8625 +2023-12-21 14:52:44,713 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:11:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8485, loss: 1.8485 +2023-12-21 14:53:07,393 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:11:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8546, loss: 1.8546 +2023-12-21 14:53:30,215 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:10:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8493, loss: 1.8493 +2023-12-21 14:53:52,826 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:10:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8139, loss: 1.8139 +2023-12-21 14:54:15,666 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:10:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 1.8789, loss: 1.8789 +2023-12-21 14:54:38,391 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:09:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 1.8954, loss: 1.8954 +2023-12-21 14:55:01,184 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:09:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8504, loss: 1.8504 +2023-12-21 14:55:23,881 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:08:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 1.8680, loss: 1.8680 +2023-12-21 14:55:46,369 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:08:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.8665, loss: 1.8665 +2023-12-21 14:56:08,940 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:08:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 1.8637, loss: 1.8637 +2023-12-21 14:56:31,574 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:07:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 1.9211, loss: 1.9211 +2023-12-21 14:56:54,199 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:07:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 1.8615, loss: 1.8615 +2023-12-21 14:57:16,760 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:06:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.8881, loss: 1.8881 +2023-12-21 14:57:39,423 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:06:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.8706, loss: 1.8706 +2023-12-21 14:57:41,259 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-21 14:58:59,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 14:58:59,986 - pyskl - INFO - +top1_acc 0.8625 +top5_acc 0.9785 +2023-12-21 14:58:59,991 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8625, top5_acc: 0.9785 +2023-12-21 14:59:41,523 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:06:14, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.8491, loss: 1.8491 +2023-12-21 15:00:04,129 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:05:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.8352, loss: 1.8352 +2023-12-21 15:00:26,778 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:05:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.8155, loss: 1.8155 +2023-12-21 15:00:49,416 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:05:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8232, loss: 1.8232 +2023-12-21 15:01:12,208 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:04:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8511, loss: 1.8511 +2023-12-21 15:01:34,876 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:04:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8459, loss: 1.8459 +2023-12-21 15:01:57,483 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:03:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8264, loss: 1.8264 +2023-12-21 15:02:20,153 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:03:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8435, loss: 1.8435 +2023-12-21 15:02:42,824 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:03:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 1.8491, loss: 1.8491 +2023-12-21 15:03:05,385 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:02:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.8383, loss: 1.8383 +2023-12-21 15:03:28,052 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:02:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8157, loss: 1.8157 +2023-12-21 15:03:50,779 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:01:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.8349, loss: 1.8349 +2023-12-21 15:04:13,480 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:01:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.8812, loss: 1.8812 +2023-12-21 15:04:36,221 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:01:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 1.8609, loss: 1.8609 +2023-12-21 15:04:58,906 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:00:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8148, loss: 1.8148 +2023-12-21 15:05:21,569 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:00:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8474, loss: 1.8474 +2023-12-21 15:05:44,153 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 8:59:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.8687, loss: 1.8687 +2023-12-21 15:06:06,734 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 8:59:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.8594, loss: 1.8594 +2023-12-21 15:06:29,385 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 8:59:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.8560, loss: 1.8560 +2023-12-21 15:06:52,082 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 8:58:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.8398, loss: 1.8398 +2023-12-21 15:07:14,814 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 8:58:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.8586, loss: 1.8586 +2023-12-21 15:07:37,500 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 8:57:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.8767, loss: 1.8767 +2023-12-21 15:08:00,256 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 8:57:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.8777, loss: 1.8777 +2023-12-21 15:08:22,964 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 8:57:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8382, loss: 1.8382 +2023-12-21 15:08:45,557 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 8:56:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.8555, loss: 1.8555 +2023-12-21 15:08:47,382 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-21 15:10:06,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 15:10:06,393 - pyskl - INFO - +top1_acc 0.8431 +top5_acc 0.9768 +2023-12-21 15:10:06,399 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8431, top5_acc: 0.9768 +2023-12-21 15:10:47,960 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 8:56:29, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.9419, top5_acc: 1.0000, loss_cls: 1.8314, loss: 1.8314 +2023-12-21 15:11:10,622 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 8:56:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.8194, loss: 1.8194 +2023-12-21 15:11:33,325 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 8:55:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7974, loss: 1.7974 +2023-12-21 15:11:56,020 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 8:55:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8374, loss: 1.8374 +2023-12-21 15:12:18,641 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 8:54:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.8319, loss: 1.8319 +2023-12-21 15:12:41,292 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 8:54:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 1.8366, loss: 1.8366 +2023-12-21 15:13:03,987 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 8:54:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.8260, loss: 1.8260 +2023-12-21 15:13:26,646 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 8:53:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.8546, loss: 1.8546 +2023-12-21 15:13:49,271 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 8:53:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.8729, loss: 1.8729 +2023-12-21 15:14:11,929 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 8:52:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.8568, loss: 1.8568 +2023-12-21 15:14:34,586 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 8:52:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8410, loss: 1.8410 +2023-12-21 15:14:57,264 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 8:52:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.8480, loss: 1.8480 +2023-12-21 15:15:19,972 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 8:51:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8278, loss: 1.8278 +2023-12-21 15:15:42,540 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 8:51:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.8549, loss: 1.8549 +2023-12-21 15:16:05,239 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 8:50:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8734, loss: 1.8734 +2023-12-21 15:16:27,952 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 8:50:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8355, loss: 1.8355 +2023-12-21 15:16:50,515 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 8:50:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.8351, loss: 1.8351 +2023-12-21 15:17:13,127 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 8:49:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8488, loss: 1.8488 +2023-12-21 15:17:35,876 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 8:49:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8548, loss: 1.8548 +2023-12-21 15:17:58,526 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:48:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.8365, loss: 1.8365 +2023-12-21 15:18:21,117 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:48:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 1.8483, loss: 1.8483 +2023-12-21 15:18:43,653 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:48:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 1.8754, loss: 1.8754 +2023-12-21 15:19:06,291 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:47:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.8856, loss: 1.8856 +2023-12-21 15:19:28,868 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:47:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.8380, loss: 1.8380 +2023-12-21 15:19:51,552 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:46:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8668, loss: 1.8668 +2023-12-21 15:19:53,416 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-21 15:21:12,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 15:21:12,485 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9807 +2023-12-21 15:21:12,489 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_93.pth was removed +2023-12-21 15:21:12,653 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2023-12-21 15:21:12,654 - pyskl - INFO - Best top1_acc is 0.8714 at 96 epoch. +2023-12-21 15:21:12,657 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8714, top5_acc: 0.9807 +2023-12-21 15:21:53,760 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:46:42, time: 0.411, data_time: 0.185, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8035, loss: 1.8035 +2023-12-21 15:22:16,415 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:46:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.8205, loss: 1.8205 +2023-12-21 15:22:38,925 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:45:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.8355, loss: 1.8355 +2023-12-21 15:23:01,567 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:45:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.8269, loss: 1.8269 +2023-12-21 15:23:24,278 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:45:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8069, loss: 1.8069 +2023-12-21 15:23:46,929 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:44:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8260, loss: 1.8260 +2023-12-21 15:24:09,554 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:44:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.8648, loss: 1.8648 +2023-12-21 15:24:32,144 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:43:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8164, loss: 1.8164 +2023-12-21 15:24:54,768 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:43:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8328, loss: 1.8328 +2023-12-21 15:25:17,544 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:43:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8301, loss: 1.8301 +2023-12-21 15:25:40,208 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:42:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.8691, loss: 1.8691 +2023-12-21 15:26:02,899 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:42:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.8473, loss: 1.8473 +2023-12-21 15:26:25,556 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:41:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 1.8785, loss: 1.8785 +2023-12-21 15:26:48,355 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:41:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8576, loss: 1.8576 +2023-12-21 15:27:11,113 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:41:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8505, loss: 1.8505 +2023-12-21 15:27:33,774 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:40:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.8821, loss: 1.8821 +2023-12-21 15:27:56,531 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:40:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.8377, loss: 1.8377 +2023-12-21 15:28:19,208 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:39:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.8939, loss: 1.8939 +2023-12-21 15:28:41,931 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:39:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8336, loss: 1.8336 +2023-12-21 15:29:04,768 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:39:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.8623, loss: 1.8623 +2023-12-21 15:29:27,339 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:38:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8317, loss: 1.8317 +2023-12-21 15:29:50,004 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:38:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.8520, loss: 1.8520 +2023-12-21 15:30:12,702 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:38:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.8453, loss: 1.8453 +2023-12-21 15:30:35,443 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:37:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 1.8603, loss: 1.8603 +2023-12-21 15:30:58,095 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:37:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.8588, loss: 1.8588 +2023-12-21 15:30:59,933 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-21 15:32:19,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 15:32:19,111 - pyskl - INFO - +top1_acc 0.8692 +top5_acc 0.9794 +2023-12-21 15:32:19,114 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8692, top5_acc: 0.9794 +2023-12-21 15:33:00,483 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:36:57, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7953, loss: 1.7953 +2023-12-21 15:33:23,125 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:36:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7894, loss: 1.7894 +2023-12-21 15:33:45,695 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:36:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.7947, loss: 1.7947 +2023-12-21 15:34:08,491 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:35:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7989, loss: 1.7989 +2023-12-21 15:34:31,126 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:35:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7819, loss: 1.7819 +2023-12-21 15:34:53,717 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:34:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8229, loss: 1.8229 +2023-12-21 15:35:16,429 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:34:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 1.7850, loss: 1.7850 +2023-12-21 15:35:38,957 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:34:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8038, loss: 1.8038 +2023-12-21 15:36:01,630 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:33:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8056, loss: 1.8056 +2023-12-21 15:36:24,161 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:33:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8138, loss: 1.8138 +2023-12-21 15:36:46,776 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:32:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.8234, loss: 1.8234 +2023-12-21 15:37:09,524 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:32:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8256, loss: 1.8256 +2023-12-21 15:37:32,180 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:32:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8319, loss: 1.8319 +2023-12-21 15:37:54,938 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:31:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.8155, loss: 1.8155 +2023-12-21 15:38:17,812 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:31:24, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.8437, loss: 1.8437 +2023-12-21 15:38:40,555 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:31:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 1.8426, loss: 1.8426 +2023-12-21 15:39:03,295 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:30:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8314, loss: 1.8314 +2023-12-21 15:39:25,966 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:30:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.8850, loss: 1.8850 +2023-12-21 15:39:48,601 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:29:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.8530, loss: 1.8530 +2023-12-21 15:40:11,264 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:29:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.8653, loss: 1.8653 +2023-12-21 15:40:34,051 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:29:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.8096, loss: 1.8096 +2023-12-21 15:40:56,728 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:28:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.8281, loss: 1.8281 +2023-12-21 15:41:19,405 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:28:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.8525, loss: 1.8525 +2023-12-21 15:41:42,220 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:27:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.8182, loss: 1.8182 +2023-12-21 15:42:04,895 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:27:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.8366, loss: 1.8366 +2023-12-21 15:42:06,751 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-21 15:43:26,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 15:43:26,153 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9733 +2023-12-21 15:43:26,157 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8333, top5_acc: 0.9733 +2023-12-21 15:44:07,686 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:27:11, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8056, loss: 1.8056 +2023-12-21 15:44:30,256 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:26:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7980, loss: 1.7980 +2023-12-21 15:44:52,833 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:26:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8110, loss: 1.8110 +2023-12-21 15:45:15,539 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:26:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.8026, loss: 1.8026 +2023-12-21 15:45:38,179 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:25:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8116, loss: 1.8116 +2023-12-21 15:46:00,935 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:25:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8253, loss: 1.8253 +2023-12-21 15:46:23,603 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:24:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8025, loss: 1.8025 +2023-12-21 15:46:46,299 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:24:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.8223, loss: 1.8223 +2023-12-21 15:47:09,035 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:24:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 1.8162, loss: 1.8162 +2023-12-21 15:47:31,769 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:23:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8455, loss: 1.8455 +2023-12-21 15:47:54,326 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:23:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 1.8553, loss: 1.8553 +2023-12-21 15:48:17,055 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:22:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 1.8427, loss: 1.8427 +2023-12-21 15:48:39,808 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:22:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.8026, loss: 1.8026 +2023-12-21 15:49:02,545 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:22:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8094, loss: 1.8094 +2023-12-21 15:49:25,151 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:21:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.8068, loss: 1.8068 +2023-12-21 15:49:47,868 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:21:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8423, loss: 1.8423 +2023-12-21 15:50:10,590 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:20:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.8041, loss: 1.8041 +2023-12-21 15:50:33,304 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:20:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8430, loss: 1.8430 +2023-12-21 15:50:55,935 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:20:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8102, loss: 1.8102 +2023-12-21 15:51:18,725 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:19:40, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.8217, loss: 1.8217 +2023-12-21 15:51:41,442 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:19:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 1.8353, loss: 1.8353 +2023-12-21 15:52:04,064 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:18:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.8393, loss: 1.8393 +2023-12-21 15:52:26,867 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:18:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.8362, loss: 1.8362 +2023-12-21 15:52:49,591 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:18:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8186, loss: 1.8186 +2023-12-21 15:53:12,297 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:17:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 1.8918, loss: 1.8918 +2023-12-21 15:53:14,136 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-21 15:54:33,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 15:54:33,368 - pyskl - INFO - +top1_acc 0.8656 +top5_acc 0.9788 +2023-12-21 15:54:33,371 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8656, top5_acc: 0.9788 +2023-12-21 15:55:14,616 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:17:26, time: 0.412, data_time: 0.185, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9962, loss_cls: 1.7757, loss: 1.7757 +2023-12-21 15:55:37,241 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:17:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.7949, loss: 1.7949 +2023-12-21 15:55:59,979 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:16:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7930, loss: 1.7930 +2023-12-21 15:56:22,780 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:16:14, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7724, loss: 1.7724 +2023-12-21 15:56:45,474 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:15:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7795, loss: 1.7795 +2023-12-21 15:57:08,324 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:15:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8106, loss: 1.8106 +2023-12-21 15:57:31,126 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:15:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7949, loss: 1.7949 +2023-12-21 15:57:53,755 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:14:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7958, loss: 1.7958 +2023-12-21 15:58:16,497 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:14:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8167, loss: 1.8167 +2023-12-21 15:58:39,198 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:13:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.8230, loss: 1.8230 +2023-12-21 15:59:01,899 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:13:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7915, loss: 1.7915 +2023-12-21 15:59:24,677 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:13:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8083, loss: 1.8083 +2023-12-21 15:59:47,359 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:12:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8133, loss: 1.8133 +2023-12-21 16:00:10,049 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:12:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8047, loss: 1.8047 +2023-12-21 16:00:32,741 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:11:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8255, loss: 1.8255 +2023-12-21 16:00:55,418 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:11:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8368, loss: 1.8368 +2023-12-21 16:01:18,123 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:11:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8526, loss: 1.8526 +2023-12-21 16:01:41,018 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:10:43, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8505, loss: 1.8505 +2023-12-21 16:02:03,726 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:10:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8468, loss: 1.8468 +2023-12-21 16:02:26,469 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:09:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.8618, loss: 1.8618 +2023-12-21 16:02:49,191 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:09:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.8212, loss: 1.8212 +2023-12-21 16:03:11,924 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:09:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8060, loss: 1.8060 +2023-12-21 16:03:34,522 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:08:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 1.8527, loss: 1.8527 +2023-12-21 16:03:57,125 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:08:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.8416, loss: 1.8416 +2023-12-21 16:04:19,781 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:07:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.8457, loss: 1.8457 +2023-12-21 16:04:21,593 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-21 16:05:40,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 16:05:40,813 - pyskl - INFO - +top1_acc 0.8487 +top5_acc 0.9768 +2023-12-21 16:05:40,818 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8487, top5_acc: 0.9768 +2023-12-21 16:06:22,511 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:07:40, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.8079, loss: 1.8079 +2023-12-21 16:06:45,090 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:07:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8086, loss: 1.8086 +2023-12-21 16:07:07,801 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:06:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7852, loss: 1.7852 +2023-12-21 16:07:30,607 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:06:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.7992, loss: 1.7992 +2023-12-21 16:07:53,357 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:06:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.8000, loss: 1.8000 +2023-12-21 16:08:16,254 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:05:42, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8047, loss: 1.8047 +2023-12-21 16:08:39,121 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:05:18, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.8028, loss: 1.8028 +2023-12-21 16:09:01,747 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:04:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8269, loss: 1.8269 +2023-12-21 16:09:24,506 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:04:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.7923, loss: 1.7923 +2023-12-21 16:09:47,357 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:04:07, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8186, loss: 1.8186 +2023-12-21 16:10:10,140 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:03:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.8035, loss: 1.8035 +2023-12-21 16:10:32,877 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:03:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7982, loss: 1.7982 +2023-12-21 16:10:55,655 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:02:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.8191, loss: 1.8191 +2023-12-21 16:11:18,407 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:02:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8161, loss: 1.8161 +2023-12-21 16:11:41,004 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:02:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.8471, loss: 1.8471 +2023-12-21 16:12:03,751 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:01:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.8287, loss: 1.8287 +2023-12-21 16:12:26,455 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:01:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.8154, loss: 1.8154 +2023-12-21 16:12:49,161 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:00:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.8064, loss: 1.8064 +2023-12-21 16:13:11,871 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:00:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8204, loss: 1.8204 +2023-12-21 16:13:34,576 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:00:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8265, loss: 1.8265 +2023-12-21 16:13:57,295 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 7:59:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8016, loss: 1.8016 +2023-12-21 16:14:20,005 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 7:59:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.8267, loss: 1.8267 +2023-12-21 16:14:42,774 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 7:59:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8241, loss: 1.8241 +2023-12-21 16:15:05,387 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 7:58:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.8406, loss: 1.8406 +2023-12-21 16:15:28,007 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 7:58:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8183, loss: 1.8183 +2023-12-21 16:15:29,830 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-21 16:16:48,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 16:16:49,025 - pyskl - INFO - +top1_acc 0.8727 +top5_acc 0.9817 +2023-12-21 16:16:49,030 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_96.pth was removed +2023-12-21 16:16:49,193 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-21 16:16:49,193 - pyskl - INFO - Best top1_acc is 0.8727 at 101 epoch. +2023-12-21 16:16:49,197 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8727, top5_acc: 0.9817 +2023-12-21 16:17:30,875 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 7:57:55, time: 0.417, data_time: 0.190, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.7812, loss: 1.7812 +2023-12-21 16:17:53,448 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 7:57:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7689, loss: 1.7689 +2023-12-21 16:18:15,997 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 7:57:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7828, loss: 1.7828 +2023-12-21 16:18:38,632 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 7:56:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7891, loss: 1.7891 +2023-12-21 16:19:01,324 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 7:56:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7941, loss: 1.7941 +2023-12-21 16:19:23,949 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 7:55:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.7931, loss: 1.7931 +2023-12-21 16:19:46,567 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 7:55:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.7989, loss: 1.7989 +2023-12-21 16:20:09,103 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 7:55:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.8027, loss: 1.8027 +2023-12-21 16:20:31,719 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 7:54:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8129, loss: 1.8129 +2023-12-21 16:20:54,350 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 7:54:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.8218, loss: 1.8218 +2023-12-21 16:21:16,957 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 7:53:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8056, loss: 1.8056 +2023-12-21 16:21:39,703 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 7:53:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7789, loss: 1.7789 +2023-12-21 16:22:02,377 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 7:53:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7727, loss: 1.7727 +2023-12-21 16:22:24,997 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 7:52:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.8099, loss: 1.8099 +2023-12-21 16:22:47,724 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 7:52:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8041, loss: 1.8041 +2023-12-21 16:23:10,441 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 7:52:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 1.8028, loss: 1.8028 +2023-12-21 16:23:33,270 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 7:51:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.7973, loss: 1.7973 +2023-12-21 16:23:55,870 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 7:51:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7968, loss: 1.7968 +2023-12-21 16:24:18,505 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 7:50:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.8327, loss: 1.8327 +2023-12-21 16:24:41,115 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 7:50:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.8332, loss: 1.8332 +2023-12-21 16:25:03,741 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:50:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 1.8274, loss: 1.8274 +2023-12-21 16:25:26,322 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:49:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8200, loss: 1.8200 +2023-12-21 16:25:48,981 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:49:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.8270, loss: 1.8270 +2023-12-21 16:26:11,543 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:48:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 1.8195, loss: 1.8195 +2023-12-21 16:26:34,289 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:48:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 1.8090, loss: 1.8090 +2023-12-21 16:26:36,126 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-21 16:27:55,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 16:27:55,138 - pyskl - INFO - +top1_acc 0.8659 +top5_acc 0.9805 +2023-12-21 16:27:55,142 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8659, top5_acc: 0.9805 +2023-12-21 16:28:36,483 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:48:09, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7664, loss: 1.7664 +2023-12-21 16:28:59,159 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:47:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7590, loss: 1.7590 +2023-12-21 16:29:21,808 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:47:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7719, loss: 1.7719 +2023-12-21 16:29:44,454 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:46:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7541, loss: 1.7541 +2023-12-21 16:30:07,120 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:46:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7799, loss: 1.7799 +2023-12-21 16:30:29,771 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:46:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7836, loss: 1.7836 +2023-12-21 16:30:52,489 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:45:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7985, loss: 1.7985 +2023-12-21 16:31:14,981 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:45:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7798, loss: 1.7798 +2023-12-21 16:31:37,672 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:45:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.8102, loss: 1.8102 +2023-12-21 16:32:00,292 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:44:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.7900, loss: 1.7900 +2023-12-21 16:32:22,844 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:44:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7880, loss: 1.7880 +2023-12-21 16:32:45,441 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:43:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7960, loss: 1.7960 +2023-12-21 16:33:07,928 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:43:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8338, loss: 1.8338 +2023-12-21 16:33:30,624 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:43:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7838, loss: 1.7838 +2023-12-21 16:33:53,322 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:42:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8109, loss: 1.8109 +2023-12-21 16:34:15,877 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:42:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7911, loss: 1.7911 +2023-12-21 16:34:38,492 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:41:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.8160, loss: 1.8160 +2023-12-21 16:35:01,165 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:41:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.8155, loss: 1.8155 +2023-12-21 16:35:23,786 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:41:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8348, loss: 1.8348 +2023-12-21 16:35:46,374 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:40:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.8332, loss: 1.8332 +2023-12-21 16:36:08,946 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:40:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7996, loss: 1.7996 +2023-12-21 16:36:31,649 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:39:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 1.8193, loss: 1.8193 +2023-12-21 16:36:54,321 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:39:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.8332, loss: 1.8332 +2023-12-21 16:37:17,030 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:39:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.8408, loss: 1.8408 +2023-12-21 16:37:39,644 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:38:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.8220, loss: 1.8220 +2023-12-21 16:37:41,410 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-21 16:39:00,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 16:39:00,213 - pyskl - INFO - +top1_acc 0.8729 +top5_acc 0.9811 +2023-12-21 16:39:00,217 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_101.pth was removed +2023-12-21 16:39:00,362 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2023-12-21 16:39:00,362 - pyskl - INFO - Best top1_acc is 0.8729 at 103 epoch. +2023-12-21 16:39:00,369 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8729, top5_acc: 0.9811 +2023-12-21 16:39:41,888 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:38:23, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.7586, loss: 1.7586 +2023-12-21 16:40:04,469 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:37:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7598, loss: 1.7598 +2023-12-21 16:40:27,049 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:37:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7477, loss: 1.7477 +2023-12-21 16:40:49,612 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:37:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.7643, loss: 1.7643 +2023-12-21 16:41:12,319 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:36:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7911, loss: 1.7911 +2023-12-21 16:41:34,878 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:36:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7793, loss: 1.7793 +2023-12-21 16:41:57,668 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:36:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7898, loss: 1.7898 +2023-12-21 16:42:20,235 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:35:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7950, loss: 1.7950 +2023-12-21 16:42:42,907 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:35:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.8168, loss: 1.8168 +2023-12-21 16:43:05,600 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:34:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7989, loss: 1.7989 +2023-12-21 16:43:28,329 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:34:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7821, loss: 1.7821 +2023-12-21 16:43:51,042 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:34:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2023-12-21 16:44:13,785 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:33:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7735, loss: 1.7735 +2023-12-21 16:44:36,410 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:33:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7905, loss: 1.7905 +2023-12-21 16:44:59,071 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:32:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.7894, loss: 1.7894 +2023-12-21 16:45:21,705 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:32:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7783, loss: 1.7783 +2023-12-21 16:45:44,471 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:32:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7864, loss: 1.7864 +2023-12-21 16:46:07,124 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:31:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7948, loss: 1.7948 +2023-12-21 16:46:29,853 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:31:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7876, loss: 1.7876 +2023-12-21 16:46:52,549 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:30:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7995, loss: 1.7995 +2023-12-21 16:47:15,128 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:30:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.7839, loss: 1.7839 +2023-12-21 16:47:37,876 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:30:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7885, loss: 1.7885 +2023-12-21 16:48:00,477 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:29:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7792, loss: 1.7792 +2023-12-21 16:48:23,012 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:29:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8155, loss: 1.8155 +2023-12-21 16:48:45,548 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:28:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7852, loss: 1.7852 +2023-12-21 16:48:47,404 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-21 16:50:06,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 16:50:06,897 - pyskl - INFO - +top1_acc 0.8644 +top5_acc 0.9778 +2023-12-21 16:50:06,902 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8644, top5_acc: 0.9778 +2023-12-21 16:50:48,492 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:28:37, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7660, loss: 1.7660 +2023-12-21 16:51:11,275 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:28:14, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7696, loss: 1.7696 +2023-12-21 16:51:33,965 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:27:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7891, loss: 1.7891 +2023-12-21 16:51:56,646 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:27:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.7490, loss: 1.7490 +2023-12-21 16:52:19,339 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:27:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7685, loss: 1.7685 +2023-12-21 16:52:42,068 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:26:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.7565, loss: 1.7565 +2023-12-21 16:53:04,794 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:26:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7611, loss: 1.7611 +2023-12-21 16:53:27,562 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:25:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.7622, loss: 1.7622 +2023-12-21 16:53:50,295 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:25:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7519, loss: 1.7519 +2023-12-21 16:54:13,113 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:25:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7930, loss: 1.7930 +2023-12-21 16:54:35,867 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:24:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7800, loss: 1.7800 +2023-12-21 16:54:58,484 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:24:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7950, loss: 1.7950 +2023-12-21 16:55:21,208 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:23:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7795, loss: 1.7795 +2023-12-21 16:55:44,088 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:23:30, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.7841, loss: 1.7841 +2023-12-21 16:56:06,720 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:23:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7839, loss: 1.7839 +2023-12-21 16:56:29,420 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:22:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7513, loss: 1.7513 +2023-12-21 16:56:52,180 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:22:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7825, loss: 1.7825 +2023-12-21 16:57:14,848 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:21:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7795, loss: 1.7795 +2023-12-21 16:57:37,485 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:21:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7712, loss: 1.7712 +2023-12-21 16:58:00,175 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:21:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 1.7887, loss: 1.7887 +2023-12-21 16:58:22,853 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:20:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7825, loss: 1.7825 +2023-12-21 16:58:45,455 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:20:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7986, loss: 1.7986 +2023-12-21 16:59:08,196 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:19:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.7956, loss: 1.7956 +2023-12-21 16:59:30,788 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:19:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8017, loss: 1.8017 +2023-12-21 16:59:53,508 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:19:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7768, loss: 1.7768 +2023-12-21 16:59:55,308 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-21 17:01:13,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 17:01:13,898 - pyskl - INFO - +top1_acc 0.8539 +top5_acc 0.9776 +2023-12-21 17:01:13,901 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8539, top5_acc: 0.9776 +2023-12-21 17:01:55,278 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:18:52, time: 0.414, data_time: 0.188, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7493, loss: 1.7493 +2023-12-21 17:02:17,892 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:18:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7265, loss: 1.7265 +2023-12-21 17:02:40,502 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:18:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7375, loss: 1.7375 +2023-12-21 17:03:03,203 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:17:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.7479, loss: 1.7479 +2023-12-21 17:03:25,889 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:17:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7567, loss: 1.7567 +2023-12-21 17:03:48,549 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:16:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.7632, loss: 1.7632 +2023-12-21 17:04:11,217 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:16:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.7469, loss: 1.7469 +2023-12-21 17:04:33,900 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:16:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.7715, loss: 1.7715 +2023-12-21 17:04:56,579 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:15:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7713, loss: 1.7713 +2023-12-21 17:05:19,249 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:15:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7610, loss: 1.7610 +2023-12-21 17:05:41,820 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:14:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7743, loss: 1.7743 +2023-12-21 17:06:04,458 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:14:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7904, loss: 1.7904 +2023-12-21 17:06:27,141 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:14:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7977, loss: 1.7977 +2023-12-21 17:06:49,836 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:13:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7665, loss: 1.7665 +2023-12-21 17:07:12,522 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:13:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7630, loss: 1.7630 +2023-12-21 17:07:35,196 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:12:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7871, loss: 1.7871 +2023-12-21 17:07:57,889 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:12:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7959, loss: 1.7959 +2023-12-21 17:08:20,520 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:12:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7857, loss: 1.7857 +2023-12-21 17:08:43,215 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:11:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.7917, loss: 1.7917 +2023-12-21 17:09:05,801 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:11:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.7995, loss: 1.7995 +2023-12-21 17:09:28,552 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:10:59, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7867, loss: 1.7867 +2023-12-21 17:09:51,252 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:10:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8018, loss: 1.8018 +2023-12-21 17:10:13,866 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:10:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7928, loss: 1.7928 +2023-12-21 17:10:36,567 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:09:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 1.7976, loss: 1.7976 +2023-12-21 17:10:59,265 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:09:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7718, loss: 1.7718 +2023-12-21 17:11:01,163 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-21 17:12:19,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 17:12:19,918 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9808 +2023-12-21 17:12:19,923 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_103.pth was removed +2023-12-21 17:12:20,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-21 17:12:20,079 - pyskl - INFO - Best top1_acc is 0.8790 at 106 epoch. +2023-12-21 17:12:20,083 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8790, top5_acc: 0.9808 +2023-12-21 17:13:01,620 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:09:06, time: 0.415, data_time: 0.190, memory: 6525, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.7680, loss: 1.7680 +2023-12-21 17:13:24,204 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:08:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7452, loss: 1.7452 +2023-12-21 17:13:46,739 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:08:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7441, loss: 1.7441 +2023-12-21 17:14:09,288 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:07:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.7285, loss: 1.7285 +2023-12-21 17:14:32,018 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:07:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7239, loss: 1.7239 +2023-12-21 17:14:54,760 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:07:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7463, loss: 1.7463 +2023-12-21 17:15:17,440 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:06:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7569, loss: 1.7569 +2023-12-21 17:15:40,081 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:06:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.7516, loss: 1.7516 +2023-12-21 17:16:02,724 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:05:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.7460, loss: 1.7460 +2023-12-21 17:16:25,452 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:05:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7338, loss: 1.7338 +2023-12-21 17:16:48,283 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:05:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.7530, loss: 1.7530 +2023-12-21 17:17:11,020 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:04:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7839, loss: 1.7839 +2023-12-21 17:17:33,735 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:04:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7813, loss: 1.7813 +2023-12-21 17:17:56,333 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:03:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7744, loss: 1.7744 +2023-12-21 17:18:18,996 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:03:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.7689, loss: 1.7689 +2023-12-21 17:18:41,759 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:03:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7634, loss: 1.7634 +2023-12-21 17:19:04,437 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:02:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7666, loss: 1.7666 +2023-12-21 17:19:27,195 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:02:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.7791, loss: 1.7791 +2023-12-21 17:19:50,061 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:02:00, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7855, loss: 1.7855 +2023-12-21 17:20:12,803 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:01:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7902, loss: 1.7902 +2023-12-21 17:20:35,481 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:01:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7832, loss: 1.7832 +2023-12-21 17:20:58,142 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:00:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7873, loss: 1.7873 +2023-12-21 17:21:20,793 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:00:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7790, loss: 1.7790 +2023-12-21 17:21:43,410 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:00:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7782, loss: 1.7782 +2023-12-21 17:22:06,151 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 6:59:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7696, loss: 1.7696 +2023-12-21 17:22:07,986 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-21 17:23:27,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 17:23:27,113 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9800 +2023-12-21 17:23:27,117 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8775, top5_acc: 0.9800 +2023-12-21 17:24:08,463 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 6:59:21, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.7295, loss: 1.7295 +2023-12-21 17:24:31,149 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 6:58:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7303, loss: 1.7303 +2023-12-21 17:24:53,819 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 6:58:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7309, loss: 1.7309 +2023-12-21 17:25:16,543 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 6:58:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.7260, loss: 1.7260 +2023-12-21 17:25:39,220 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 6:57:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7305, loss: 1.7305 +2023-12-21 17:26:02,161 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 6:57:22, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7362, loss: 1.7362 +2023-12-21 17:26:25,018 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 6:56:59, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7473, loss: 1.7473 +2023-12-21 17:26:47,655 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 6:56:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.7401, loss: 1.7401 +2023-12-21 17:27:10,463 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 6:56:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7494, loss: 1.7494 +2023-12-21 17:27:33,097 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 6:55:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7548, loss: 1.7548 +2023-12-21 17:27:55,806 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 6:55:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7612, loss: 1.7612 +2023-12-21 17:28:18,475 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 6:55:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.7724, loss: 1.7724 +2023-12-21 17:28:41,132 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 6:54:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.7687, loss: 1.7687 +2023-12-21 17:29:03,788 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 6:54:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.7587, loss: 1.7587 +2023-12-21 17:29:26,438 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 6:53:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7581, loss: 1.7581 +2023-12-21 17:29:49,105 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 6:53:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7536, loss: 1.7536 +2023-12-21 17:30:11,698 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 6:53:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.7467, loss: 1.7467 +2023-12-21 17:30:34,389 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 6:52:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.7465, loss: 1.7465 +2023-12-21 17:30:57,137 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 6:52:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7733, loss: 1.7733 +2023-12-21 17:31:19,918 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 6:51:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7640, loss: 1.7640 +2023-12-21 17:31:42,695 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 6:51:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7602, loss: 1.7602 +2023-12-21 17:32:05,415 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:51:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.7727, loss: 1.7727 +2023-12-21 17:32:27,950 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:50:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.7660, loss: 1.7660 +2023-12-21 17:32:50,556 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:50:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.7356, loss: 1.7356 +2023-12-21 17:33:13,242 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:49:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.7901, loss: 1.7901 +2023-12-21 17:33:15,082 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-21 17:34:33,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 17:34:33,953 - pyskl - INFO - +top1_acc 0.8759 +top5_acc 0.9796 +2023-12-21 17:34:33,958 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8759, top5_acc: 0.9796 +2023-12-21 17:35:16,253 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:49:35, time: 0.423, data_time: 0.196, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7446, loss: 1.7446 +2023-12-21 17:35:38,936 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:49:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7330, loss: 1.7330 +2023-12-21 17:36:01,502 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:48:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7318, loss: 1.7318 +2023-12-21 17:36:24,173 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:48:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.7434, loss: 1.7434 +2023-12-21 17:36:46,803 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:48:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7331, loss: 1.7331 +2023-12-21 17:37:09,386 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:47:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7479, loss: 1.7479 +2023-12-21 17:37:32,221 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:47:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7558, loss: 1.7558 +2023-12-21 17:37:54,999 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:46:50, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7476, loss: 1.7476 +2023-12-21 17:38:17,651 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:46:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7330, loss: 1.7330 +2023-12-21 17:38:40,295 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:46:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.7351, loss: 1.7351 +2023-12-21 17:39:03,014 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:45:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7319, loss: 1.7319 +2023-12-21 17:39:25,771 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:45:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.7455, loss: 1.7455 +2023-12-21 17:39:48,422 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:44:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7409, loss: 1.7409 +2023-12-21 17:40:11,137 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:44:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.7785, loss: 1.7785 +2023-12-21 17:40:33,873 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:44:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.7729, loss: 1.7729 +2023-12-21 17:40:56,637 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:43:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7571, loss: 1.7571 +2023-12-21 17:41:19,278 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:43:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.7390, loss: 1.7390 +2023-12-21 17:41:41,983 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:42:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7375, loss: 1.7375 +2023-12-21 17:42:04,814 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:42:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.7558, loss: 1.7558 +2023-12-21 17:42:27,523 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:42:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.7533, loss: 1.7533 +2023-12-21 17:42:50,250 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:41:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7656, loss: 1.7656 +2023-12-21 17:43:12,877 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:41:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.7909, loss: 1.7909 +2023-12-21 17:43:35,692 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:40:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7535, loss: 1.7535 +2023-12-21 17:43:58,444 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:40:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.7855, loss: 1.7855 +2023-12-21 17:44:21,258 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:40:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7638, loss: 1.7638 +2023-12-21 17:44:23,121 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-21 17:45:42,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 17:45:42,433 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9791 +2023-12-21 17:45:42,437 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8731, top5_acc: 0.9791 +2023-12-21 17:46:23,735 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:39:50, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7372, loss: 1.7372 +2023-12-21 17:46:46,506 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:39:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7320, loss: 1.7320 +2023-12-21 17:47:09,262 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:39:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.7564, loss: 1.7564 +2023-12-21 17:47:31,833 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:38:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7304, loss: 1.7304 +2023-12-21 17:47:54,387 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:38:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7384, loss: 1.7384 +2023-12-21 17:48:16,979 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:37:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7381, loss: 1.7381 +2023-12-21 17:48:39,544 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:37:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7436, loss: 1.7436 +2023-12-21 17:49:02,300 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:37:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.7184, loss: 1.7184 +2023-12-21 17:49:24,963 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:36:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.7431, loss: 1.7431 +2023-12-21 17:49:47,593 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:36:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.7577, loss: 1.7577 +2023-12-21 17:50:10,366 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:35:54, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.7542, loss: 1.7542 +2023-12-21 17:50:33,213 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:35:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7499, loss: 1.7499 +2023-12-21 17:50:55,911 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:35:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7429, loss: 1.7429 +2023-12-21 17:51:18,719 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:34:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7571, loss: 1.7571 +2023-12-21 17:51:41,309 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:34:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.7587, loss: 1.7587 +2023-12-21 17:52:03,979 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:33:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7369, loss: 1.7369 +2023-12-21 17:52:26,566 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:33:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7455, loss: 1.7455 +2023-12-21 17:52:49,395 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:33:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7567, loss: 1.7567 +2023-12-21 17:53:12,182 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:32:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7361, loss: 1.7361 +2023-12-21 17:53:34,795 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:32:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7520, loss: 1.7520 +2023-12-21 17:53:57,344 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:31:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.7950, loss: 1.7950 +2023-12-21 17:54:20,070 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:31:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7678, loss: 1.7678 +2023-12-21 17:54:42,773 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:31:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7686, loss: 1.7686 +2023-12-21 17:55:05,403 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:30:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7295, loss: 1.7295 +2023-12-21 17:55:28,087 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:30:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.7472, loss: 1.7472 +2023-12-21 17:55:29,979 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-21 17:56:48,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 17:56:48,895 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9822 +2023-12-21 17:56:48,899 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8773, top5_acc: 0.9822 +2023-12-21 17:57:30,268 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:30:04, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7333, loss: 1.7333 +2023-12-21 17:57:52,832 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:29:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.7424, loss: 1.7424 +2023-12-21 17:58:15,438 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:29:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7205, loss: 1.7205 +2023-12-21 17:58:38,010 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:28:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7260, loss: 1.7260 +2023-12-21 17:59:00,598 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:28:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.7302, loss: 1.7302 +2023-12-21 17:59:23,177 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:28:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7206, loss: 1.7206 +2023-12-21 17:59:45,736 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:27:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.7238, loss: 1.7238 +2023-12-21 18:00:08,527 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:27:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.7360, loss: 1.7360 +2023-12-21 18:00:31,351 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:26:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7250, loss: 1.7250 +2023-12-21 18:00:54,089 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:26:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.7355, loss: 1.7355 +2023-12-21 18:01:16,861 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:26:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 1.7521, loss: 1.7521 +2023-12-21 18:01:39,583 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:25:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7261, loss: 1.7261 +2023-12-21 18:02:02,204 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:25:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7288, loss: 1.7288 +2023-12-21 18:02:24,887 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:24:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7191, loss: 1.7191 +2023-12-21 18:02:47,573 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:24:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.7529, loss: 1.7529 +2023-12-21 18:03:10,331 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:24:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.7429, loss: 1.7429 +2023-12-21 18:03:33,013 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:23:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.7360, loss: 1.7360 +2023-12-21 18:03:55,740 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:23:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7353, loss: 1.7353 +2023-12-21 18:04:18,456 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:22:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7480, loss: 1.7480 +2023-12-21 18:04:41,011 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:22:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.7424, loss: 1.7424 +2023-12-21 18:05:03,750 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:22:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.7609, loss: 1.7609 +2023-12-21 18:05:26,410 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:21:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7243, loss: 1.7243 +2023-12-21 18:05:49,046 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:21:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7593, loss: 1.7593 +2023-12-21 18:06:11,807 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:21:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7637, loss: 1.7637 +2023-12-21 18:06:34,483 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:20:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.7451, loss: 1.7451 +2023-12-21 18:06:36,390 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-21 18:07:55,786 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 18:07:55,865 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9822 +2023-12-21 18:07:55,870 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8783, top5_acc: 0.9822 +2023-12-21 18:08:37,589 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:20:19, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7300, loss: 1.7300 +2023-12-21 18:09:00,192 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:19:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7221, loss: 1.7221 +2023-12-21 18:09:22,909 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:19:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7139, loss: 1.7139 +2023-12-21 18:09:45,627 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:19:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7261, loss: 1.7261 +2023-12-21 18:10:08,384 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:18:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7211, loss: 1.7211 +2023-12-21 18:10:31,012 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:18:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.7457, loss: 1.7457 +2023-12-21 18:10:53,819 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:17:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7209, loss: 1.7209 +2023-12-21 18:11:16,600 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:17:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7239, loss: 1.7239 +2023-12-21 18:11:39,259 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:17:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.7337, loss: 1.7337 +2023-12-21 18:12:01,944 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:16:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7146, loss: 1.7146 +2023-12-21 18:12:24,550 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:16:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.7307, loss: 1.7307 +2023-12-21 18:12:47,267 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:15:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.7260, loss: 1.7260 +2023-12-21 18:13:09,860 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:15:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7258, loss: 1.7258 +2023-12-21 18:13:32,398 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:15:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7187, loss: 1.7187 +2023-12-21 18:13:54,992 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:14:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.7491, loss: 1.7491 +2023-12-21 18:14:17,606 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:14:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.7525, loss: 1.7525 +2023-12-21 18:14:40,246 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:14:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.7392, loss: 1.7392 +2023-12-21 18:15:02,939 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:13:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7199, loss: 1.7199 +2023-12-21 18:15:25,617 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:13:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.7293, loss: 1.7293 +2023-12-21 18:15:48,238 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:12:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7430, loss: 1.7430 +2023-12-21 18:16:10,894 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:12:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.7400, loss: 1.7400 +2023-12-21 18:16:33,566 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:12:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.7293, loss: 1.7293 +2023-12-21 18:16:56,297 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:11:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7449, loss: 1.7449 +2023-12-21 18:17:19,007 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:11:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7464, loss: 1.7464 +2023-12-21 18:17:41,675 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:10:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7244, loss: 1.7244 +2023-12-21 18:17:43,478 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-21 18:19:02,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 18:19:02,695 - pyskl - INFO - +top1_acc 0.8814 +top5_acc 0.9813 +2023-12-21 18:19:02,699 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_106.pth was removed +2023-12-21 18:19:02,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-21 18:19:02,856 - pyskl - INFO - Best top1_acc is 0.8814 at 112 epoch. +2023-12-21 18:19:02,862 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8814, top5_acc: 0.9813 +2023-12-21 18:19:44,714 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:10:33, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6985, loss: 1.6985 +2023-12-21 18:20:07,324 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:10:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7267, loss: 1.7267 +2023-12-21 18:20:30,022 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:09:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.7035, loss: 1.7035 +2023-12-21 18:20:52,771 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:09:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6944, loss: 1.6944 +2023-12-21 18:21:15,357 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:08:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7022, loss: 1.7022 +2023-12-21 18:21:37,991 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:08:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7013, loss: 1.7013 +2023-12-21 18:22:00,690 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:08:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.7157, loss: 1.7157 +2023-12-21 18:22:23,302 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:07:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7015, loss: 1.7015 +2023-12-21 18:22:46,116 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:07:24, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.7265, loss: 1.7265 +2023-12-21 18:23:08,826 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:07:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7224, loss: 1.7224 +2023-12-21 18:23:31,570 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:06:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.7447, loss: 1.7447 +2023-12-21 18:23:54,221 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:06:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7313, loss: 1.7313 +2023-12-21 18:24:16,944 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:05:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7245, loss: 1.7245 +2023-12-21 18:24:39,707 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:05:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7274, loss: 1.7274 +2023-12-21 18:25:02,341 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:05:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.7381, loss: 1.7381 +2023-12-21 18:25:24,987 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:04:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.7427, loss: 1.7427 +2023-12-21 18:25:47,612 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:04:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.7318, loss: 1.7318 +2023-12-21 18:26:10,237 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:03:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.7352, loss: 1.7352 +2023-12-21 18:26:33,015 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:03:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.7253, loss: 1.7253 +2023-12-21 18:26:55,763 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:03:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.7202, loss: 1.7202 +2023-12-21 18:27:18,528 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:02:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.7184, loss: 1.7184 +2023-12-21 18:27:41,205 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:02:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.7444, loss: 1.7444 +2023-12-21 18:28:03,846 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:01:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7127, loss: 1.7127 +2023-12-21 18:28:26,524 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:01:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7128, loss: 1.7128 +2023-12-21 18:28:49,278 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:01:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7221, loss: 1.7221 +2023-12-21 18:28:51,123 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-21 18:30:10,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 18:30:10,112 - pyskl - INFO - +top1_acc 0.8704 +top5_acc 0.9779 +2023-12-21 18:30:10,116 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8704, top5_acc: 0.9779 +2023-12-21 18:30:51,801 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:00:47, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7065, loss: 1.7065 +2023-12-21 18:31:14,343 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:00:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7006, loss: 1.7006 +2023-12-21 18:31:36,959 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:00:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6993, loss: 1.6993 +2023-12-21 18:31:59,508 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 5:59:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6918, loss: 1.6918 +2023-12-21 18:32:22,226 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 5:59:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7139, loss: 1.7139 +2023-12-21 18:32:44,931 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 5:58:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7057, loss: 1.7057 +2023-12-21 18:33:07,706 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 5:58:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7145, loss: 1.7145 +2023-12-21 18:33:30,474 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 5:58:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7115, loss: 1.7115 +2023-12-21 18:33:53,196 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 5:57:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.7202, loss: 1.7202 +2023-12-21 18:34:15,872 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 5:57:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7093, loss: 1.7093 +2023-12-21 18:34:38,529 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 5:56:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.7112, loss: 1.7112 +2023-12-21 18:35:01,288 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 5:56:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7084, loss: 1.7084 +2023-12-21 18:35:23,839 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 5:56:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.7017, loss: 1.7017 +2023-12-21 18:35:46,388 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 5:55:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7090, loss: 1.7090 +2023-12-21 18:36:09,095 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 5:55:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7150, loss: 1.7150 +2023-12-21 18:36:31,794 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 5:54:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.7313, loss: 1.7313 +2023-12-21 18:36:54,491 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 5:54:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7079, loss: 1.7079 +2023-12-21 18:37:17,250 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 5:54:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7186, loss: 1.7186 +2023-12-21 18:37:40,001 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 5:53:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.7248, loss: 1.7248 +2023-12-21 18:38:02,765 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 5:53:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7117, loss: 1.7117 +2023-12-21 18:38:25,571 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 5:52:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7060, loss: 1.7060 +2023-12-21 18:38:48,237 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 5:52:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6964, loss: 1.6964 +2023-12-21 18:39:10,773 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:52:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.7009, loss: 1.7009 +2023-12-21 18:39:33,482 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:51:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.7203, loss: 1.7203 +2023-12-21 18:39:56,116 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:51:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7168, loss: 1.7168 +2023-12-21 18:39:58,063 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-21 18:41:16,889 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 18:41:16,962 - pyskl - INFO - +top1_acc 0.8886 +top5_acc 0.9827 +2023-12-21 18:41:16,966 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_112.pth was removed +2023-12-21 18:41:17,118 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2023-12-21 18:41:17,119 - pyskl - INFO - Best top1_acc is 0.8886 at 114 epoch. +2023-12-21 18:41:17,123 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8886, top5_acc: 0.9827 +2023-12-21 18:41:58,299 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:51:02, time: 0.412, data_time: 0.185, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6888, loss: 1.6888 +2023-12-21 18:42:20,835 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:50:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.7057, loss: 1.7057 +2023-12-21 18:42:43,383 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:50:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7037, loss: 1.7037 +2023-12-21 18:43:06,100 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:49:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6966, loss: 1.6966 +2023-12-21 18:43:28,696 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:49:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7111, loss: 1.7111 +2023-12-21 18:43:51,324 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:49:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7027, loss: 1.7027 +2023-12-21 18:44:14,006 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:48:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.7000, loss: 1.7000 +2023-12-21 18:44:36,692 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:48:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7043, loss: 1.7043 +2023-12-21 18:44:59,347 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:47:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.7053, loss: 1.7053 +2023-12-21 18:45:22,073 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:47:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6905, loss: 1.6905 +2023-12-21 18:45:44,773 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:47:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6952, loss: 1.6952 +2023-12-21 18:46:07,431 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:46:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.7141, loss: 1.7141 +2023-12-21 18:46:30,169 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:46:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7125, loss: 1.7125 +2023-12-21 18:46:52,837 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:45:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7046, loss: 1.7046 +2023-12-21 18:47:15,542 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:45:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7029, loss: 1.7029 +2023-12-21 18:47:38,218 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:45:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7091, loss: 1.7091 +2023-12-21 18:48:00,861 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:44:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6945, loss: 1.6945 +2023-12-21 18:48:23,556 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:44:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7108, loss: 1.7108 +2023-12-21 18:48:46,128 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:43:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7053, loss: 1.7053 +2023-12-21 18:49:08,783 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:43:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6985, loss: 1.6985 +2023-12-21 18:49:31,403 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:43:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.7096, loss: 1.7096 +2023-12-21 18:49:54,033 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:42:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.7087, loss: 1.7087 +2023-12-21 18:50:16,597 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:42:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.7158, loss: 1.7158 +2023-12-21 18:50:39,158 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:41:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7142, loss: 1.7142 +2023-12-21 18:51:01,907 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:41:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.7259, loss: 1.7259 +2023-12-21 18:51:03,827 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-21 18:52:23,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 18:52:23,213 - pyskl - INFO - +top1_acc 0.8888 +top5_acc 0.9813 +2023-12-21 18:52:23,218 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_114.pth was removed +2023-12-21 18:52:23,372 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-21 18:52:23,372 - pyskl - INFO - Best top1_acc is 0.8888 at 115 epoch. +2023-12-21 18:52:23,375 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8888, top5_acc: 0.9813 +2023-12-21 18:53:05,211 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:41:16, time: 0.418, data_time: 0.193, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6906, loss: 1.6906 +2023-12-21 18:53:27,855 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:40:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6858, loss: 1.6858 +2023-12-21 18:53:50,522 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:40:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6963, loss: 1.6963 +2023-12-21 18:54:13,180 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:40:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6969, loss: 1.6969 +2023-12-21 18:54:35,861 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:39:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6928, loss: 1.6928 +2023-12-21 18:54:58,445 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:39:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.7015, loss: 1.7015 +2023-12-21 18:55:21,078 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:38:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.7181, loss: 1.7181 +2023-12-21 18:55:43,681 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:38:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6930, loss: 1.6930 +2023-12-21 18:56:06,205 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:38:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.7007, loss: 1.7007 +2023-12-21 18:56:28,793 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:37:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6955, loss: 1.6955 +2023-12-21 18:56:51,549 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:37:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6949, loss: 1.6949 +2023-12-21 18:57:14,197 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:36:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6981, loss: 1.6981 +2023-12-21 18:57:36,951 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:36:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6965, loss: 1.6965 +2023-12-21 18:57:59,610 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:36:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7021, loss: 1.7021 +2023-12-21 18:58:22,266 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:35:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2023-12-21 18:58:44,873 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:35:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6982, loss: 1.6982 +2023-12-21 18:59:07,536 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:34:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.7102, loss: 1.7102 +2023-12-21 18:59:30,188 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:34:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.7095, loss: 1.7095 +2023-12-21 18:59:52,859 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:34:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.7103, loss: 1.7103 +2023-12-21 19:00:15,425 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:33:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7003, loss: 1.7003 +2023-12-21 19:00:37,942 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:33:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7059, loss: 1.7059 +2023-12-21 19:01:00,559 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:33:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.6943, loss: 1.6943 +2023-12-21 19:01:23,091 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:32:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.6983, loss: 1.6983 +2023-12-21 19:01:45,682 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:32:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7128, loss: 1.7128 +2023-12-21 19:02:08,197 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:31:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.7073, loss: 1.7073 +2023-12-21 19:02:10,025 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-21 19:03:29,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 19:03:29,320 - pyskl - INFO - +top1_acc 0.8923 +top5_acc 0.9832 +2023-12-21 19:03:29,325 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_115.pth was removed +2023-12-21 19:03:29,500 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-21 19:03:29,500 - pyskl - INFO - Best top1_acc is 0.8923 at 116 epoch. +2023-12-21 19:03:29,505 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8923, top5_acc: 0.9832 +2023-12-21 19:04:11,359 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:31:30, time: 0.419, data_time: 0.193, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6992, loss: 1.6992 +2023-12-21 19:04:33,973 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:31:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.6941, loss: 1.6941 +2023-12-21 19:04:56,539 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:30:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6992, loss: 1.6992 +2023-12-21 19:05:19,205 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:30:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6943, loss: 1.6943 +2023-12-21 19:05:41,893 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:29:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6919, loss: 1.6919 +2023-12-21 19:06:04,622 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:29:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6809, loss: 1.6809 +2023-12-21 19:06:27,332 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:29:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.7039, loss: 1.7039 +2023-12-21 19:06:50,198 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:28:45, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6954, loss: 1.6954 +2023-12-21 19:07:12,828 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:28:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.7009, loss: 1.7009 +2023-12-21 19:07:35,667 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:27:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6901, loss: 1.6901 +2023-12-21 19:07:58,248 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:27:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6982, loss: 1.6982 +2023-12-21 19:08:20,938 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:27:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.7036, loss: 1.7036 +2023-12-21 19:08:43,563 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:26:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.7002, loss: 1.7002 +2023-12-21 19:09:06,170 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:26:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7025, loss: 1.7025 +2023-12-21 19:09:28,753 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:26:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.7114, loss: 1.7114 +2023-12-21 19:09:51,382 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:25:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.7083, loss: 1.7083 +2023-12-21 19:10:14,023 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:25:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.7065, loss: 1.7065 +2023-12-21 19:10:36,587 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:24:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6980, loss: 1.6980 +2023-12-21 19:10:59,248 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:24:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.7098, loss: 1.7098 +2023-12-21 19:11:21,922 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:24:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.6975, loss: 1.6975 +2023-12-21 19:11:44,652 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:23:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6969, loss: 1.6969 +2023-12-21 19:12:07,207 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:23:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.7114, loss: 1.7114 +2023-12-21 19:12:29,950 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:22:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.7077, loss: 1.7077 +2023-12-21 19:12:52,442 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:22:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6942, loss: 1.6942 +2023-12-21 19:13:15,095 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:22:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6894, loss: 1.6894 +2023-12-21 19:13:16,987 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-21 19:14:35,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 19:14:35,601 - pyskl - INFO - +top1_acc 0.8945 +top5_acc 0.9817 +2023-12-21 19:14:35,606 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_116.pth was removed +2023-12-21 19:14:35,745 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2023-12-21 19:14:35,746 - pyskl - INFO - Best top1_acc is 0.8945 at 117 epoch. +2023-12-21 19:14:35,749 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8945, top5_acc: 0.9817 +2023-12-21 19:15:17,137 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:21:44, time: 0.414, data_time: 0.186, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6950, loss: 1.6950 +2023-12-21 19:15:39,820 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:21:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6925, loss: 1.6925 +2023-12-21 19:16:02,389 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:20:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6909, loss: 1.6909 +2023-12-21 19:16:25,025 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:20:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6897, loss: 1.6897 +2023-12-21 19:16:47,786 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:20:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6840, loss: 1.6840 +2023-12-21 19:17:10,456 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:19:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6775, loss: 1.6775 +2023-12-21 19:17:33,137 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:19:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2023-12-21 19:17:55,747 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:18:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6922, loss: 1.6922 +2023-12-21 19:18:18,538 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:18:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6855, loss: 1.6855 +2023-12-21 19:18:41,181 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:18:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.6940, loss: 1.6940 +2023-12-21 19:19:03,850 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:17:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.6887, loss: 1.6887 +2023-12-21 19:19:26,440 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:17:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.6991, loss: 1.6991 +2023-12-21 19:19:49,083 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:17:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.6843, loss: 1.6843 +2023-12-21 19:20:11,720 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:16:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.6941, loss: 1.6941 +2023-12-21 19:20:34,340 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:16:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.6928, loss: 1.6928 +2023-12-21 19:20:57,036 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:15:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6817, loss: 1.6817 +2023-12-21 19:21:19,847 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:15:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6950, loss: 1.6950 +2023-12-21 19:21:42,492 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:15:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6923, loss: 1.6923 +2023-12-21 19:22:05,222 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:14:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.6988, loss: 1.6988 +2023-12-21 19:22:27,904 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:14:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6854, loss: 1.6854 +2023-12-21 19:22:50,693 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:13:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.7012, loss: 1.7012 +2023-12-21 19:23:13,474 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:13:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.7057, loss: 1.7057 +2023-12-21 19:23:36,119 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:13:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.7013, loss: 1.7013 +2023-12-21 19:23:58,712 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:12:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7108, loss: 1.7108 +2023-12-21 19:24:21,274 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:12:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.7128, loss: 1.7128 +2023-12-21 19:24:23,104 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-21 19:25:42,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 19:25:42,262 - pyskl - INFO - +top1_acc 0.8849 +top5_acc 0.9810 +2023-12-21 19:25:42,265 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8849, top5_acc: 0.9810 +2023-12-21 19:26:23,953 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:11:58, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6843, loss: 1.6843 +2023-12-21 19:26:46,502 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:11:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6939, loss: 1.6939 +2023-12-21 19:27:09,249 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:11:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6805, loss: 1.6805 +2023-12-21 19:27:31,889 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:10:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6907, loss: 1.6907 +2023-12-21 19:27:54,446 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:10:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.6882, loss: 1.6882 +2023-12-21 19:28:17,169 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:10:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.6962, loss: 1.6962 +2023-12-21 19:28:39,891 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:09:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.6850, loss: 1.6850 +2023-12-21 19:29:02,653 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:09:13, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6862, loss: 1.6862 +2023-12-21 19:29:25,372 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:08:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6837, loss: 1.6837 +2023-12-21 19:29:48,134 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:08:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6778, loss: 1.6778 +2023-12-21 19:30:10,936 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:08:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6755, loss: 1.6755 +2023-12-21 19:30:33,642 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:07:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6705, loss: 1.6705 +2023-12-21 19:30:56,348 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:07:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6781, loss: 1.6781 +2023-12-21 19:31:19,164 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:06:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6756, loss: 1.6756 +2023-12-21 19:31:41,822 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:06:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6796, loss: 1.6796 +2023-12-21 19:32:04,482 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:06:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6841, loss: 1.6841 +2023-12-21 19:32:27,130 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:05:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2023-12-21 19:32:49,756 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:05:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6759, loss: 1.6759 +2023-12-21 19:33:12,390 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:04:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6836, loss: 1.6836 +2023-12-21 19:33:35,208 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:04:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.6961, loss: 1.6961 +2023-12-21 19:33:57,936 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:04:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6867, loss: 1.6867 +2023-12-21 19:34:20,635 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:03:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6836, loss: 1.6836 +2023-12-21 19:34:43,234 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:03:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.6872, loss: 1.6872 +2023-12-21 19:35:05,986 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:02:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6853, loss: 1.6853 +2023-12-21 19:35:28,782 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:02:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6768, loss: 1.6768 +2023-12-21 19:35:30,628 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-21 19:36:49,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 19:36:49,979 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9834 +2023-12-21 19:36:49,982 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8931, top5_acc: 0.9834 +2023-12-21 19:37:31,314 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:02:13, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6690, loss: 1.6690 +2023-12-21 19:37:54,001 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:01:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6696, loss: 1.6696 +2023-12-21 19:38:16,810 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:01:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6661, loss: 1.6661 +2023-12-21 19:38:39,532 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:01:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6676, loss: 1.6676 +2023-12-21 19:39:02,195 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:00:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6713, loss: 1.6713 +2023-12-21 19:39:24,876 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:00:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6817, loss: 1.6817 +2023-12-21 19:39:47,599 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 4:59:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6766, loss: 1.6766 +2023-12-21 19:40:10,440 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 4:59:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6685, loss: 1.6685 +2023-12-21 19:40:33,212 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 4:59:04, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6733, loss: 1.6733 +2023-12-21 19:40:55,863 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 4:58:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6772, loss: 1.6772 +2023-12-21 19:41:18,429 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 4:58:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6712, loss: 1.6712 +2023-12-21 19:41:41,162 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 4:57:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6676, loss: 1.6676 +2023-12-21 19:42:03,883 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 4:57:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6739, loss: 1.6739 +2023-12-21 19:42:26,652 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 4:57:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.6900, loss: 1.6900 +2023-12-21 19:42:49,365 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 4:56:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6801, loss: 1.6801 +2023-12-21 19:43:12,121 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 4:56:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6725, loss: 1.6725 +2023-12-21 19:43:34,872 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 4:55:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6811, loss: 1.6811 +2023-12-21 19:43:57,501 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 4:55:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6723, loss: 1.6723 +2023-12-21 19:44:20,119 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 4:55:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6784, loss: 1.6784 +2023-12-21 19:44:42,746 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 4:54:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6759, loss: 1.6759 +2023-12-21 19:45:05,452 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 4:54:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6754, loss: 1.6754 +2023-12-21 19:45:28,106 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 4:53:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6747, loss: 1.6747 +2023-12-21 19:45:50,695 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:53:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6729, loss: 1.6729 +2023-12-21 19:46:13,349 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:53:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.6946, loss: 1.6946 +2023-12-21 19:46:35,908 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:52:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6894, loss: 1.6894 +2023-12-21 19:46:37,703 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-21 19:47:56,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 19:47:56,984 - pyskl - INFO - +top1_acc 0.8848 +top5_acc 0.9815 +2023-12-21 19:47:56,988 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8848, top5_acc: 0.9815 +2023-12-21 19:48:38,702 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:52:27, time: 0.417, data_time: 0.192, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6703, loss: 1.6703 +2023-12-21 19:49:01,399 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:52:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6716, loss: 1.6716 +2023-12-21 19:49:24,020 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:51:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6805, loss: 1.6805 +2023-12-21 19:49:46,596 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:51:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6690, loss: 1.6690 +2023-12-21 19:50:09,249 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:50:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.6733, loss: 1.6733 +2023-12-21 19:50:31,777 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:50:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6698, loss: 1.6698 +2023-12-21 19:50:54,398 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:50:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6678, loss: 1.6678 +2023-12-21 19:51:17,097 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:49:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.6806, loss: 1.6806 +2023-12-21 19:51:39,684 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:49:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6804, loss: 1.6804 +2023-12-21 19:52:02,287 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:48:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6748, loss: 1.6748 +2023-12-21 19:52:24,906 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:48:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6806, loss: 1.6806 +2023-12-21 19:52:47,539 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:48:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6814, loss: 1.6814 +2023-12-21 19:53:10,162 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:47:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.6800, loss: 1.6800 +2023-12-21 19:53:32,803 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:47:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6756, loss: 1.6756 +2023-12-21 19:53:55,379 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:46:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6734, loss: 1.6734 +2023-12-21 19:54:17,916 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:46:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6739, loss: 1.6739 +2023-12-21 19:54:40,482 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:46:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6733, loss: 1.6733 +2023-12-21 19:55:03,082 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:45:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.6775, loss: 1.6775 +2023-12-21 19:55:25,652 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:45:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6742, loss: 1.6742 +2023-12-21 19:55:48,262 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:45:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6721, loss: 1.6721 +2023-12-21 19:56:10,919 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:44:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6745, loss: 1.6745 +2023-12-21 19:56:33,583 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:44:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.6732, loss: 1.6732 +2023-12-21 19:56:56,235 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:43:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6733, loss: 1.6733 +2023-12-21 19:57:18,846 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:43:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.6765, loss: 1.6765 +2023-12-21 19:57:41,443 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:43:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6779, loss: 1.6779 +2023-12-21 19:57:43,351 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-21 19:59:02,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 19:59:02,192 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9819 +2023-12-21 19:59:02,196 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8892, top5_acc: 0.9819 +2023-12-21 19:59:43,979 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:42:41, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6706, loss: 1.6706 +2023-12-21 20:00:06,464 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:42:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6672, loss: 1.6672 +2023-12-21 20:00:29,168 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:41:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6633, loss: 1.6633 +2023-12-21 20:00:51,858 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:41:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6711, loss: 1.6711 +2023-12-21 20:01:14,507 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:41:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6719, loss: 1.6719 +2023-12-21 20:01:37,063 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:40:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6771, loss: 1.6771 +2023-12-21 20:01:59,886 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:40:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6681, loss: 1.6681 +2023-12-21 20:02:22,506 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:39:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2023-12-21 20:02:45,118 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:39:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6721, loss: 1.6721 +2023-12-21 20:03:07,686 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:39:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6724, loss: 1.6724 +2023-12-21 20:03:30,407 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:38:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6675, loss: 1.6675 +2023-12-21 20:03:53,060 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:38:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 +2023-12-21 20:04:15,692 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:37:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6632, loss: 1.6632 +2023-12-21 20:04:38,385 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:37:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6630, loss: 1.6630 +2023-12-21 20:05:01,077 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:37:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6586, loss: 1.6586 +2023-12-21 20:05:23,835 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:36:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.6696, loss: 1.6696 +2023-12-21 20:05:46,685 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:36:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6648, loss: 1.6648 +2023-12-21 20:06:09,388 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:36:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6752, loss: 1.6752 +2023-12-21 20:06:31,954 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:35:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6705, loss: 1.6705 +2023-12-21 20:06:54,694 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:35:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6722, loss: 1.6722 +2023-12-21 20:07:17,303 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:34:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6762, loss: 1.6762 +2023-12-21 20:07:39,937 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:34:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.6792, loss: 1.6792 +2023-12-21 20:08:02,790 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:34:03, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6794, loss: 1.6794 +2023-12-21 20:08:25,429 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:33:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.6771, loss: 1.6771 +2023-12-21 20:08:48,075 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:33:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6624, loss: 1.6624 +2023-12-21 20:08:49,938 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-21 20:10:09,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 20:10:09,272 - pyskl - INFO - +top1_acc 0.8966 +top5_acc 0.9836 +2023-12-21 20:10:09,276 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_117.pth was removed +2023-12-21 20:10:09,437 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2023-12-21 20:10:09,438 - pyskl - INFO - Best top1_acc is 0.8966 at 122 epoch. +2023-12-21 20:10:09,442 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8966, top5_acc: 0.9836 +2023-12-21 20:10:51,016 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:32:56, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6644, loss: 1.6644 +2023-12-21 20:11:13,561 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:32:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6582, loss: 1.6582 +2023-12-21 20:11:36,200 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:32:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6657, loss: 1.6657 +2023-12-21 20:11:58,770 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:31:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6636, loss: 1.6636 +2023-12-21 20:12:21,363 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:31:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6670, loss: 1.6670 +2023-12-21 20:12:44,118 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:30:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6610, loss: 1.6610 +2023-12-21 20:13:06,762 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:30:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6629, loss: 1.6629 +2023-12-21 20:13:29,590 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:30:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6591, loss: 1.6591 +2023-12-21 20:13:52,327 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:29:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6591, loss: 1.6591 +2023-12-21 20:14:15,004 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:29:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6578, loss: 1.6578 +2023-12-21 20:14:37,655 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:29:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6595, loss: 1.6595 +2023-12-21 20:15:00,303 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:28:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6615, loss: 1.6615 +2023-12-21 20:15:22,988 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:28:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2023-12-21 20:15:45,606 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:27:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 +2023-12-21 20:16:08,284 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:27:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6652, loss: 1.6652 +2023-12-21 20:16:30,874 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:27:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6612, loss: 1.6612 +2023-12-21 20:16:53,554 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:26:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6636, loss: 1.6636 +2023-12-21 20:17:16,221 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:26:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6623, loss: 1.6623 +2023-12-21 20:17:38,959 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:25:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6634, loss: 1.6634 +2023-12-21 20:18:01,626 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:25:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 +2023-12-21 20:18:24,254 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:25:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6598, loss: 1.6598 +2023-12-21 20:18:46,860 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:24:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6638, loss: 1.6638 +2023-12-21 20:19:09,531 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:24:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2023-12-21 20:19:32,239 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:23:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6588, loss: 1.6588 +2023-12-21 20:19:54,919 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:23:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6620, loss: 1.6620 +2023-12-21 20:19:56,754 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-21 20:21:15,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 20:21:15,803 - pyskl - INFO - +top1_acc 0.9006 +top5_acc 0.9840 +2023-12-21 20:21:15,809 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_122.pth was removed +2023-12-21 20:21:15,957 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-21 20:21:15,957 - pyskl - INFO - Best top1_acc is 0.9006 at 123 epoch. +2023-12-21 20:21:15,961 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9006, top5_acc: 0.9840 +2023-12-21 20:21:56,952 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:23:10, time: 0.410, data_time: 0.184, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6579, loss: 1.6579 +2023-12-21 20:22:19,590 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:22:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6648, loss: 1.6648 +2023-12-21 20:22:42,160 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:22:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2023-12-21 20:23:04,712 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:21:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2023-12-21 20:23:27,299 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:21:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6551, loss: 1.6551 +2023-12-21 20:23:50,058 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:21:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2023-12-21 20:24:12,834 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:20:48, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6599, loss: 1.6599 +2023-12-21 20:24:35,669 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:20:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2023-12-21 20:24:58,388 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:20:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6556, loss: 1.6556 +2023-12-21 20:25:21,059 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:19:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6608, loss: 1.6608 +2023-12-21 20:25:43,748 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:19:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 +2023-12-21 20:26:06,536 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:18:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6598, loss: 1.6598 +2023-12-21 20:26:29,313 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:18:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2023-12-21 20:26:51,900 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:18:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6563, loss: 1.6563 +2023-12-21 20:27:14,549 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:17:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2023-12-21 20:27:37,136 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:17:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 +2023-12-21 20:27:59,764 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:16:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2023-12-21 20:28:22,409 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:16:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6571, loss: 1.6571 +2023-12-21 20:28:45,117 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:16:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 +2023-12-21 20:29:08,019 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:15:43, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6650, loss: 1.6650 +2023-12-21 20:29:30,714 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:15:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6557, loss: 1.6557 +2023-12-21 20:29:53,469 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:14:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 +2023-12-21 20:30:16,101 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:14:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6575, loss: 1.6575 +2023-12-21 20:30:38,670 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:14:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6574, loss: 1.6574 +2023-12-21 20:31:01,335 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:13:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.6646, loss: 1.6646 +2023-12-21 20:31:03,210 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-21 20:32:22,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 20:32:22,267 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9831 +2023-12-21 20:32:22,271 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8977, top5_acc: 0.9831 +2023-12-21 20:33:03,585 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:13:24, time: 0.413, data_time: 0.188, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6616, loss: 1.6616 +2023-12-21 20:33:26,182 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:13:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2023-12-21 20:33:48,939 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:12:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6603, loss: 1.6603 +2023-12-21 20:34:11,651 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:12:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 +2023-12-21 20:34:34,295 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:11:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6576, loss: 1.6576 +2023-12-21 20:34:57,043 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:11:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6592, loss: 1.6592 +2023-12-21 20:35:19,737 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:11:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.6617, loss: 1.6617 +2023-12-21 20:35:42,533 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:10:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6584, loss: 1.6584 +2023-12-21 20:36:05,301 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:10:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 +2023-12-21 20:36:27,896 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:09:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6583, loss: 1.6583 +2023-12-21 20:36:50,522 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:09:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6684, loss: 1.6684 +2023-12-21 20:37:13,199 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:09:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6568, loss: 1.6568 +2023-12-21 20:37:35,813 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:08:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.6636, loss: 1.6636 +2023-12-21 20:37:58,450 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:08:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6629, loss: 1.6629 +2023-12-21 20:38:21,291 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:07:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.6686, loss: 1.6686 +2023-12-21 20:38:43,922 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:07:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6579, loss: 1.6579 +2023-12-21 20:39:06,563 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:07:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6575, loss: 1.6575 +2023-12-21 20:39:29,253 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:06:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 +2023-12-21 20:39:51,834 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:06:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 +2023-12-21 20:40:14,456 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:05:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6591, loss: 1.6591 +2023-12-21 20:40:37,174 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:05:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6601, loss: 1.6601 +2023-12-21 20:40:59,900 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:05:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6635, loss: 1.6635 +2023-12-21 20:41:22,536 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:04:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6631, loss: 1.6631 +2023-12-21 20:41:45,176 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:04:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6546, loss: 1.6546 +2023-12-21 20:42:07,880 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:04:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6585, loss: 1.6585 +2023-12-21 20:42:09,705 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-21 20:43:28,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 20:43:29,031 - pyskl - INFO - +top1_acc 0.9031 +top5_acc 0.9833 +2023-12-21 20:43:29,035 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_123.pth was removed +2023-12-21 20:43:29,180 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2023-12-21 20:43:29,181 - pyskl - INFO - Best top1_acc is 0.9031 at 125 epoch. +2023-12-21 20:43:29,186 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9031, top5_acc: 0.9833 +2023-12-21 20:44:10,406 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:03:38, time: 0.412, data_time: 0.186, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2023-12-21 20:44:33,068 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:03:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2023-12-21 20:44:55,818 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:02:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2023-12-21 20:45:18,576 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:02:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6567, loss: 1.6567 +2023-12-21 20:45:41,237 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:02:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 +2023-12-21 20:46:03,912 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:01:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 +2023-12-21 20:46:26,581 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:01:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2023-12-21 20:46:49,209 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:00:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2023-12-21 20:47:11,837 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:00:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2023-12-21 20:47:34,530 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:00:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2023-12-21 20:47:57,282 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 3:59:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6565, loss: 1.6565 +2023-12-21 20:48:19,895 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 3:59:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2023-12-21 20:48:42,557 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 3:58:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 +2023-12-21 20:49:05,168 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 3:58:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2023-12-21 20:49:27,877 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 3:58:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6611, loss: 1.6611 +2023-12-21 20:49:50,610 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 3:57:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2023-12-21 20:50:13,297 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 3:57:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6553, loss: 1.6553 +2023-12-21 20:50:36,019 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 3:56:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6542, loss: 1.6542 +2023-12-21 20:50:58,676 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 3:56:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6565, loss: 1.6565 +2023-12-21 20:51:21,399 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 3:56:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2023-12-21 20:51:44,024 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 3:55:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6570, loss: 1.6570 +2023-12-21 20:52:06,627 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 3:55:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6558, loss: 1.6558 +2023-12-21 20:52:29,263 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 3:55:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6539, loss: 1.6539 +2023-12-21 20:52:51,937 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:54:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6519, loss: 1.6519 +2023-12-21 20:53:14,504 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:54:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 +2023-12-21 20:53:16,320 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-21 20:54:35,513 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 20:54:35,586 - pyskl - INFO - +top1_acc 0.9070 +top5_acc 0.9850 +2023-12-21 20:54:35,591 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_125.pth was removed +2023-12-21 20:54:35,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-21 20:54:35,771 - pyskl - INFO - Best top1_acc is 0.9070 at 126 epoch. +2023-12-21 20:54:35,775 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9070, top5_acc: 0.9850 +2023-12-21 20:55:17,546 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:53:53, time: 0.418, data_time: 0.188, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 +2023-12-21 20:55:40,218 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:53:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 20:56:02,941 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:53:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 20:56:25,591 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:52:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6573, loss: 1.6573 +2023-12-21 20:56:48,313 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:52:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6574, loss: 1.6574 +2023-12-21 20:57:11,025 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:51:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 +2023-12-21 20:57:33,772 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:51:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2023-12-21 20:57:56,557 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:51:08, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6529, loss: 1.6529 +2023-12-21 20:58:19,315 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:50:45, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 +2023-12-21 20:58:42,042 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:50:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 +2023-12-21 20:59:04,637 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:49:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2023-12-21 20:59:27,457 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:49:34, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.6564, loss: 1.6564 +2023-12-21 20:59:50,276 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:49:11, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 +2023-12-21 21:00:13,022 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:48:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6528, loss: 1.6528 +2023-12-21 21:00:35,661 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:48:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2023-12-21 21:00:58,356 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:48:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 +2023-12-21 21:01:21,038 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:47:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 +2023-12-21 21:01:43,733 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:47:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6571, loss: 1.6571 +2023-12-21 21:02:06,515 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:46:50, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2023-12-21 21:02:29,225 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:46:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 +2023-12-21 21:02:51,852 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:46:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6590, loss: 1.6590 +2023-12-21 21:03:14,600 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:45:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2023-12-21 21:03:37,319 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:45:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6549, loss: 1.6549 +2023-12-21 21:04:00,012 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:44:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6549, loss: 1.6549 +2023-12-21 21:04:22,775 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:44:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 +2023-12-21 21:04:24,622 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-21 21:05:43,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 21:05:43,603 - pyskl - INFO - +top1_acc 0.9051 +top5_acc 0.9839 +2023-12-21 21:05:43,607 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9051, top5_acc: 0.9839 +2023-12-21 21:06:25,148 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:44:07, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 +2023-12-21 21:06:47,940 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:43:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2023-12-21 21:07:10,575 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:43:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.6557, loss: 1.6557 +2023-12-21 21:07:33,140 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:42:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 21:07:55,618 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:42:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6538, loss: 1.6538 +2023-12-21 21:08:18,253 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:42:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2023-12-21 21:08:40,932 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:41:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 21:09:03,575 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:41:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 +2023-12-21 21:09:26,250 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:40:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 21:09:48,894 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:40:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6548, loss: 1.6548 +2023-12-21 21:10:11,536 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:40:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2023-12-21 21:10:34,241 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:39:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6540, loss: 1.6540 +2023-12-21 21:10:56,875 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:39:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6560, loss: 1.6560 +2023-12-21 21:11:19,561 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:39:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6510, loss: 1.6510 +2023-12-21 21:11:42,127 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:38:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6532, loss: 1.6532 +2023-12-21 21:12:04,819 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:38:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6554, loss: 1.6554 +2023-12-21 21:12:27,434 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:37:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 +2023-12-21 21:12:50,134 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:37:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2023-12-21 21:13:12,776 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:37:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2023-12-21 21:13:35,501 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:36:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6597, loss: 1.6597 +2023-12-21 21:13:58,197 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:36:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6541, loss: 1.6541 +2023-12-21 21:14:20,933 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:35:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.6572, loss: 1.6572 +2023-12-21 21:14:43,682 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:35:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2023-12-21 21:15:06,395 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:35:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6544, loss: 1.6544 +2023-12-21 21:15:29,075 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:34:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6559, loss: 1.6559 +2023-12-21 21:15:30,947 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-21 21:16:49,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 21:16:49,769 - pyskl - INFO - +top1_acc 0.9041 +top5_acc 0.9842 +2023-12-21 21:16:49,773 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9041, top5_acc: 0.9842 +2023-12-21 21:17:30,697 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:34:21, time: 0.409, data_time: 0.183, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 +2023-12-21 21:17:53,379 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:33:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 +2023-12-21 21:18:16,068 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:33:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6536, loss: 1.6536 +2023-12-21 21:18:38,679 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:33:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2023-12-21 21:19:01,456 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:32:47, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6562, loss: 1.6562 +2023-12-21 21:19:24,113 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:32:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2023-12-21 21:19:46,741 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:32:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2023-12-21 21:20:09,304 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:31:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2023-12-21 21:20:32,006 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:31:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2023-12-21 21:20:54,612 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:30:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6539, loss: 1.6539 +2023-12-21 21:21:17,278 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:30:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2023-12-21 21:21:39,939 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:30:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6552, loss: 1.6552 +2023-12-21 21:22:02,521 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:29:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 +2023-12-21 21:22:25,164 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:29:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2023-12-21 21:22:47,793 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:28:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2023-12-21 21:23:10,455 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:28:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2023-12-21 21:23:33,140 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:28:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6519, loss: 1.6519 +2023-12-21 21:23:55,856 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:27:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 +2023-12-21 21:24:18,529 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:27:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6519, loss: 1.6519 +2023-12-21 21:24:41,297 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:26:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2023-12-21 21:25:03,932 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:26:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2023-12-21 21:25:26,461 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:26:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6533, loss: 1.6533 +2023-12-21 21:25:48,991 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:25:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2023-12-21 21:26:11,756 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:25:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 21:26:34,374 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:24:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 +2023-12-21 21:26:36,269 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-21 21:27:55,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 21:27:55,666 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9838 +2023-12-21 21:27:55,672 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_126.pth was removed +2023-12-21 21:27:55,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-21 21:27:55,950 - pyskl - INFO - Best top1_acc is 0.9082 at 129 epoch. +2023-12-21 21:27:55,954 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9082, top5_acc: 0.9838 +2023-12-21 21:28:37,405 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:24:35, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 21:28:59,988 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:24:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6524, loss: 1.6524 +2023-12-21 21:29:22,600 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:23:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 21:29:45,207 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:23:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 +2023-12-21 21:30:07,854 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:23:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 21:30:30,568 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:22:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 +2023-12-21 21:30:53,292 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:22:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 +2023-12-21 21:31:16,029 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:21:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 +2023-12-21 21:31:38,695 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:21:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 21:32:01,393 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:21:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 21:32:24,094 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:20:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 21:32:46,768 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:20:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2023-12-21 21:33:09,370 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:19:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 21:33:31,945 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:19:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 +2023-12-21 21:33:54,531 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:19:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 +2023-12-21 21:34:17,117 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:18:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 +2023-12-21 21:34:39,768 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:18:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6519, loss: 1.6519 +2023-12-21 21:35:02,476 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:17:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 21:35:25,204 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:17:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 21:35:47,906 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:17:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 +2023-12-21 21:36:10,594 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:16:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 21:36:33,132 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:16:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2023-12-21 21:36:55,826 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:15:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2023-12-21 21:37:18,471 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:15:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6514, loss: 1.6514 +2023-12-21 21:37:41,137 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:15:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6535, loss: 1.6535 +2023-12-21 21:37:42,991 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-21 21:39:02,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 21:39:02,313 - pyskl - INFO - +top1_acc 0.9076 +top5_acc 0.9843 +2023-12-21 21:39:02,317 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9076, top5_acc: 0.9843 +2023-12-21 21:39:44,087 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:14:50, time: 0.418, data_time: 0.191, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 21:40:06,676 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:14:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6531, loss: 1.6531 +2023-12-21 21:40:29,306 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:14:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2023-12-21 21:40:51,935 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:13:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6513, loss: 1.6513 +2023-12-21 21:41:14,508 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:13:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 +2023-12-21 21:41:37,147 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:12:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 +2023-12-21 21:41:59,755 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:12:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 21:42:22,418 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:12:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 21:42:45,163 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:11:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 21:43:07,811 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:11:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 21:43:30,419 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:10:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6527, loss: 1.6527 +2023-12-21 21:43:53,058 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:10:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 21:44:15,714 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:10:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 21:44:38,369 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:09:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 21:45:01,119 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:09:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 21:45:23,643 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:08:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2023-12-21 21:45:46,281 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:08:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-21 21:46:08,925 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:08:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 21:46:31,607 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:07:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 21:46:54,319 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:07:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2023-12-21 21:47:16,965 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:07:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6523, loss: 1.6523 +2023-12-21 21:47:39,654 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:06:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6508, loss: 1.6508 +2023-12-21 21:48:02,341 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:06:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 21:48:24,989 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:05:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 21:48:47,658 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:05:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 21:48:49,456 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-21 21:50:08,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 21:50:08,722 - pyskl - INFO - +top1_acc 0.9059 +top5_acc 0.9848 +2023-12-21 21:50:08,726 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9059, top5_acc: 0.9848 +2023-12-21 21:50:50,481 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:05:04, time: 0.418, data_time: 0.193, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2023-12-21 21:51:13,031 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:04:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 +2023-12-21 21:51:35,788 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:04:17, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6520, loss: 1.6520 +2023-12-21 21:51:58,490 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:03:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 21:52:21,106 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:03:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 21:52:43,747 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:03:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 21:53:06,469 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:02:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 21:53:29,098 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:02:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2023-12-21 21:53:51,832 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:01:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 +2023-12-21 21:54:14,367 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:01:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 21:54:37,050 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:01:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 +2023-12-21 21:54:59,706 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:00:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 21:55:22,412 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:00:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 21:55:45,134 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 2:59:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6518, loss: 1.6518 +2023-12-21 21:56:07,806 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 2:59:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 21:56:30,429 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 2:59:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 21:56:53,092 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 2:58:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 21:57:15,815 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 2:58:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6526, loss: 1.6526 +2023-12-21 21:57:38,355 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 2:58:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 +2023-12-21 21:58:00,896 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 2:57:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2023-12-21 21:58:23,447 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 2:57:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 21:58:46,093 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 2:56:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 21:59:08,749 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 2:56:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 21:59:31,488 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 2:56:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 21:59:54,157 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:55:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 21:59:56,067 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-21 22:01:15,406 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 22:01:15,479 - pyskl - INFO - +top1_acc 0.9058 +top5_acc 0.9844 +2023-12-21 22:01:15,483 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9058, top5_acc: 0.9844 +2023-12-21 22:01:57,203 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:55:18, time: 0.417, data_time: 0.190, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 22:02:19,870 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:54:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 +2023-12-21 22:02:42,532 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:54:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 22:03:05,135 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:54:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2023-12-21 22:03:27,812 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:53:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 22:03:50,448 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:53:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:04:13,065 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:52:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 22:04:35,812 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:52:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 22:04:58,556 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:52:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2023-12-21 22:05:21,162 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:51:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2023-12-21 22:05:43,800 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:51:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 22:06:06,476 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:51:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:06:29,198 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:50:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 22:06:51,881 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:50:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:07:14,609 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:49:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 22:07:37,217 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:49:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2023-12-21 22:07:59,846 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:49:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:08:22,569 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:48:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 22:08:45,281 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:48:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6509, loss: 1.6509 +2023-12-21 22:09:07,883 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:47:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 +2023-12-21 22:09:30,583 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:47:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 22:09:53,279 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:47:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:10:15,905 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:46:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 22:10:38,608 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:46:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:11:01,261 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:45:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:11:03,121 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-21 22:12:22,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 22:12:22,212 - pyskl - INFO - +top1_acc 0.9088 +top5_acc 0.9854 +2023-12-21 22:12:22,216 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_129.pth was removed +2023-12-21 22:12:22,378 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-21 22:12:22,378 - pyskl - INFO - Best top1_acc is 0.9088 at 133 epoch. +2023-12-21 22:12:22,382 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9088, top5_acc: 0.9854 +2023-12-21 22:13:03,707 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:45:33, time: 0.413, data_time: 0.186, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:13:26,469 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:45:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 22:13:49,068 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:44:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2023-12-21 22:14:11,796 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:44:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 22:14:34,529 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:43:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 22:14:57,260 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:43:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:15:20,000 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:43:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 22:15:42,603 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:42:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6506, loss: 1.6506 +2023-12-21 22:16:05,305 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:42:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 22:16:27,941 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:42:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:16:50,765 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:41:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2023-12-21 22:17:13,376 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:41:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 22:17:36,098 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:40:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:17:58,900 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:40:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6515, loss: 1.6515 +2023-12-21 22:18:21,639 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:40:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6543, loss: 1.6543 +2023-12-21 22:18:44,450 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:39:41, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 +2023-12-21 22:19:07,125 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:39:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6503, loss: 1.6503 +2023-12-21 22:19:29,780 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:38:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 22:19:52,423 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:38:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 22:20:15,022 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:38:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 22:20:37,619 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:37:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6522, loss: 1.6522 +2023-12-21 22:21:00,244 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:37:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 22:21:22,846 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:36:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 22:21:45,550 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:36:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 22:22:08,331 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:36:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 +2023-12-21 22:22:10,202 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-21 22:23:29,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 22:23:29,803 - pyskl - INFO - +top1_acc 0.9088 +top5_acc 0.9857 +2023-12-21 22:23:29,809 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_133.pth was removed +2023-12-21 22:23:30,058 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-21 22:23:30,059 - pyskl - INFO - Best top1_acc is 0.9088 at 134 epoch. +2023-12-21 22:23:30,071 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9088, top5_acc: 0.9857 +2023-12-21 22:24:12,059 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:35:47, time: 0.420, data_time: 0.194, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6502, loss: 1.6502 +2023-12-21 22:24:34,769 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:35:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 22:24:57,350 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:35:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 22:25:19,949 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:34:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:25:42,591 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:34:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:26:05,295 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:33:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 22:26:27,880 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:33:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 22:26:50,498 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:33:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 22:27:13,133 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:32:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:27:35,719 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:32:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 22:27:58,332 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:31:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6500, loss: 1.6500 +2023-12-21 22:28:21,133 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:31:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 22:28:43,758 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:31:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 22:29:06,422 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:30:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2023-12-21 22:29:29,077 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:30:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6511, loss: 1.6511 +2023-12-21 22:29:51,768 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:29:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 +2023-12-21 22:30:14,511 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:29:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:30:37,192 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:29:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 22:30:59,926 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:28:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 22:31:22,737 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:28:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 22:31:45,440 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:27:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6504, loss: 1.6504 +2023-12-21 22:32:08,253 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:27:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 22:32:30,941 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:27:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 22:32:53,684 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:26:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:33:16,267 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:26:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 22:33:18,083 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-21 22:34:37,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 22:34:37,114 - pyskl - INFO - +top1_acc 0.9097 +top5_acc 0.9859 +2023-12-21 22:34:37,120 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_134.pth was removed +2023-12-21 22:34:37,288 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-21 22:34:37,289 - pyskl - INFO - Best top1_acc is 0.9097 at 135 epoch. +2023-12-21 22:34:37,294 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9097, top5_acc: 0.9859 +2023-12-21 22:35:18,927 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:26:01, time: 0.416, data_time: 0.190, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 22:35:41,584 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:25:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 22:36:04,221 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:25:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6516, loss: 1.6516 +2023-12-21 22:36:26,931 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:24:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 22:36:49,512 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:24:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 22:37:12,104 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:24:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 22:37:34,628 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:23:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-21 22:37:57,278 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:23:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 22:38:19,979 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:22:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 22:38:42,748 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:22:30, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 22:39:05,349 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:22:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 22:39:28,038 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:21:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 22:39:50,802 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:21:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 22:40:13,499 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:20:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-21 22:40:36,202 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:20:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 22:40:58,920 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:20:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 22:41:21,590 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:19:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 22:41:44,207 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:19:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 22:42:06,874 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:18:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:42:29,499 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:18:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 22:42:52,158 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:18:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 22:43:14,799 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:17:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 22:43:37,555 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:17:26, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-21 22:44:00,236 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:17:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6517, loss: 1.6517 +2023-12-21 22:44:22,903 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:16:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-21 22:44:24,767 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-21 22:45:43,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 22:45:43,797 - pyskl - INFO - +top1_acc 0.9093 +top5_acc 0.9856 +2023-12-21 22:45:43,800 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9093, top5_acc: 0.9856 +2023-12-21 22:46:25,460 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:16:16, time: 0.417, data_time: 0.190, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 22:46:48,118 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:15:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 22:47:10,816 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:15:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:47:33,417 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:15:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 22:47:56,012 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:14:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-21 22:48:18,666 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:14:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-21 22:48:41,354 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:13:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-21 22:49:03,989 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:13:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 22:49:26,702 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:13:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 22:49:49,278 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:12:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 22:50:12,003 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:12:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 22:50:34,578 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:11:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 22:50:57,253 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:11:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:51:19,854 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:11:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 22:51:42,485 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:10:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 22:52:05,172 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:10:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 22:52:27,954 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:10:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 22:52:50,563 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:09:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 22:53:13,314 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:09:14, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.6512, loss: 1.6512 +2023-12-21 22:53:35,989 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:08:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6498, loss: 1.6498 +2023-12-21 22:53:58,680 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:08:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 22:54:21,309 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:08:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:54:43,993 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:07:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 22:55:06,565 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:07:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 22:55:29,157 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:06:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 22:55:30,958 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-21 22:56:49,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 22:56:50,003 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9856 +2023-12-21 22:56:50,007 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9090, top5_acc: 0.9856 +2023-12-21 22:57:31,327 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:06:30, time: 0.413, data_time: 0.187, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.6521, loss: 1.6521 +2023-12-21 22:57:54,139 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:06:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-21 22:58:16,801 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:05:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 22:58:39,460 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:05:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 22:59:02,228 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:04:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 22:59:24,798 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:04:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 22:59:47,446 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:04:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:00:10,092 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:03:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:00:32,877 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:03:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 23:00:55,564 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:02:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 23:01:18,323 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:02:36, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-21 23:01:41,033 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:02:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:02:03,810 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:01:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-21 23:02:26,516 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:01:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 23:02:49,180 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:01:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:03:11,942 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:00:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:03:34,716 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:00:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-21 23:03:57,475 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 1:59:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 23:04:20,229 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 1:59:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 23:04:43,000 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 1:59:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 23:05:05,672 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 1:58:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:05:28,404 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 1:58:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 23:05:51,066 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 1:57:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:06:13,689 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 1:57:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:06:36,392 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:57:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 23:06:38,215 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-21 23:07:57,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 23:07:57,334 - pyskl - INFO - +top1_acc 0.9117 +top5_acc 0.9853 +2023-12-21 23:07:57,339 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_135.pth was removed +2023-12-21 23:07:57,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-21 23:07:57,498 - pyskl - INFO - Best top1_acc is 0.9117 at 138 epoch. +2023-12-21 23:07:57,503 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9117, top5_acc: 0.9853 +2023-12-21 23:08:38,879 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:56:44, time: 0.414, data_time: 0.187, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 23:09:01,504 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:56:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:09:24,275 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:55:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:09:46,891 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:55:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:10:09,524 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:55:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2023-12-21 23:10:32,183 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:54:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 23:10:54,877 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:54:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:11:17,619 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:54:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:11:40,356 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:53:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-21 23:12:03,078 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:53:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2023-12-21 23:12:25,677 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:52:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2023-12-21 23:12:48,412 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:52:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:13:11,212 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:52:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 23:13:33,802 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:51:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 23:13:56,428 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:51:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 23:14:19,034 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:50:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 23:14:41,732 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:50:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:15:04,378 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:50:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:15:27,023 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:49:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 23:15:49,669 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:49:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6501, loss: 1.6501 +2023-12-21 23:16:12,382 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:48:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:16:35,107 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:48:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 23:16:57,801 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:48:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 23:17:20,692 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:47:46, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:17:43,451 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:47:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 23:17:45,266 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-21 23:19:04,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 23:19:04,733 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9857 +2023-12-21 23:19:04,737 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9112, top5_acc: 0.9857 +2023-12-21 23:19:46,598 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:46:59, time: 0.419, data_time: 0.193, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 23:20:09,279 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:46:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 23:20:31,832 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:46:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-21 23:20:54,419 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:45:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:21:17,043 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:45:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-21 23:21:39,637 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:45:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-21 23:22:02,316 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:44:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:22:24,988 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:44:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 23:22:47,658 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:43:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:23:10,289 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:43:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:23:32,924 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:43:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 23:23:55,662 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:42:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 23:24:18,387 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:42:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:24:41,111 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:41:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-21 23:25:03,793 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:41:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 +2023-12-21 23:25:26,592 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:41:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:25:49,336 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:40:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-21 23:26:11,962 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:40:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:26:34,569 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:39:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:26:57,157 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:39:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:27:19,880 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:39:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 23:27:42,524 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:38:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-21 23:28:05,206 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:38:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 23:28:27,888 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:38:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 23:28:50,639 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:37:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 23:28:52,517 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-21 23:30:11,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 23:30:11,472 - pyskl - INFO - +top1_acc 0.9101 +top5_acc 0.9856 +2023-12-21 23:30:11,475 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9101, top5_acc: 0.9856 +2023-12-21 23:30:52,939 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:37:13, time: 0.415, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2023-12-21 23:31:15,508 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:36:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 23:31:38,146 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:36:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:32:00,768 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:36:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-21 23:32:23,417 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:35:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-21 23:32:46,078 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:35:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:33:08,639 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:34:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:33:31,341 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:34:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:33:53,980 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:34:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-21 23:34:16,656 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:33:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:34:39,297 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:33:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:35:01,894 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:32:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:35:24,600 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:32:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 23:35:47,425 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:32:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-21 23:36:10,093 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:31:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:36:32,749 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:31:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 23:36:55,444 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:30:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 23:37:18,006 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:30:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-21 23:37:40,685 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:30:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6489, loss: 1.6489 +2023-12-21 23:38:03,226 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:29:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 23:38:25,795 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:29:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 23:38:48,546 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:29:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:39:11,222 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:28:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-21 23:39:33,864 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:28:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:39:56,558 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:27:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:39:58,349 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-21 23:41:17,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 23:41:17,565 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9858 +2023-12-21 23:41:17,572 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9090, top5_acc: 0.9858 +2023-12-21 23:41:59,410 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:27:27, time: 0.418, data_time: 0.192, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-21 23:42:21,882 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:27:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6505, loss: 1.6505 +2023-12-21 23:42:44,332 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:26:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:43:06,897 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:26:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-21 23:43:29,480 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:25:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:43:52,091 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:25:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-21 23:44:14,688 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:25:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 23:44:37,390 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:24:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:44:59,909 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:24:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:45:22,593 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:23:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-21 23:45:45,264 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:23:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-21 23:46:08,023 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:23:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-21 23:46:30,591 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:22:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:46:53,242 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:22:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:47:15,811 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:21:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2023-12-21 23:47:38,459 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:21:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:48:01,150 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:21:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 23:48:23,789 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:20:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 23:48:46,470 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:20:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 23:49:09,211 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:20:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-21 23:49:31,869 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:19:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-21 23:49:54,593 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:19:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-21 23:50:17,272 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:18:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-21 23:50:39,893 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:18:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6492, loss: 1.6492 +2023-12-21 23:51:02,525 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:18:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-21 23:51:04,370 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-21 23:52:23,640 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-21 23:52:23,711 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9857 +2023-12-21 23:52:23,714 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9090, top5_acc: 0.9857 +2023-12-21 23:53:05,191 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:17:42, time: 0.415, data_time: 0.188, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-21 23:53:27,746 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:17:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-21 23:53:50,327 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:16:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:54:13,050 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:16:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-21 23:54:35,795 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:16:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:54:58,508 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:15:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:55:21,118 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:15:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2023-12-21 23:55:43,905 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:14:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-21 23:56:06,556 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:14:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6494, loss: 1.6494 +2023-12-21 23:56:29,239 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:14:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-21 23:56:51,953 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:13:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-21 23:57:14,657 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:13:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-21 23:57:37,406 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:13:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-21 23:58:00,183 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:12:37, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-21 23:58:22,893 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:12:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-21 23:58:45,685 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:11:50, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-21 23:59:08,492 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:11:27, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-21 23:59:31,070 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:11:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-21 23:59:53,719 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:10:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2023-12-22 00:00:16,422 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:10:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:00:39,040 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:09:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:01:01,626 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:09:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-22 00:01:24,180 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:09:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:01:46,833 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:08:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6496, loss: 1.6496 +2023-12-22 00:02:09,567 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:08:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 00:02:11,441 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-22 00:03:30,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 00:03:30,404 - pyskl - INFO - +top1_acc 0.9110 +top5_acc 0.9854 +2023-12-22 00:03:30,408 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9110, top5_acc: 0.9854 +2023-12-22 00:04:12,343 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:07:56, time: 0.419, data_time: 0.193, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 00:04:34,962 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:07:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-22 00:04:57,452 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:07:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:05:20,018 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:06:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:05:42,569 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:06:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 00:06:05,203 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:05:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-22 00:06:27,879 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:05:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 00:06:50,422 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:05:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:07:13,067 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:04:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 00:07:35,789 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:04:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:07:58,515 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:04:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2023-12-22 00:08:21,187 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:03:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2023-12-22 00:08:43,808 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:03:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-22 00:09:06,422 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:02:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-22 00:09:29,149 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:02:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-22 00:09:51,846 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:02:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:10:14,526 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:01:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:10:37,202 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:01:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:10:59,838 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:00:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 00:11:22,423 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:00:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:11:45,069 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:00:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 00:12:07,820 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 0:59:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-22 00:12:30,512 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 0:59:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-22 00:12:53,119 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 0:58:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-22 00:13:15,740 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:58:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-22 00:13:17,618 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-22 00:14:36,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 00:14:36,896 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9853 +2023-12-22 00:14:36,900 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9091, top5_acc: 0.9853 +2023-12-22 00:15:18,546 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:58:10, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2023-12-22 00:15:41,106 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:57:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-22 00:16:03,667 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:57:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:16:26,386 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:57:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 00:16:49,099 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:56:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-22 00:17:11,713 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:56:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-22 00:17:34,433 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:55:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:17:57,101 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:55:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-22 00:18:19,710 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:55:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:18:42,347 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:54:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2023-12-22 00:19:05,071 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:54:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 00:19:27,663 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:53:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:19:50,373 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:53:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:20:13,069 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:53:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-22 00:20:35,721 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:52:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:20:58,364 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:52:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2023-12-22 00:21:21,151 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:51:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 00:21:43,871 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:51:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:22:06,505 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:51:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 00:22:29,206 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:50:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6499, loss: 1.6499 +2023-12-22 00:22:51,910 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:50:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:23:14,478 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:49:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:23:37,161 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:49:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-22 00:23:59,956 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:49:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-22 00:24:22,651 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:48:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:24:24,549 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-22 00:25:43,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 00:25:43,590 - pyskl - INFO - +top1_acc 0.9117 +top5_acc 0.9855 +2023-12-22 00:25:43,596 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9117, top5_acc: 0.9855 +2023-12-22 00:26:25,297 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:48:25, time: 0.417, data_time: 0.191, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:26:48,060 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:48:01, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:27:10,694 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:47:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:27:33,255 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:47:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:27:55,987 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:46:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6488, loss: 1.6488 +2023-12-22 00:28:18,627 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:46:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 00:28:41,137 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:46:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-22 00:29:03,726 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:45:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:29:26,351 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:45:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:29:48,877 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:44:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 00:30:11,538 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:44:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-22 00:30:34,288 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:44:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:30:57,019 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:43:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:31:19,612 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:43:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-22 00:31:42,186 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:42:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:32:04,886 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:42:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:32:27,560 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:42:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:32:50,215 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:41:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:33:12,860 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:41:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 00:33:35,533 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:41:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:33:58,071 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:40:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-22 00:34:20,697 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:40:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:34:43,433 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:39:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:35:06,143 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:39:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:35:28,786 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:39:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:35:30,767 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-22 00:36:49,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 00:36:49,794 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9852 +2023-12-22 00:36:49,798 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9105, top5_acc: 0.9852 +2023-12-22 00:37:30,816 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:38:39, time: 0.410, data_time: 0.185, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-22 00:37:53,513 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:38:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-22 00:38:16,015 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:37:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-22 00:38:38,612 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:37:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-22 00:39:01,231 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:37:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:39:23,856 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:36:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6467, loss: 1.6467 +2023-12-22 00:39:46,406 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:36:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 00:40:09,048 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:35:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6463, loss: 1.6463 +2023-12-22 00:40:31,592 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:35:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-22 00:40:54,327 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:35:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6495, loss: 1.6495 +2023-12-22 00:41:16,917 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:34:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6491, loss: 1.6491 +2023-12-22 00:41:39,557 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:34:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-22 00:42:02,145 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:33:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:42:24,792 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:33:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:42:47,428 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-22 00:43:10,081 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:32:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:43:32,701 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:32:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:43:55,350 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-22 00:44:17,849 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:31:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-22 00:44:40,437 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 00:45:03,236 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:30:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:45:26,004 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:30:28, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 00:45:48,658 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:46:11,301 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:29:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:46:33,899 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:46:35,698 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-22 00:47:55,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 00:47:55,106 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9854 +2023-12-22 00:47:55,112 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9111, top5_acc: 0.9854 +2023-12-22 00:48:36,537 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:28:53, time: 0.414, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-22 00:48:59,048 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:28:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-22 00:49:21,693 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 00:49:44,229 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:27:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6465, loss: 1.6465 +2023-12-22 00:50:06,882 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6463, loss: 1.6463 +2023-12-22 00:50:29,458 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:26:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6468, loss: 1.6468 +2023-12-22 00:50:52,095 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:26:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 00:51:14,721 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:51:37,427 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:25:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6497, loss: 1.6497 +2023-12-22 00:52:00,085 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 00:52:22,731 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:24:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:52:45,391 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:24:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 00:53:08,004 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 00:53:30,677 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:23:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 00:53:53,294 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-22 00:54:15,801 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-22 00:54:38,475 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:22:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 00:55:01,286 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-22 00:55:24,086 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:21:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:55:46,747 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 00:56:09,408 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 00:56:32,093 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:20:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6479, loss: 1.6479 +2023-12-22 00:56:54,719 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:57:17,434 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:19:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 00:57:40,259 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2023-12-22 00:57:42,110 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-22 00:59:01,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 00:59:01,174 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9856 +2023-12-22 00:59:01,180 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9099, top5_acc: 0.9856 +2023-12-22 00:59:43,063 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:07, time: 0.419, data_time: 0.193, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-22 01:00:05,716 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:18:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6507, loss: 1.6507 +2023-12-22 01:00:28,419 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 01:00:51,060 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:17:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 01:01:13,677 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-22 01:01:36,405 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6484, loss: 1.6484 +2023-12-22 01:01:58,969 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:16:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 01:02:21,575 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2023-12-22 01:02:44,238 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6493, loss: 1.6493 +2023-12-22 01:03:07,089 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:37, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-22 01:03:29,865 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:14, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-22 01:03:52,590 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:14:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 01:04:15,254 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 01:04:37,915 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6485, loss: 1.6485 +2023-12-22 01:05:00,610 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 01:05:23,347 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 01:05:46,011 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:12:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 01:06:08,681 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6469, loss: 1.6469 +2023-12-22 01:06:31,343 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 01:06:53,934 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:11:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 01:07:16,723 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6482, loss: 1.6482 +2023-12-22 01:07:39,554 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:10:57, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6459, loss: 1.6459 +2023-12-22 01:08:02,265 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6490, loss: 1.6490 +2023-12-22 01:08:24,903 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 01:08:47,582 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:09:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 01:08:49,437 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-22 01:10:08,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 01:10:08,917 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9857 +2023-12-22 01:10:08,921 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_138.pth was removed +2023-12-22 01:10:09,078 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2023-12-22 01:10:09,079 - pyskl - INFO - Best top1_acc is 0.9118 at 149 epoch. +2023-12-22 01:10:09,082 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9118, top5_acc: 0.9857 +2023-12-22 01:10:50,639 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:22, time: 0.416, data_time: 0.189, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 01:11:13,203 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:08:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6477, loss: 1.6477 +2023-12-22 01:11:35,786 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6466, loss: 1.6466 +2023-12-22 01:11:58,467 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 01:12:21,147 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-22 01:12:43,786 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 01:13:06,394 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 01:13:29,092 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6473, loss: 1.6473 +2023-12-22 01:13:51,722 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2023-12-22 01:14:14,476 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:05:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6480, loss: 1.6480 +2023-12-22 01:14:37,172 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-22 01:14:59,846 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.6486, loss: 1.6486 +2023-12-22 01:15:22,532 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6471, loss: 1.6471 +2023-12-22 01:15:45,176 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 01:16:07,878 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:03:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6474, loss: 1.6474 +2023-12-22 01:16:30,642 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:31, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6464, loss: 1.6464 +2023-12-22 01:16:53,306 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2023-12-22 01:17:15,909 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6476, loss: 1.6476 +2023-12-22 01:17:38,587 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6472, loss: 1.6472 +2023-12-22 01:18:01,369 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:01:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6462, loss: 1.6462 +2023-12-22 01:18:24,107 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6470, loss: 1.6470 +2023-12-22 01:18:46,745 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6487, loss: 1.6487 +2023-12-22 01:19:09,462 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6481, loss: 1.6481 +2023-12-22 01:19:32,147 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6475, loss: 1.6475 +2023-12-22 01:19:54,809 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.6478, loss: 1.6478 +2023-12-22 01:19:56,660 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-22 01:21:15,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-22 01:21:15,697 - pyskl - INFO - +top1_acc 0.9106 +top5_acc 0.9856 +2023-12-22 01:21:15,701 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9106, top5_acc: 0.9856 +2023-12-22 01:21:23,793 - pyskl - INFO - 16487 videos remain after valid thresholding +2023-12-22 01:31:50,491 - pyskl - INFO - Testing results of the last checkpoint +2023-12-22 01:31:50,491 - pyskl - INFO - top1_acc: 0.9150 +2023-12-22 01:31:50,491 - pyskl - INFO - top5_acc: 0.9857 +2023-12-22 01:31:50,492 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xsub/j_1/best_top1_acc_epoch_149.pth +2023-12-22 01:42:16,699 - pyskl - INFO - Testing results of the best checkpoint +2023-12-22 01:42:16,699 - pyskl - INFO - top1_acc: 0.9154 +2023-12-22 01:42:16,699 - pyskl - INFO - top5_acc: 0.9859